diff --git a/.cursor/rules/01-architecture.mdc b/.cursor/rules/01-architecture.mdc
new file mode 100644
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+++ b/.cursor/rules/01-architecture.mdc
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+---
+glob: "**/app/ai/**/*.{ts,tsx}"
+description: "Core architectural patterns of the `ai-router` framework, including Orchestrators, Workers, and the dual nature of agents as tools and APIs."
+alwaysApply: true
+---
+# 01: Core Architecture & Philosophy
+
+This document outlines the core architectural patterns of the `ai-router` framework. Understanding these principles is essential for building robust and scalable AI agents.
+
+## Core Philosophy: A Framework for Composition
+
+`ai-router` is not just a tool; it's a framework for composing complex AI workflows from smaller, reusable components. The core architectural pattern is the separation of concerns between **Orchestrators** and **Workers**.
+
+-   **Orchestrator Agents (`/app/ai/index.ts`)**: An orchestrator is the "brain" of a complex operation. It understands the user's high-level goal and is responsible for breaking it down into a sequence of tasks. It manages the master state of the operation and delegates tasks to specialized worker agents.
+
+-   **Worker Agents (`/app/ai/agents/**/*.ts`)**: Workers are specialized tools that perform a single, well-defined task (e.g., scraping a URL, parsing HTML, calling an external API). They are the building blocks of your AI system.
+
+---
+
+## The Dual Nature of Agents: Tools and APIs
+
+A key feature of `ai-router` is that every agent can serve two purposes:
+
+1.  **As an Internal Tool**: Agents can be called by other agents using `ctx.next.callAgent()`. This is the primary way that orchestrators delegate tasks to workers. When used this way, agents can return large amounts of data without incurring significant token costs, as the data is passed directly between agents on the server.
+
+2.  **As a Standalone API/Tool**: Agents can also be exposed to the main orchestrator (or even to the outside world) as standalone tools using the `.actAsTool()` method. When an agent is used this way, its `outputSchema` should be carefully designed to be as concise as possible. Returning large amounts of data from a tool call can be very expensive, as the entire output is serialized and sent back to the orchestrating AI.
+
+**Example Scenario: A Web Search Agent**
+Imagine an orchestrator agent that performs web research.
+
+-   It might have two worker agents: `fastSearch.ts` and `deepSearch.ts`. These workers are the internal tools that call the Brave Search API and return a rich set of results.
+-   The orchestrator (`braveResearch/index.ts`) calls these workers using `ctx.next.callAgent()`. It takes their detailed output and saves it to `ctx.state.researchData`.
+-   Crucially, when it's done, it only returns a simple `{ status: 'Research Completed!' }` message to the main AI that called it. This is a critical optimization that saves a massive amount of tokens.
\ No newline at end of file
diff --git a/.cursor/rules/02-workflow.mdc b/.cursor/rules/02-workflow.mdc
new file mode 100644
index 0000000..7ae41dc
--- /dev/null
+++ b/.cursor/rules/02-workflow.mdc
@@ -0,0 +1,116 @@
+---
+glob: "**/app/ai/**/*.ts"
+description: "A step-by-step guide to the `ai-router` development workflow, from defining schemas to creating and integrating agents."
+alwaysApply: true
+---
+# 02: Agent Development Workflow
+
+This document provides a step-by-step guide for building new agents and capabilities within the `ai-router` framework.
+
+---
+
+## The Golden Rules of Agent Development
+
+1.  **Be Explicit, Be Rude with Prompts**: Do not be polite or conversational with the AI. Use strong, imperative language (e.g., "You MUST...", "Do NOT..."). Structure prompts with clear sections (`# Rules`, `# Task`) and use system prompts to define the AI's persona and mission.
+2.  **Never Assume**: The AI will invent information if not strictly forbidden. Always include a rule like: "You MUST only select from the list provided. Do not create, modify, or assume any URLs."
+3.  **Schema is Your Guardrail**: Use Zod schemas to rigorously define the expected output of every AI call. This is your primary defense against data hallucinations.
+
+---
+
+## Step 1: Define Your Schemas (`/helpers/schema.ts`)
+
+Before writing any agent logic, define the data structures you'll be working with.
+-   **Input Schema**: What data does your agent need to do its job?
+-   **Output Schema**: What data will your agent produce?
+-   Use Zod for strong type validation. For recursive or self-referential structures, use `z.lazy()`.
+
+---
+
+## Step 2: Create Your Worker Agents (`/app/ai/agents/your-agent`)
+
+Build your specialized worker agents. Each worker should have a single, well-defined responsibility.
+
+```typescript
+// Example: /app/ai/agents/your-agent/parser.agent.ts
+import { AiRouter } from '@microfox/ai-router';
+// ... other imports
+
+const aiRouter = new AiRouter();
+
+export const parsingAgent = aiRouter.agent('/', async (ctx) => {
+  const { html, url } = ctx.request.params;
+  // ... perform pure, logic-based parsing ...
+  return { emails, socials, otherLinks };
+});
+```
+
+---
+
+## Step 3: Create Your Orchestrator (`/app/ai/agents/your-agent/index.ts`)
+
+Build your orchestrator agent. This agent will define the high-level workflow and call your worker agents using `ctx.next.callAgent()`.
+
+```typescript
+// Example: /app/ai/agents/your-agent/index.ts
+import { AiRouter } from '@microfox/ai-router';
+import { scrapingAgent } from './scraping.agent';
+import { parsingAgent } from './parsing.agent';
+
+const aiRouter = new AiRouter();
+
+export const yourOrchestratorAgent = aiRouter
+  .agent('/scrape', scrapingAgent)
+  .agent('/parse', parsingAgent)
+  .agent('/', async (ctx) => {
+    // ... orchestrator logic ...
+    const scrapeResult = await ctx.next.callAgent('/scrape', { url: '...' });
+    // ...
+    const parseResult = await ctx.next.callAgent('/parse', { html: '...' });
+    // ...
+  });
+```
+
+---
+
+## Step 4: Expose as a Tool (`actAsTool`)
+
+Use `.actAsTool()` to expose your orchestrator as a tool to the main AI. Be thoughtful about the `outputSchema` to minimize token usage.
+
+```typescript
+// In your orchestrator file, e.g., /app/ai/agents/your-agent/index.ts
+export const yourOrchestratorAgent = new AiRouter()
+  // ... agent definitions ...
+  .actAsTool('/', {
+    id: 'yourToolId',
+    name: 'Your Tool Name',
+    description: 'A detailed description of what this tool does.',
+    inputSchema: yourInputSchema, // Defined in schema.ts
+    outputSchema: z.object({ status: z.string() }), // Keep it concise!
+  });
+```
+
+---
+
+## Step 5: Integrate into the Main Router (`/app/ai/index.ts`)
+
+Finally, attach your new agent to the main `aiRouter` and update the main AI's prompts to teach it how and when to use your new tool.
+
+```typescript
+// /app/ai/index.ts
+import { yourOrchestratorAgent } from './agents/your-agent';
+
+const aiRouter = new AiRouter();
+
+const aiMainRouter = aiRouter
+  .agent('/your-agent', yourOrchestratorAgent)
+  // ... other agents
+
+// ... in the main AI agent ...
+const { object: analysis, usage } = await generateObject({
+  model: google('gemini-2.5-pro'),
+  tools: {
+    ...ctx.next.agentAsTool('/your-agent'), // Make the tool available
+  },
+  prompt: `Based on the user's request, decide which tool to use.`,
+});
+```
\ No newline at end of file
diff --git a/.cursor/rules/03-state-management.mdc b/.cursor/rules/03-state-management.mdc
new file mode 100644
index 0000000..1086bd0
--- /dev/null
+++ b/.cursor/rules/03-state-management.mdc
@@ -0,0 +1,80 @@
+---
+glob: '**/app/ai/**/*.ts'
+description: 'Best practices for state management in `ai-router`, covering `ctx.state`, token optimization, and safe parallelism.'
+alwaysApply: true
+---
+
+# 03: State Management & Advanced Patterns
+
+`ctx.state` is a powerful tool for sharing data between agents, but it must be used with care to avoid bugs and maintain a clean architecture.
+
+---
+
+## The Three Ways to Execute Agents
+
+There are three distinct ways to execute an agent, and each has a different implication for how you should handle return values and state.
+
+1.  **`ctx.next.callAgent()` (Internal Call)**
+    - **Description**: This is for server-side, inter-agent communication. One agent calls another.
+    - **Return Value**: Can return large, complex data objects. Since the data never leaves the server, there are no token costs.
+    - **Pathing**: Supports nested paths (`'/sub-agent'`) but **not** backtracking (`'../'`). For root-based paths from deeply nested agents, use the `'@'` alias (e.g., `'@/main-agent/worker'`).
+
+2.  **`ctx.next.agentAsTool()` (Exposing to AI)**
+    - **Description**: This exposes an agent as a "tool" that the main orchestrating AI can choose to call.
+    - **Return Value**: **MUST** be minimal. The entire output is serialized to JSON and sent back to the AI, which consumes a large number of tokens. The best practice is to save the rich output to `ctx.state` and return only a simple status object (e.g., `{ status: 'Completed' }`).
+
+3.  **HTTP API Call (GET Request)**
+    - **Description**: Every agent is also a standard API endpoint that can be called via a GET request. The URL structure is `/api/studio/chat/agent/{your-agent-path}`. All input parameters must be passed as URL query parameters.
+    - **Return Value**: Must return all the data the client needs, as the client does not have access to the server-side `ctx.state`.
+    - **Example**:
+
+      ```typescript
+      const contactId = '123';
+      const urls = ['https://example.com', 'https://another.com'];
+      const response = await fetch(
+        `/api/studio/chat/agent/extract/deep-persona?contactId=${contactId}&urls=${urls.join(',')}`,
+      );
+
+      const result = await response.json();
+
+      const agentResponse = result[0]?.parts[0]?.output;
+      console.log(agentResponse);
+      ```
+
+---
+
+## The Golden Rules of State Management
+
+1.  **State is for Sharing and Cost Reduction**: The primary purpose of `ctx.state` is to allow a sequence of agents to share rich data _on the server_ without passing it back to the AI. This is a critical pattern for reducing token costs.
+
+2.  **The Orchestrator Owns the Master State**: The main orchestrator (typically in `/app/ai/index.ts`) is responsible for initializing and managing the "master" state for the entire user session.
+
+3.  **Design State for Parallelism**: This is the most critical rule. When you call multiple agents in parallel, they will all share the _same_ `ctx.state` object. Your state must be designed to be "additive" to prevent race conditions.
+    - **Use `Set` for unique lists**: If multiple parallel workers are adding to a list of visited URLs, use a `Set`. Multiple workers can safely call `ctx.state.visitedUrls.add(url)` without overwriting each other.
+    - **Use arrays for results**: If workers are adding results to a list, they can safely `push` to the same array.
+    - **Avoid simple properties**: Do not have parallel workers trying to update the same simple property (e.g., `ctx.state.status = 'in-progress'`). This will lead to race conditions.
+
+4.  **Isolate When Necessary**: If a worker agent needs to manage its own internal state during a complex, multi-step operation (like a recursive search), it should use local variables, not `ctx.state`. It should then return a self-contained result that the orchestrator can safely merge back into the master state.
+
+---
+
+### Example: State-Safe Parallelism
+
+```typescript
+// In the Orchestrator
+ctx.state.visitedUrls = new Set<string>(); // Use a Set for safe parallel adds
+const promises = urls.map((url) =>
+  ctx.next.callAgent('/worker', {
+    url,
+    masterVisitedUrls: Array.from(ctx.state.visitedUrls),
+  }),
+);
+const results = await Promise.all(promises);
+
+for (const result of results) {
+  if (result.ok) {
+    // Safely merge results
+    result.data.visitedUrls.forEach((url) => ctx.state.visitedUrls.add(url));
+  }
+}
+```
diff --git a/.cursor/rules/04-building-agent-uis.mdc b/.cursor/rules/04-building-agent-uis.mdc
new file mode 100644
index 0000000..fd8a1c3
--- /dev/null
+++ b/.cursor/rules/04-building-agent-uis.mdc
@@ -0,0 +1,114 @@
+---
+glob: "**/components/ai/**/*.{ts,tsx}"
+description: "A guide to building type-safe UIs for `ai-router` agents, including the `aiComponentMap`, component structure, and using `AiRouterTools`."
+alwaysApply: true
+---
+# 04: Building Agent UIs
+
+The `ai-router` provides a powerful system for creating type-safe, component-based UIs for your agents.
+
+---
+
+## 1. The `aiComponentMap`
+
+The file `/components/ai/index.tsx` is the central registry for all agent UIs. It exports an `aiComponentMap` object that maps the `id` of a tool (from `.actAsTool()`) to the React component that should render its output.
+
+```typescript
+// /components/ai/index.tsx
+'use client';
+
+import { yourAgentComponentMap } from "./your-agent";
+import { anotherAgentComponentMap } from "./another-agent";
+
+export const aiComponentMap = {
+    tools: {
+        ...yourAgentComponentMap,
+        ...anotherAgentComponentMap,
+    },
+};
+```
+
+---
+
+## 2. UI Component Structure
+
+For each agent, you should create a corresponding directory in `/components/ai`. Inside this directory, an `index.ts` file will define the mapping for that specific agent's components.
+
+A tool's UI can have multiple parts:
+-   `full`: The main component for rendering the tool's output. This is the most common part you will define.
+-   `header_sticky`: A component that can stick to the top of the message UI.
+-   `footer_sticky`: A component that can stick to the bottom of the message UI.
+
+```typescript
+// /components/ai/your-agent/index.ts
+import { YourAgentDashboard } from './Dashboard';
+
+export const yourAgentComponentMap = {
+  yourToolId: { // This ID must match the 'id' in actAsTool
+    full: YourAgentDashboard, // The main UI component
+  },
+};
+```
+
+---
+
+## 3. `actAsTool` Metadata
+
+The `metadata` object in the `.actAsTool()` configuration is how you control the appearance of your tool in the UI *before* it's rendered.
+
+-   `title`: The main title of the tool shown in the UI.
+-   `parentTitle`: If provided, this will group the tool under a category. For example, multiple search tools could have a `parentTitle` of "Web Search".
+-   `icon`: A URL to the icon for the tool.
+
+```typescript
+// In your orchestrator agent, e.g., /app/ai/agents/your-agent/index.ts
+.actAsTool('/', {
+  id: 'yourToolId',
+  // ... other properties
+  metadata: {
+    icon: 'https://.../your-icon.svg',
+    title: 'Your Tool Name',
+    parentTitle: 'Your Category',
+  },
+});
+```
+
+---
+
+## 4. Type-Safe UI Components
+
+To connect your UI components to the backend schemas, the main orchestrator (`/app/ai/index.ts`) must export a generated `AiRouterTools` type. Your UI components can then import this type to get full type safety and autocompletion for the tool's output.
+
+**Step 1: Export the type from the orchestrator.**
+```typescript
+// /app/ai/index.ts
+const aiRouterRegistry = aiMainRouter.registry();
+const aiRouterTools = aiRouterRegistry.tools;
+// This is a magical generated type that understands all your tools
+type AiRouterTools = InferUITools<typeof aiRouterTools>; 
+export { aiRouterTools, type AiRouterTools };
+```
+
+**Step 2: Import the type and use it in your component.**
+```typescript
+// /components/ai/your-agent/Dashboard.tsx
+import { AiRouterTools } from '@/app/ai';
+import { ComponentType } from 'react';
+import { ToolUIPart } from 'ai';
+
+// Use the generated type to create a type-safe prop for your component
+export const YourAgentDashboard: ComponentType<{
+  tool: ToolUIPart<Pick<AiRouterTools, 'yourToolId'>>;
+}> = (props) => {
+  const { tool } = props;
+  
+  // Now, 'tool.output' is fully typed based on your Zod schema!
+  const { status, results } = tool.output;
+  
+  return (
+    <div>
+      {/* ... your rendering logic ... */}
+    </div>
+  );
+};
+```
\ No newline at end of file
diff --git a/.cursor/rules/05-debugging.mdc b/.cursor/rules/05-debugging.mdc
new file mode 100644
index 0000000..9fd82c5
--- /dev/null
+++ b/.cursor/rules/05-debugging.mdc
@@ -0,0 +1,71 @@
+---
+glob: "**/ai/**/*.{ts,tsx,json}"
+description: "A playbook for debugging common `ai-router` issues, including AI/schema errors, state management problems, and Next.js environment issues."
+alwaysApply: true
+---
+# 05: Debugging Playbook
+
+This document provides a playbook for debugging common issues encountered when developing with `ai-router`.
+
+---
+
+## AI & Schema Errors
+
+*   **Error**: `AI_NoObjectGeneratedError` or Zod validation errors (e.g., `Invalid input: expected object, received array`).
+    *   **Cause**: This is almost always a **prompt engineering problem**. The AI is returning data in a shape that doesn't match your Zod schema.
+    *   **Solution**:
+        1.  Make your prompt more explicit. If you want a `contact` object, the prompt must clearly instruct the AI to "extract the contact information."
+        2.  Add a `system` prompt that defines the AI's role and tells it to be meticulous about schemas.
+        3.  If the issue persists, simplify your schema. Sometimes, asking for a complex nested object is less reliable than asking for a flatter structure.
+
+*   **Error**: The AI is "hallucinating" or inventing data (e.g., creating fake URLs).
+    *   **Cause**: The prompt is not specific enough and lacks clear constraints.
+    *   **Solution**: Add a **"Critical Rule"** section to your prompt with explicit negative constraints.
+        ```
+        # Critical Rule
+        You MUST only select URLs from the "Links" sections provided in the content below. Do not create, modify, guess, or assume any URLs. Your job is to select from the existing list, not to invent.
+        ```
+
+---
+
+## State & Logic Errors
+
+*   **Error**: Data is getting mixed up between different parallel runs; results are inconsistent.
+    *   **Cause**: You have a **state contamination** or **race condition** problem. You are likely calling stateful worker agents in parallel with a shared `ctx`.
+    *   **Solution**: Adhere to the Orchestrator/Worker pattern for parallelism. The orchestrator manages the master state. The workers it calls in parallel **must be stateless**. They should receive all data as input parameters and return a self-contained result. The orchestrator is then responsible for safely merging the results back into its master state.
+
+*   **Error**: High token usage is causing high costs or slow performance.
+    *   **Cause**: You are likely returning too much data from a tool call that is being passed to the main orchestrating AI.
+    *   **Solution**: Remember the dual nature of agents. Use `ctx.state` to share large amounts of data between agents *on the server*. The final tool call that returns to the AI should have a minimal `outputSchema` and only return a simple status update (e.g., `{ status: 'Completed' }`).
+
+---
+
+## Environment & Server-Side Errors (Next.js)
+
+*   **Error**: Build fails with errors related to server-side packages like `puppeteer` or `jsdom`.
+    *   **Cause**: Next.js, by default, tries to bundle all packages for the client-side, which fails for packages that rely on Node.js APIs.
+    *   **Solution**: Add the problematic package to the `serverExternalPackages` array in your `next.config.ts` file. This tells Next.js to leave it out of the client bundle.
+        ```javascript
+        // next.config.ts
+        const nextConfig: NextConfig = {
+          serverExternalPackages: [
+            'puppeteer',
+            'puppeteer-extra',
+            'puppeteer-extra-plugin-stealth',
+          ],
+        };
+        ```
+
+*   **Error**: You need to use a server-side-only package or function within an agent that is called from the client.
+    *   **Cause**: The `ai-router` files are often executed on both the client and the server.
+    *   **Solution**: Create a separate "wrapper" file for your server-side logic and mark it with the `'use server'` directive. Then, import and call this server-side function from your agent. This ensures that the code will only ever execute on the server.
+        ```typescript
+        // /helpers/your-server-helper.ts
+        'use server'
+        
+        import { JSDOM } from 'jsdom';
+        
+        export async function performHeavyServerTask(html: string) {
+            return new JSDOM(html);
+        }
+        ```
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/.cursor/rules/01-architecture.mdc b/examples/contact-extractor-agent/.cursor/rules/01-architecture.mdc
new file mode 100644
index 0000000..22158fa
--- /dev/null
+++ b/examples/contact-extractor-agent/.cursor/rules/01-architecture.mdc
@@ -0,0 +1,33 @@
+---
+glob: "**/app/ai/**/*.{ts,tsx}"
+description: "Core architectural patterns of the `ai-router` framework, including Orchestrators, Workers, and the dual nature of agents as tools and APIs."
+alwaysApply: true
+---
+# 01: Core Architecture & Philosophy
+
+This document outlines the core architectural patterns of the `ai-router` framework. Understanding these principles is essential for building robust and scalable AI agents.
+
+## Core Philosophy: A Framework for Composition
+
+`ai-router` is not just a tool; it's a framework for composing complex AI workflows from smaller, reusable components. The core architectural pattern is the separation of concerns between **Orchestrators** and **Workers**.
+
+-   **Orchestrator Agents (`/app/ai/index.ts`)**: An orchestrator is the "brain" of a complex operation. It understands the user's high-level goal and is responsible for breaking it down into a sequence of tasks. It manages the master state of the operation and delegates tasks to specialized worker agents.
+
+-   **Worker Agents (`/app/ai/agents/**/*.ts`)**: Workers are specialized tools that perform a single, well-defined task (e.g., scraping a URL, parsing HTML, calling an external API). They are the building blocks of your AI system.
+
+---
+
+## The Dual Nature of Agents: Tools and APIs
+
+A key feature of `ai-router` is that every agent can serve two purposes:
+
+1.  **As an Internal Tool**: Agents can be called by other agents using `ctx.next.callAgent()`. This is the primary way that orchestrators delegate tasks to workers. When used this way, agents can return large amounts of data without incurring significant token costs, as the data is passed directly between agents on the server.
+
+2.  **As a Standalone API/Tool**: Agents can also be exposed to the main orchestrator (or even to the outside world) as standalone tools using the `.actAsTool()` method. When an agent is used this way, its `outputSchema` should be carefully designed to be as concise as possible. Returning large amounts of data from a tool call can be very expensive, as the entire output is serialized and sent back to the orchestrating AI.
+
+**Example Scenario: A Web Search Agent**
+Imagine an orchestrator agent that performs web research.
+
+-   It might have two worker agents: `fastSearch.ts` and `deepSearch.ts`. These workers are the internal tools that call the Brave Search API and return a rich set of results.
+-   The orchestrator (`braveResearch/index.ts`) calls these workers using `ctx.next.callAgent()`. It takes their detailed output and saves it to `ctx.state.researchData`.
+-   Crucially, when it's done, it only returns a simple `{ status: 'Research Completed!' }` message to the main AI that called it. This is a critical optimization that saves a massive amount of tokens.
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/.cursor/rules/02-workflow.mdc b/examples/contact-extractor-agent/.cursor/rules/02-workflow.mdc
new file mode 100644
index 0000000..7ae41dc
--- /dev/null
+++ b/examples/contact-extractor-agent/.cursor/rules/02-workflow.mdc
@@ -0,0 +1,116 @@
+---
+glob: "**/app/ai/**/*.ts"
+description: "A step-by-step guide to the `ai-router` development workflow, from defining schemas to creating and integrating agents."
+alwaysApply: true
+---
+# 02: Agent Development Workflow
+
+This document provides a step-by-step guide for building new agents and capabilities within the `ai-router` framework.
+
+---
+
+## The Golden Rules of Agent Development
+
+1.  **Be Explicit, Be Rude with Prompts**: Do not be polite or conversational with the AI. Use strong, imperative language (e.g., "You MUST...", "Do NOT..."). Structure prompts with clear sections (`# Rules`, `# Task`) and use system prompts to define the AI's persona and mission.
+2.  **Never Assume**: The AI will invent information if not strictly forbidden. Always include a rule like: "You MUST only select from the list provided. Do not create, modify, or assume any URLs."
+3.  **Schema is Your Guardrail**: Use Zod schemas to rigorously define the expected output of every AI call. This is your primary defense against data hallucinations.
+
+---
+
+## Step 1: Define Your Schemas (`/helpers/schema.ts`)
+
+Before writing any agent logic, define the data structures you'll be working with.
+-   **Input Schema**: What data does your agent need to do its job?
+-   **Output Schema**: What data will your agent produce?
+-   Use Zod for strong type validation. For recursive or self-referential structures, use `z.lazy()`.
+
+---
+
+## Step 2: Create Your Worker Agents (`/app/ai/agents/your-agent`)
+
+Build your specialized worker agents. Each worker should have a single, well-defined responsibility.
+
+```typescript
+// Example: /app/ai/agents/your-agent/parser.agent.ts
+import { AiRouter } from '@microfox/ai-router';
+// ... other imports
+
+const aiRouter = new AiRouter();
+
+export const parsingAgent = aiRouter.agent('/', async (ctx) => {
+  const { html, url } = ctx.request.params;
+  // ... perform pure, logic-based parsing ...
+  return { emails, socials, otherLinks };
+});
+```
+
+---
+
+## Step 3: Create Your Orchestrator (`/app/ai/agents/your-agent/index.ts`)
+
+Build your orchestrator agent. This agent will define the high-level workflow and call your worker agents using `ctx.next.callAgent()`.
+
+```typescript
+// Example: /app/ai/agents/your-agent/index.ts
+import { AiRouter } from '@microfox/ai-router';
+import { scrapingAgent } from './scraping.agent';
+import { parsingAgent } from './parsing.agent';
+
+const aiRouter = new AiRouter();
+
+export const yourOrchestratorAgent = aiRouter
+  .agent('/scrape', scrapingAgent)
+  .agent('/parse', parsingAgent)
+  .agent('/', async (ctx) => {
+    // ... orchestrator logic ...
+    const scrapeResult = await ctx.next.callAgent('/scrape', { url: '...' });
+    // ...
+    const parseResult = await ctx.next.callAgent('/parse', { html: '...' });
+    // ...
+  });
+```
+
+---
+
+## Step 4: Expose as a Tool (`actAsTool`)
+
+Use `.actAsTool()` to expose your orchestrator as a tool to the main AI. Be thoughtful about the `outputSchema` to minimize token usage.
+
+```typescript
+// In your orchestrator file, e.g., /app/ai/agents/your-agent/index.ts
+export const yourOrchestratorAgent = new AiRouter()
+  // ... agent definitions ...
+  .actAsTool('/', {
+    id: 'yourToolId',
+    name: 'Your Tool Name',
+    description: 'A detailed description of what this tool does.',
+    inputSchema: yourInputSchema, // Defined in schema.ts
+    outputSchema: z.object({ status: z.string() }), // Keep it concise!
+  });
+```
+
+---
+
+## Step 5: Integrate into the Main Router (`/app/ai/index.ts`)
+
+Finally, attach your new agent to the main `aiRouter` and update the main AI's prompts to teach it how and when to use your new tool.
+
+```typescript
+// /app/ai/index.ts
+import { yourOrchestratorAgent } from './agents/your-agent';
+
+const aiRouter = new AiRouter();
+
+const aiMainRouter = aiRouter
+  .agent('/your-agent', yourOrchestratorAgent)
+  // ... other agents
+
+// ... in the main AI agent ...
+const { object: analysis, usage } = await generateObject({
+  model: google('gemini-2.5-pro'),
+  tools: {
+    ...ctx.next.agentAsTool('/your-agent'), // Make the tool available
+  },
+  prompt: `Based on the user's request, decide which tool to use.`,
+});
+```
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/.cursor/rules/03-state-management.mdc b/examples/contact-extractor-agent/.cursor/rules/03-state-management.mdc
new file mode 100644
index 0000000..1086bd0
--- /dev/null
+++ b/examples/contact-extractor-agent/.cursor/rules/03-state-management.mdc
@@ -0,0 +1,80 @@
+---
+glob: '**/app/ai/**/*.ts'
+description: 'Best practices for state management in `ai-router`, covering `ctx.state`, token optimization, and safe parallelism.'
+alwaysApply: true
+---
+
+# 03: State Management & Advanced Patterns
+
+`ctx.state` is a powerful tool for sharing data between agents, but it must be used with care to avoid bugs and maintain a clean architecture.
+
+---
+
+## The Three Ways to Execute Agents
+
+There are three distinct ways to execute an agent, and each has a different implication for how you should handle return values and state.
+
+1.  **`ctx.next.callAgent()` (Internal Call)**
+    - **Description**: This is for server-side, inter-agent communication. One agent calls another.
+    - **Return Value**: Can return large, complex data objects. Since the data never leaves the server, there are no token costs.
+    - **Pathing**: Supports nested paths (`'/sub-agent'`) but **not** backtracking (`'../'`). For root-based paths from deeply nested agents, use the `'@'` alias (e.g., `'@/main-agent/worker'`).
+
+2.  **`ctx.next.agentAsTool()` (Exposing to AI)**
+    - **Description**: This exposes an agent as a "tool" that the main orchestrating AI can choose to call.
+    - **Return Value**: **MUST** be minimal. The entire output is serialized to JSON and sent back to the AI, which consumes a large number of tokens. The best practice is to save the rich output to `ctx.state` and return only a simple status object (e.g., `{ status: 'Completed' }`).
+
+3.  **HTTP API Call (GET Request)**
+    - **Description**: Every agent is also a standard API endpoint that can be called via a GET request. The URL structure is `/api/studio/chat/agent/{your-agent-path}`. All input parameters must be passed as URL query parameters.
+    - **Return Value**: Must return all the data the client needs, as the client does not have access to the server-side `ctx.state`.
+    - **Example**:
+
+      ```typescript
+      const contactId = '123';
+      const urls = ['https://example.com', 'https://another.com'];
+      const response = await fetch(
+        `/api/studio/chat/agent/extract/deep-persona?contactId=${contactId}&urls=${urls.join(',')}`,
+      );
+
+      const result = await response.json();
+
+      const agentResponse = result[0]?.parts[0]?.output;
+      console.log(agentResponse);
+      ```
+
+---
+
+## The Golden Rules of State Management
+
+1.  **State is for Sharing and Cost Reduction**: The primary purpose of `ctx.state` is to allow a sequence of agents to share rich data _on the server_ without passing it back to the AI. This is a critical pattern for reducing token costs.
+
+2.  **The Orchestrator Owns the Master State**: The main orchestrator (typically in `/app/ai/index.ts`) is responsible for initializing and managing the "master" state for the entire user session.
+
+3.  **Design State for Parallelism**: This is the most critical rule. When you call multiple agents in parallel, they will all share the _same_ `ctx.state` object. Your state must be designed to be "additive" to prevent race conditions.
+    - **Use `Set` for unique lists**: If multiple parallel workers are adding to a list of visited URLs, use a `Set`. Multiple workers can safely call `ctx.state.visitedUrls.add(url)` without overwriting each other.
+    - **Use arrays for results**: If workers are adding results to a list, they can safely `push` to the same array.
+    - **Avoid simple properties**: Do not have parallel workers trying to update the same simple property (e.g., `ctx.state.status = 'in-progress'`). This will lead to race conditions.
+
+4.  **Isolate When Necessary**: If a worker agent needs to manage its own internal state during a complex, multi-step operation (like a recursive search), it should use local variables, not `ctx.state`. It should then return a self-contained result that the orchestrator can safely merge back into the master state.
+
+---
+
+### Example: State-Safe Parallelism
+
+```typescript
+// In the Orchestrator
+ctx.state.visitedUrls = new Set<string>(); // Use a Set for safe parallel adds
+const promises = urls.map((url) =>
+  ctx.next.callAgent('/worker', {
+    url,
+    masterVisitedUrls: Array.from(ctx.state.visitedUrls),
+  }),
+);
+const results = await Promise.all(promises);
+
+for (const result of results) {
+  if (result.ok) {
+    // Safely merge results
+    result.data.visitedUrls.forEach((url) => ctx.state.visitedUrls.add(url));
+  }
+}
+```
diff --git a/examples/contact-extractor-agent/.cursor/rules/04-building-agent-uis.mdc b/examples/contact-extractor-agent/.cursor/rules/04-building-agent-uis.mdc
new file mode 100644
index 0000000..fd8a1c3
--- /dev/null
+++ b/examples/contact-extractor-agent/.cursor/rules/04-building-agent-uis.mdc
@@ -0,0 +1,114 @@
+---
+glob: "**/components/ai/**/*.{ts,tsx}"
+description: "A guide to building type-safe UIs for `ai-router` agents, including the `aiComponentMap`, component structure, and using `AiRouterTools`."
+alwaysApply: true
+---
+# 04: Building Agent UIs
+
+The `ai-router` provides a powerful system for creating type-safe, component-based UIs for your agents.
+
+---
+
+## 1. The `aiComponentMap`
+
+The file `/components/ai/index.tsx` is the central registry for all agent UIs. It exports an `aiComponentMap` object that maps the `id` of a tool (from `.actAsTool()`) to the React component that should render its output.
+
+```typescript
+// /components/ai/index.tsx
+'use client';
+
+import { yourAgentComponentMap } from "./your-agent";
+import { anotherAgentComponentMap } from "./another-agent";
+
+export const aiComponentMap = {
+    tools: {
+        ...yourAgentComponentMap,
+        ...anotherAgentComponentMap,
+    },
+};
+```
+
+---
+
+## 2. UI Component Structure
+
+For each agent, you should create a corresponding directory in `/components/ai`. Inside this directory, an `index.ts` file will define the mapping for that specific agent's components.
+
+A tool's UI can have multiple parts:
+-   `full`: The main component for rendering the tool's output. This is the most common part you will define.
+-   `header_sticky`: A component that can stick to the top of the message UI.
+-   `footer_sticky`: A component that can stick to the bottom of the message UI.
+
+```typescript
+// /components/ai/your-agent/index.ts
+import { YourAgentDashboard } from './Dashboard';
+
+export const yourAgentComponentMap = {
+  yourToolId: { // This ID must match the 'id' in actAsTool
+    full: YourAgentDashboard, // The main UI component
+  },
+};
+```
+
+---
+
+## 3. `actAsTool` Metadata
+
+The `metadata` object in the `.actAsTool()` configuration is how you control the appearance of your tool in the UI *before* it's rendered.
+
+-   `title`: The main title of the tool shown in the UI.
+-   `parentTitle`: If provided, this will group the tool under a category. For example, multiple search tools could have a `parentTitle` of "Web Search".
+-   `icon`: A URL to the icon for the tool.
+
+```typescript
+// In your orchestrator agent, e.g., /app/ai/agents/your-agent/index.ts
+.actAsTool('/', {
+  id: 'yourToolId',
+  // ... other properties
+  metadata: {
+    icon: 'https://.../your-icon.svg',
+    title: 'Your Tool Name',
+    parentTitle: 'Your Category',
+  },
+});
+```
+
+---
+
+## 4. Type-Safe UI Components
+
+To connect your UI components to the backend schemas, the main orchestrator (`/app/ai/index.ts`) must export a generated `AiRouterTools` type. Your UI components can then import this type to get full type safety and autocompletion for the tool's output.
+
+**Step 1: Export the type from the orchestrator.**
+```typescript
+// /app/ai/index.ts
+const aiRouterRegistry = aiMainRouter.registry();
+const aiRouterTools = aiRouterRegistry.tools;
+// This is a magical generated type that understands all your tools
+type AiRouterTools = InferUITools<typeof aiRouterTools>; 
+export { aiRouterTools, type AiRouterTools };
+```
+
+**Step 2: Import the type and use it in your component.**
+```typescript
+// /components/ai/your-agent/Dashboard.tsx
+import { AiRouterTools } from '@/app/ai';
+import { ComponentType } from 'react';
+import { ToolUIPart } from 'ai';
+
+// Use the generated type to create a type-safe prop for your component
+export const YourAgentDashboard: ComponentType<{
+  tool: ToolUIPart<Pick<AiRouterTools, 'yourToolId'>>;
+}> = (props) => {
+  const { tool } = props;
+  
+  // Now, 'tool.output' is fully typed based on your Zod schema!
+  const { status, results } = tool.output;
+  
+  return (
+    <div>
+      {/* ... your rendering logic ... */}
+    </div>
+  );
+};
+```
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/.cursor/rules/05-debugging.mdc b/examples/contact-extractor-agent/.cursor/rules/05-debugging.mdc
new file mode 100644
index 0000000..9fd82c5
--- /dev/null
+++ b/examples/contact-extractor-agent/.cursor/rules/05-debugging.mdc
@@ -0,0 +1,71 @@
+---
+glob: "**/ai/**/*.{ts,tsx,json}"
+description: "A playbook for debugging common `ai-router` issues, including AI/schema errors, state management problems, and Next.js environment issues."
+alwaysApply: true
+---
+# 05: Debugging Playbook
+
+This document provides a playbook for debugging common issues encountered when developing with `ai-router`.
+
+---
+
+## AI & Schema Errors
+
+*   **Error**: `AI_NoObjectGeneratedError` or Zod validation errors (e.g., `Invalid input: expected object, received array`).
+    *   **Cause**: This is almost always a **prompt engineering problem**. The AI is returning data in a shape that doesn't match your Zod schema.
+    *   **Solution**:
+        1.  Make your prompt more explicit. If you want a `contact` object, the prompt must clearly instruct the AI to "extract the contact information."
+        2.  Add a `system` prompt that defines the AI's role and tells it to be meticulous about schemas.
+        3.  If the issue persists, simplify your schema. Sometimes, asking for a complex nested object is less reliable than asking for a flatter structure.
+
+*   **Error**: The AI is "hallucinating" or inventing data (e.g., creating fake URLs).
+    *   **Cause**: The prompt is not specific enough and lacks clear constraints.
+    *   **Solution**: Add a **"Critical Rule"** section to your prompt with explicit negative constraints.
+        ```
+        # Critical Rule
+        You MUST only select URLs from the "Links" sections provided in the content below. Do not create, modify, guess, or assume any URLs. Your job is to select from the existing list, not to invent.
+        ```
+
+---
+
+## State & Logic Errors
+
+*   **Error**: Data is getting mixed up between different parallel runs; results are inconsistent.
+    *   **Cause**: You have a **state contamination** or **race condition** problem. You are likely calling stateful worker agents in parallel with a shared `ctx`.
+    *   **Solution**: Adhere to the Orchestrator/Worker pattern for parallelism. The orchestrator manages the master state. The workers it calls in parallel **must be stateless**. They should receive all data as input parameters and return a self-contained result. The orchestrator is then responsible for safely merging the results back into its master state.
+
+*   **Error**: High token usage is causing high costs or slow performance.
+    *   **Cause**: You are likely returning too much data from a tool call that is being passed to the main orchestrating AI.
+    *   **Solution**: Remember the dual nature of agents. Use `ctx.state` to share large amounts of data between agents *on the server*. The final tool call that returns to the AI should have a minimal `outputSchema` and only return a simple status update (e.g., `{ status: 'Completed' }`).
+
+---
+
+## Environment & Server-Side Errors (Next.js)
+
+*   **Error**: Build fails with errors related to server-side packages like `puppeteer` or `jsdom`.
+    *   **Cause**: Next.js, by default, tries to bundle all packages for the client-side, which fails for packages that rely on Node.js APIs.
+    *   **Solution**: Add the problematic package to the `serverExternalPackages` array in your `next.config.ts` file. This tells Next.js to leave it out of the client bundle.
+        ```javascript
+        // next.config.ts
+        const nextConfig: NextConfig = {
+          serverExternalPackages: [
+            'puppeteer',
+            'puppeteer-extra',
+            'puppeteer-extra-plugin-stealth',
+          ],
+        };
+        ```
+
+*   **Error**: You need to use a server-side-only package or function within an agent that is called from the client.
+    *   **Cause**: The `ai-router` files are often executed on both the client and the server.
+    *   **Solution**: Create a separate "wrapper" file for your server-side logic and mark it with the `'use server'` directive. Then, import and call this server-side function from your agent. This ensures that the code will only ever execute on the server.
+        ```typescript
+        // /helpers/your-server-helper.ts
+        'use server'
+        
+        import { JSDOM } from 'jsdom';
+        
+        export async function performHeavyServerTask(html: string) {
+            return new JSDOM(html);
+        }
+        ```
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/.gitignore b/examples/contact-extractor-agent/.gitignore
new file mode 100644
index 0000000..aa81a57
--- /dev/null
+++ b/examples/contact-extractor-agent/.gitignore
@@ -0,0 +1,47 @@
+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+/.pnp
+.pnp.*
+.yarn/*
+!.yarn/patches
+!.yarn/plugins
+!.yarn/releases
+!.yarn/versions
+
+
+# testing
+/coverage
+
+# next.js
+/.next/
+/out/
+
+# microfox
+/.chat/
+
+# production
+/build
+
+# misc
+.DS_Store
+*.pem
+
+# debug
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+.pnpm-debug.log*
+
+# env files (can opt-in for committing if needed)
+.env*
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts
+
+tmp
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/CHANGELOG.md b/examples/contact-extractor-agent/CHANGELOG.md
new file mode 100644
index 0000000..33c0411
--- /dev/null
+++ b/examples/contact-extractor-agent/CHANGELOG.md
@@ -0,0 +1,15 @@
+# next-perplexity-clone
+
+## 0.1.2-beta.0
+
+### Patch Changes
+
+- Updated dependencies [07d4a18]
+  - @microfox/ai-router@2.0.1-beta.0
+
+## 0.1.1
+
+### Patch Changes
+
+- Updated dependencies [3dc4cc4]
+  - @microfox/ai-router@2.0.0
diff --git a/examples/contact-extractor-agent/README.md b/examples/contact-extractor-agent/README.md
new file mode 100644
index 0000000..e215bc4
--- /dev/null
+++ b/examples/contact-extractor-agent/README.md
@@ -0,0 +1,36 @@
+This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app).
+
+## Getting Started
+
+First, run the development server:
+
+```bash
+npm run dev
+# or
+yarn dev
+# or
+pnpm dev
+# or
+bun dev
+```
+
+Open [http://localhost:3000](http://localhost:3000) with your browser to see the result.
+
+You can start editing the page by modifying `app/page.tsx`. The page auto-updates as you edit the file.
+
+This project uses [`next/font`](https://nextjs.org/docs/app/building-your-application/optimizing/fonts) to automatically optimize and load [Geist](https://vercel.com/font), a new font family for Vercel.
+
+## Learn More
+
+To learn more about Next.js, take a look at the following resources:
+
+- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API.
+- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial.
+
+You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js) - your feedback and contributions are welcome!
+
+## Deploy on Vercel
+
+The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_medium=default-template&filter=next.js&utm_source=create-next-app&utm_campaign=create-next-app-readme) from the creators of Next.js.
+
+Check out our [Next.js deployment documentation](https://nextjs.org/docs/app/building-your-application/deploying) for more details.
diff --git a/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/contact.agent.ts b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/contact.agent.ts
new file mode 100644
index 0000000..9e35ec2
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/contact.agent.ts
@@ -0,0 +1,232 @@
+import { AiRouter } from '@microfox/ai-router';
+import { Contact } from './helpers/schema';
+import { z } from 'zod';
+import { saveContacts, saveContactsToRag } from './helpers/storage';
+import { google } from '@ai-sdk/google';
+import { generateObject } from 'ai';
+import dedent from 'dedent';
+import { contactSchema } from './helpers/schema';
+
+const aiRouter = new AiRouter();
+
+export const singleContactExtractorAgent = aiRouter
+  .agent('/', async (ctx) => {
+    const {
+      url,
+      maxDepth,
+      directive,
+      masterVisitedUrls,
+    } = ctx.request.params as {
+      url: string;
+      maxDepth: number;
+      directive: string;
+      masterVisitedUrls: string[];
+    };
+    const usage = { inputTokens: 0, outputTokens: 0, totalTokens: 0 };
+    const visitedUrls = new Set<string>(masterVisitedUrls);
+    let contactResult: Contact | null = null;
+
+    let urlsToScrape = [url];
+    let contactId: string | undefined;
+    const path: string[][] = [];
+
+    for (let depth = 1; depth <= maxDepth; depth++) {
+      if (urlsToScrape.length === 0) {
+        break;
+      }
+
+      const currentLevelUrls = [...new Set(urlsToScrape)];
+      path.push(currentLevelUrls);
+
+      const scrapePromises = currentLevelUrls.map(async (scrapeUrl) => {
+        if (visitedUrls.has(scrapeUrl)) return null;
+        visitedUrls.add(scrapeUrl);
+
+        const scrapeResult = await ctx.next.callAgent('@/extract/scrape', {
+          url: scrapeUrl,
+        });
+        if (!scrapeResult.ok) return null;
+
+        const {
+          data: { data: pageData },
+        } = scrapeResult as any;
+        if (typeof pageData.html !== 'string') return null;
+
+        const parseResult = await ctx.next.callAgent('@/extract/parse', {
+          html: pageData.html,
+          url: scrapeUrl,
+          jsContent: pageData.jsContent,
+          cssContent: pageData.cssContent,
+        });
+        if (!parseResult.ok) return null;
+
+        return {
+          url: scrapeUrl,
+          ...parseResult.data,
+          title: pageData.title,
+          description: pageData.description,
+        };
+      });
+
+      const scrapedPages = (await Promise.all(scrapePromises)).filter(
+        (p): p is NonNullable<typeof p> => p !== null,
+      );
+      if (scrapedPages.length === 0) break;
+
+      const combinedContent = scrapedPages
+        .map(
+          (page) => `
+        ---
+        URL: ${page.url}
+        Title: ${page.title}
+        Description: ${page.description}
+        Emails: ${JSON.stringify(page.emails)}
+        Socials: ${JSON.stringify(page.socials)}
+        Other Links: ${JSON.stringify(page.otherLinks)}
+        ---
+      `,
+        )
+        .join('\n');
+
+      const aiGeneratedContactSchema = contactSchema.omit({
+        path: true,
+        _id: true,
+        source: true,
+        persona: true,
+      });
+
+      const existingContactInfo = contactResult
+        ? `
+  # Existing Information
+  \`\`\`json
+  ${JSON.stringify(
+    {
+      name: contactResult.name || 'N/A',
+      primaryEmail: contactResult.primaryEmail || 'N/A',
+      emails: contactResult.emails || [],
+      socials: contactResult.socials || [],
+    },
+    null,
+    2,
+  )}
+  \`\`\`
+  `
+        : '';
+
+            const { object: analysis, usage: aiUsage } = await generateObject({
+                model: google('gemini-2.5-pro'),
+                system: dedent`
+          You are a meticulous and detail-oriented data extraction agent. 
+          Your mission is to analyze web content to find specific contact information about a single individual per request.
+          You must adhere strictly to the schemas provided and never invent or assume information. If a piece of information is not present, you must omit the field.
+          You only select URLs from the lists provided in the content. You do not create, modify, or assume any URLs.
+        `,
+        schema: z.object({
+          contact: aiGeneratedContactSchema.optional(),
+          nextUrls: z.array(z.string()).optional(),
+        }),
+        prompt: dedent`
+          # Primary Directive
+          ${directive}
+  
+          # Context
+          I am performing a level-by-level search for a single person, starting from the URL: ${url}.
+          I am currently at depth ${depth}.
+          ${existingContactInfo}
+  
+          # Task
+          Analyze the combined content from all pages scraped at this depth. Your goal is twofold:
+          1.  **Extract/Update Contact Details**: Identify, extract, or update the contact information for the individual most relevant to the Primary Directive. If existing information is provided, enrich it.
+          2.  **Identify Next URLs**: From the links provided, select URLs for the next level of scraping that are highly likely to contain more contact details **ABOUT THE SAME INDIVIDUAL**.
+  
+          # Rules
+          - **DO NOT GUESS**: If you cannot find a piece of information, do not include the field in your response.
+          - **URLS ARE SACRED**: You MUST only select URLs from the "Other Links" sections in the content below. Do not generate or modify URLs.
+          - **STAY FOCUSED**: All information must pertain to the individual being tracked from the initial candidate URL.
+  
+          # Combined Content from Scraped Pages
+          ${combinedContent}
+        `,
+      });
+
+      if (aiUsage) {
+        usage.inputTokens += aiUsage.inputTokens ?? 0;
+        usage.outputTokens += aiUsage.outputTokens ?? 0;
+        usage.totalTokens += aiUsage.totalTokens ?? 0;
+      }
+
+      if (analysis.contact) {
+        const updatedContact: Contact = {
+          ...(contactResult || {}),
+          ...analysis.contact,
+          source: url,
+          _id: contactId,
+          path,
+        };
+
+        if (contactId) {
+          // Update existing contact
+          await saveContacts([{ ...updatedContact, _id: contactId }]);
+          contactResult = updatedContact;
+        } else {
+          // Create new contact
+          const [savedId] = await saveContacts([updatedContact]);
+          if (savedId) {
+            contactId = savedId.toString();
+            updatedContact._id = contactId;
+            contactResult = updatedContact;
+          }
+        }
+        if(contactResult) await saveContactsToRag([contactResult]);
+      }
+
+      if (
+        contactResult?.primaryEmail ||
+        (contactResult?.emails && contactResult.emails.length > 0)
+      ) {
+        if (!contactResult.path) contactResult.path = path;
+        await saveContacts([contactResult]);
+        await saveContactsToRag([contactResult]);
+        break; // Email found, exit loop
+      }
+
+      urlsToScrape = analysis.nextUrls || [];
+    }
+
+    if (contactResult) {
+      contactResult.path = path;
+      await saveContacts([contactResult]);
+      await saveContactsToRag([contactResult]);
+    }
+
+    return {
+      contact: contactResult,
+      usage,
+      visitedUrls: Array.from(visitedUrls),
+    };
+  })
+  .actAsTool('/', {
+    id: 'singleContactExtractor',
+    name: 'Single Contact Extractor',
+    description:
+      'Analyzes a single URL to extract a detailed, structured contact information of the person or entity featured on the page.',
+    inputSchema: z.object({
+      url: z.string().url(),
+      maxDepth: z.number(),
+      directive: z.string(),
+      masterVisitedUrls: z.array(z.string().url()),
+    }),
+    outputSchema: z.object({
+      contact: contactSchema.nullable(),
+      usage: z.object({
+        inputTokens: z.number(),
+        outputTokens: z.number(),
+        totalTokens: z.number(),
+      }),
+      visitedUrls: z.array(z.string().url()),
+    }),
+    metadata: {
+      icon: 'https://raw.githubusercontent.com/microfox-ai/microfox/refs/heads/main/logos/perplexity-icon.svg',
+      title: 'Single Contact Extractor',
+    },
+  }); 
diff --git a/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/deepPersona.agent.ts b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/deepPersona.agent.ts
new file mode 100644
index 0000000..fa06fe4
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/deepPersona.agent.ts
@@ -0,0 +1,109 @@
+import { z } from 'zod';
+import { AiRouter } from '@microfox/ai-router';
+import { google } from '@ai-sdk/google';
+import { generateObject } from 'ai';
+import { jsDom } from './helpers/jsDom';
+import { personaAnalysisSchema, Contact, contactSchema } from './helpers/schema';
+import dedent from 'dedent';
+import { saveContacts, saveContactsToRag, getContactById } from './helpers/storage';
+
+const aiRouter = new AiRouter();
+
+export const deepPersonaAgent = aiRouter
+  .agent('/', async (ctx) => {
+    const { contactId, urls } = ctx.request.params as { contactId: string, urls: string };
+    try {
+      const contact = await getContactById(contactId);
+      if (!contact) {
+        throw new Error(`Contact with ID ${contactId} not found.`);
+      }
+
+      const scrapePromises = urls?.split(',').map(async (url) => {
+        const scrapeResult = await ctx.next.callAgent('@/extract/scrape', {
+          url: url,
+        });
+        if (!scrapeResult.ok) return null;
+
+        const {
+          data: { data: pageData },
+        } = scrapeResult as any;
+        if (typeof pageData.html !== 'string') return null;
+
+        const html = pageData?.html
+        if (typeof html !== 'string') {
+          console.error(`No HTML content for ${url}`);
+          return null;
+        }
+        const dom = await jsDom(html);
+        return dom.window.document.body.textContent || '';
+      });
+
+      const scrapedContents = (await Promise.all(scrapePromises))
+        .filter((content): content is string => content !== null)
+        .map(content => content.substring(0, 20000)); // Limit each page's content
+
+      // console.log("Scraped contents:", scrapedContents);
+
+      const combinedText = scrapedContents.join('\n\n---\n\n');
+
+      console.log("Combined text:", combinedText);
+
+      const { object: persona, usage } = await generateObject({
+        model: google('gemini-2.5-pro'),
+        schema: personaAnalysisSchema,
+        prompt: dedent`
+        Your task is to analyze the text content from multiple webpages belonging to a person and extract key details to build a comprehensive persona.
+        Focus exclusively on the subject of the page and ignore any generic, boilerplate text about the platform hosting it (like GitHub's navigation, Twitter's UI elements, etc.). Your analysis should only include information about the person.
+        If you cannot find a specific piece of information, respond with "N/A". Do not guess any information.
+        
+        Here is the existing persona information for context. Your job is to enrich this with new details from the content below:
+        ${JSON.stringify(contact.persona, null, 2)}
+
+        Webpage content:
+        ${combinedText}
+      `,
+      });
+
+      console.log("Persona:", persona);
+
+      const updatedContact: Contact = {
+        ...contact,
+        persona: {
+          ...contact.persona,
+          ...persona,
+        }
+      };
+
+      console.log("Updated contact:", updatedContact);
+
+      await saveContacts([updatedContact]);
+      await saveContactsToRag([updatedContact]);
+      return { contact: updatedContact, usage, status: 'success' };
+
+    } catch (error) {
+      console.error("Failed to analyze persona.", error);
+      return { error: 'Failed to analyze persona.', status: 'error' };
+    }
+  })
+  .actAsTool('/', {
+    id: 'deepPersonaAnalyzer',
+    name: 'Deep Persona Analyzer',
+    description: 'Analyzes multiple URLs for a given contact to create a detailed, structured persona and updates the contact record.',
+    inputSchema: z.object({
+      contactId: z.string().describe('The MongoDB ObjectId of the contact to update.'),
+      urls: z.array(z.string().url()).describe('The URLs to analyze (e.g., portfolio, GitHub, LinkedIn).'),
+    }),
+    outputSchema: contactSchema.extend({
+      status: z.enum(['success', 'error']),
+      error: z.string().optional(),
+      usage: z.object({
+        inputTokens: z.number(),
+        outputTokens: z.number(),
+        totalTokens: z.number(),
+      }),
+    }),
+    metadata: {
+      icon: 'https://raw.githubusercontent.com/microfox-ai/microfox/refs/heads/main/logos/perplexity-icon.svg',
+      title: 'Deep Persona Analyzer',
+    },
+  });
diff --git a/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/jsDom.ts b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/jsDom.ts
new file mode 100644
index 0000000..223fe9e
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/jsDom.ts
@@ -0,0 +1,7 @@
+'use server'
+
+import { JSDOM } from 'jsdom';
+
+export async function jsDom(html: string) {
+    return new JSDOM(html);
+}
diff --git a/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/schema.ts b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/schema.ts
new file mode 100644
index 0000000..927e42e
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/schema.ts
@@ -0,0 +1,62 @@
+import { z } from 'zod';
+
+export const personaAnalysisSchema = z.object({
+  name: z.string().optional().describe('The full name of the person.'),
+  profession: z
+    .string()
+    .optional()
+    .describe('The primary profession or job title.'),
+  age: z.string().optional().describe('The estimated age or age range.'),
+  summary: z
+    .string()
+    .optional()
+    .describe(
+      'A brief, one-paragraph summary of the person based on the content.',
+    ),
+  interests: z
+    .array(z.string())
+    .optional()
+    .describe('A list of key interests, skills, or hobbies.'),
+  location: z.string().optional().describe('The city, state, or country.'),
+});
+
+export const contactSchema = z.object({
+  _id: z.string().optional(),
+  source: z.string(),
+  name: z.string().optional(),
+  primaryEmail: z.string().optional(),
+  emails: z.array(z.string()).optional(),
+  socials: z
+    .object({
+      linkedin: z.string().optional(),
+      github: z.string().optional(),
+      twitter: z.string().optional(),
+      portfolio: z.string().optional(),
+    })
+    .optional(),
+  path: z
+    .array(z.array(z.string().url()))
+    .optional()
+    .describe(
+      'A nested array representing the navigation path. Each inner array contains the URLs scraped at that depth.',
+    ),
+  persona: personaAnalysisSchema.optional(),
+});
+
+export const agentInputSchema = z.object({
+  urls: z
+    .array(z.string().url())
+    .describe('An array of seed URLs to start the extraction process.'),
+  directive: z
+    .string()
+    .describe(
+      'A specific instruction for the agent (e.g., "Find contact info for the founders of Vercel").',
+    ),
+  maxContacts: z
+    .number()
+    .optional()
+    .describe('The maximum number of contacts to extract. Defaults to 5.'),
+});
+
+export type Contact = z.infer<typeof contactSchema>;
+
diff --git a/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/scrapper.ts b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/scrapper.ts
new file mode 100644
index 0000000..5857d09
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/scrapper.ts
@@ -0,0 +1,108 @@
+'use server'
+
+import puppeteer from 'puppeteer-extra';
+import StealthPlugin from 'puppeteer-extra-plugin-stealth';
+
+puppeteer.use(StealthPlugin());
+
+async function fetchResourceContent(url: string): Promise<string | null> {
+  try {
+    const response = await fetch(url, { signal: AbortSignal.timeout(5000) });
+    if (
+      !response.ok ||
+      !response.headers.get('content-type')?.match(/text|javascript|css/)
+    ) {
+      return null;
+    }
+    return await response.text();
+  } catch (error) {
+    // Suppress fetch errors for non-essential resources
+    return null;
+  }
+}
+
+export async function scrapper(url: string) {
+  const browser = await puppeteer.launch({ headless: true, args: ['--no-sandbox'] });
+  const page = await browser.newPage();
+  try {
+    await page.goto(url, { waitUntil: 'networkidle2', timeout: 30000 });
+
+    const pageData = await page.evaluate(() => {
+      const html = document.documentElement.outerHTML;
+      const title = document.title;
+      const description =
+        (
+          document.querySelector(
+            'meta[name="description"]',
+          ) as HTMLMetaElement
+        )?.content || '';
+
+      const scriptSrcs = Array.from(
+        document.querySelectorAll<HTMLScriptElement>('script[src]'),
+      ).map((s) => s.src);
+      const styleHrefs = Array.from(
+        document.querySelectorAll<HTMLLinkElement>(
+          'link[rel="stylesheet"][href]',
+        ),
+      ).map((l) => l.href);
+
+      return { html, title, description, scriptSrcs, styleHrefs };
+    });
+
+    const jsUrls = [
+      ...new Set(
+        pageData.scriptSrcs
+          .map((src: string) => {
+            try {
+              return new URL(src, url).toString();
+            } catch {
+              return null;
+            }
+          })
+          .filter((u: string | null): u is string => u !== null),
+      ),
+    ];
+
+    const cssUrls = [
+      ...new Set(
+        pageData.styleHrefs
+          .map((href: string) => {
+            try {
+              return new URL(href, url).toString();
+            } catch {
+              return null;
+            }
+          })
+          .filter((u: string | null): u is string => u !== null),
+      ),
+    ];
+
+    const jsContentPromises = jsUrls.map(fetchResourceContent as any);
+    const cssContentPromises = cssUrls.map(fetchResourceContent as any);
+
+    const jsContent = (await Promise.all(jsContentPromises)).filter(
+      (c): c is string => c !== null,
+    ) || [];
+    const cssContent = (await Promise.all(cssContentPromises)).filter(
+      (c): c is string => c !== null,
+    ) || [];
+
+    return {
+      data: {
+        html: pageData.html,
+        url,
+        title: pageData.title,
+        description: pageData.description,
+        jsContent,
+        cssContent,
+      },
+    };
+  }
+  catch (error) {
+    console.error(`Failed to scrape ${url}:`, error);
+    return null;
+  }
+  finally {
+    await browser.close();
+  }
+}
diff --git a/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/storage.ts b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/storage.ts
new file mode 100644
index 0000000..e7e3fe8
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/helpers/storage.ts
@@ -0,0 +1,200 @@
+'use server'
+
+import { MongoClient, ObjectId } from 'mongodb';
+import { RagUpstashSdk } from '@microfox/rag-upstash';
+import type { Contact } from './schema';
+
+const MONGODB_URI = process.env.MONGODB_URI || 'mongodb://localhost:27017';
+const DB_NAME = 'contact-extractor';
+const COLLECTION_NAME = 'contacts';
+
+let client: MongoClient | null = null;
+
+async function getClient() {
+  if (!client) {
+    client = new MongoClient(MONGODB_URI);
+    await client.connect();
+  }
+  return client;
+}
+
+function ensureEmailConsistency(contact: Contact): Contact {
+  const emailsSet = new Set(contact.emails || []);
+  if (contact.primaryEmail) {
+    emailsSet.add(contact.primaryEmail);
+  }
+
+  const newEmails = Array.from(emailsSet);
+  let newPrimaryEmail = contact.primaryEmail;
+
+  if (newEmails.length > 0 && !newPrimaryEmail) {
+    newPrimaryEmail = newEmails[0];
+  }
+
+  return {
+    ...contact,
+    emails: newEmails,
+    primaryEmail: newPrimaryEmail,
+  };
+}
+
+export async function saveContacts(contacts: Contact[]) {
+  if (!process.env.MONGODB_URI) {
+    console.warn('MONGO_URI not set, skipping database save.');
+    return [];
+  }
+  if (contacts.length === 0) return [];
+
+  const client = await getClient();
+  const db = client.db(DB_NAME);
+  const collection = db.collection(COLLECTION_NAME);
+
+  try {
+    const consistentContacts = contacts.map(ensureEmailConsistency);
+
+    const operations = consistentContacts.map((contact) => {
+      const { _id, ...contactData } = contact;
+      return {
+        updateOne: {
+          filter: { _id: _id ? new ObjectId(_id) : new ObjectId() },
+          update: { $set: contactData },
+          upsert: true,
+        },
+      };
+    });
+
+    if (operations.length === 0) return [];
+
+    const result = await collection.bulkWrite(operations);
+    console.log('Contacts saved to MongoDB:', result);
+    return Object.values(result.upsertedIds);
+  } catch (error) {
+    console.error('Error saving contacts to MongoDB:', error);
+    return [];
+  }
+}
+
+export async function saveContactsToRag(contacts: Contact[]) {
+  if (
+    !process.env.UPSTASH_VECTOR_REST_URL ||
+    !process.env.UPSTASH_VECTOR_REST_TOKEN
+  ) {
+    console.warn('Upstash credentials not set, skipping RAG save.');
+    return;
+  }
+  if (contacts.length === 0) return;
+
+  try {
+    const rag = new RagUpstashSdk({
+      upstashUrl: process.env.UPSTASH_VECTOR_REST_URL,
+      upstashToken: process.env.UPSTASH_VECTOR_REST_TOKEN,
+    });
+
+    const consistentContacts = contacts.map(ensureEmailConsistency);
+
+    const ragData = consistentContacts.map((contact) => {
+      let doc = `--- ${contact.name || 'Unknown Person'}'s Information ---`;
+
+      if (contact.persona) {
+        const persona = contact.persona
+        doc += `--- Identity ---\nName: ${persona.name || 'N/A'}\nProfession: ${persona.profession || 'N/A'}\nAge: ${persona.age || 'N/A'}\nLocation: ${persona.location || 'N/A'}\nSummary: ${persona.summary || 'N/A'}\nInterests: ${persona.interests?.join(', ') || 'N/A'}\n\n`;
+      }
+
+      doc += `--- Contact ---\nName: ${contact.name || 'N/A'}\nEmails: ${contact.emails?.join(', ') || 'N/A'
+        }\nSocials: ${JSON.stringify(contact.socials) || 'N/A'}\nSource: ${contact.source
+        }`;
+
+      return {
+        id: (contact as any)._id?.toString() || new ObjectId().toString(),
+        doc,
+        metadata: contact,
+      };
+    });
+
+    await rag.feedDocsToRAG(ragData);
+
+    console.log(`${ragData.length} contacts saved to RAG.`);
+  } catch (error) {
+    console.error('Error saving contacts to RAG:', error);
+  }
+}
+
+export async function getContacts() {
+  if (!process.env.MONGODB_URI) {
+    console.warn('MONGO_URI not set, skipping database fetch.');
+    return [];
+  }
+
+  const client = await getClient();
+  const db = client.db(DB_NAME);
+  const collection = db.collection(COLLECTION_NAME);
+
+  try {
+    const contacts = await collection.find({}).toArray();
+    return contacts.map(contact => ({ ...contact, _id: contact._id.toString() }));
+  } catch (error) {
+    console.error('Error fetching contacts from MongoDB:', error);
+    return [];
+  }
+}
+
+export async function searchContacts(query: string, topK: number = 10) {
+  if (
+    !process.env.UPSTASH_VECTOR_REST_URL ||
+    !process.env.UPSTASH_VECTOR_REST_TOKEN
+  ) {
+    console.warn('Upstash credentials not set, skipping RAG search.');
+    return [];
+  }
+
+  try {
+    const rag = new RagUpstashSdk({
+      upstashUrl: process.env.UPSTASH_VECTOR_REST_URL,
+      upstashToken: process.env.UPSTASH_VECTOR_REST_TOKEN,
+    });
+
+    const results = await rag.query({
+      data: query,
+      topK: topK,
+      includeMetadata: true,
+    });
+
+    return results.map((result: any) => ({ ...result.metadata, score: result.score }));
+
+  } catch (error) {
+    console.error('Error searching contacts from RAG:', error);
+    return [];
+  }
+}
+
+export async function getContactById(contactId: string): Promise<Contact | null> {
+  const MONGODB_URI = process.env.MONGODB_URI || 'mongodb://localhost:27017';
+  const DB_NAME = 'contact-extractor';
+  const COLLECTION_NAME = 'contacts';
+
+  if (!process.env.MONGODB_URI) {
+    console.warn('MONGO_URI not set, skipping database fetch.');
+    return null;
+  }
+
+  let client: MongoClient | null = null;
+  try {
+    client = new MongoClient(MONGODB_URI);
+    await client.connect();
+    const db = client.db(DB_NAME);
+    const collection = db.collection(COLLECTION_NAME);
+    const contact = await collection.findOne({ _id: new ObjectId(contactId) });
+
+    if (contact) {
+      return { ...contact, _id: contact._id.toString() } as unknown as Contact;
+    }
+    return null;
+  } catch (error) {
+    console.error('Error fetching contact by ID:', error);
+    return null;
+  } finally {
+    if (client) {
+      await client.close();
+    }
+  }
+}
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/index.ts b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/index.ts
new file mode 100644
index 0000000..3ba3f5a
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/index.ts
@@ -0,0 +1,235 @@
+import { AiRouter } from '@microfox/ai-router';
+import { z } from 'zod';
+import dedent from 'dedent';
+import { generateObject } from 'ai';
+import { google } from '@ai-sdk/google';
+import { jsDom } from './helpers/jsDom';
+import { contactSchema } from './helpers/schema';
+import { agentInputSchema, Contact } from './helpers/schema';
+import { singleContactExtractorAgent } from './contact.agent';
+import { scrapingAgent } from './scraping.agent';
+import { parsingAgent } from './parsing.agent';
+import { deepPersonaAgent } from './deepPersona.agent';
+
+export const contactExtractorAgent = new AiRouter()
+  .agent('/scrape', scrapingAgent)
+  .agent('/parse', parsingAgent)
+  .agent('/contact', singleContactExtractorAgent)
+  .agent('/deep-persona', deepPersonaAgent)
+  .agent('/', async (ctx) => {
+    try {
+      const { urls, directive } = ctx.request.params;
+      const maxContacts = Number(ctx.request.params.maxContacts) || 5;
+      const maxDepth = 5;
+
+      ctx.state = {
+        directive,
+        initialUrls: urls,
+        visitedUrls: new Set<string>(),
+        contacts: [],
+        progress: 0,
+        usage: { inputTokens: 0, outputTokens: 0, totalTokens: 0 },
+      };
+
+      // Step 1: Scrape initial URLs to find candidate links
+      const initialScrapePromises = urls.map(async (url: string) => {
+        if (ctx.state.visitedUrls.has(url)) return null;
+        ctx.state.visitedUrls.add(url);
+
+        console.log(`Initial scrape for candidate selection: ${url}`);
+        const scrapeResult = await ctx.next.callAgent('/scrape', { url });
+        if (!scrapeResult.ok) return null;
+
+        const {
+          data: {
+            data: { html, title, description },
+          },
+        } = scrapeResult as {
+          ok: true;
+          data: {
+            data: {
+              html: string;
+              url: string;
+              title: string;
+              description: string;
+            };
+          };
+        };
+        if (typeof html !== 'string') return null;
+
+        const dom = await jsDom(html);
+        const links = Array.from(dom.window.document.querySelectorAll('a'))
+          .map((a) => {
+            try {
+              return new URL(a.href, url).toString();
+            } catch (e) {
+              return null;
+            }
+          })
+          .filter(
+            (link): link is string =>
+              link !== null &&
+              !link.startsWith('javascript:') // &&
+              // link.includes('github.com'),
+          );
+
+        return { url, pageTitle: title, pageDescription: description, links };
+      });
+
+      const initialPages = (await Promise.all(initialScrapePromises)).filter(
+        (page): page is NonNullable<typeof page> => Boolean(page),
+      );
+      if (initialPages.length === 0) {
+        return {
+          status: 'error',
+          error: 'Could not scrape any of the initial URLs.',
+        };
+      }
+
+      // Step 2: Use AI to select the best candidate URLs
+      const combinedInitialContent = initialPages
+        .map(
+          (page) => `
+        ---
+        URL: ${page.url}
+        Title: ${page.pageTitle}
+        Description: ${page.pageDescription}
+        Links: 
+        ${page.links.join('\n')}
+        ---
+      `,
+        )
+        .join('\n');
+
+      const { object: candidateAnalysis, usage } = await generateObject({
+        model: google('gemini-2.5-pro'),
+        system: dedent`
+          You are an expert web reconnaissance analyst. 
+          Your specialty is identifying the most promising paths to find contact information for specific individuals based on initial web page scans.
+          You are ruthlessly efficient and prioritize URLs that are most likely to lead to a person's direct contact details or professional profiles.
+        `,
+        schema: z.object({
+          candidateUrls: z
+            .array(z.string())
+            .max(maxContacts || 5)
+            .describe(
+              'An array of URLs that are most likely to lead to contact information for people mentioned in the directive.',
+            ),
+        }),
+        prompt: dedent`
+          # Primary Directive
+          My goal is to find contact information for people related to: "${directive}"
+          
+          # Task
+          I have scraped the initial URLs and listed their titles, descriptions, and all the links they contain.
+          Based on the Primary Directive, you must analyze this content and select up to 10 URLs that are the most promising candidates for finding the contact information I'm looking for.
+
+          # Selection Criteria
+          - **Prioritize**: "About Us", "Team", "Contact", individual portfolio sites, and direct links to social media profiles (LinkedIn, GitHub, Twitter).
+          - **De-prioritize**: Links to product pages, pricing, general blog posts, or technical documentation unless they explicitly mention a person relevant to the directive.
+          
+          # Critical Rule
+          You MUST only select max ${maxContacts || 5} URLs from the "Links" sections provided in the content below. Do not create, modify, guess, or assume any URLs. Your job is to select from the existing list, not to invent.
+
+          # Scraped Content
+          ${combinedInitialContent}
+        `,
+      });
+      ctx.state.usage.inputTokens += usage.inputTokens;
+      ctx.state.usage.outputTokens += usage.outputTokens;
+      ctx.state.usage.totalTokens += usage.totalTokens;
+
+      const candidateUrls = [...new Set(candidateAnalysis.candidateUrls || [])]; // Deduplicate
+
+      if (candidateUrls.length === 0) {
+        ctx.response.writeMessageMetadata({
+          text: 'AI could not identify any candidate URLs to explore further from the initial pages.',
+        });
+        return {
+          status: 'success',
+          pagesScraped: ctx.state.visitedUrls.size,
+          contactsFound: 0,
+          contacts: [],
+          usage: ctx.state.usage,
+        };
+      }
+
+      ctx.response.writeMessageMetadata({
+        text: `AI identified ${candidateUrls.length} candidate URLs to investigate.`,
+      });
+
+      const contactPromises = candidateUrls.map(async (url: string) =>
+        await ctx.next.callAgent('/contact', {
+          url,
+          maxDepth,
+          directive,
+          masterVisitedUrls: Array.from(ctx.state.visitedUrls),
+        }),
+      );
+
+      const results = await Promise.all(contactPromises);
+
+      for (const result of results) {
+        if (result.ok) {
+          const { contact, usage, visitedUrls } = result.data;
+
+          if (contact) {
+            // Avoid adding duplicates if the same contact is found from multiple candidates
+            const existingContact = ctx.state.contacts.find(
+              (c: Contact) => c._id === contact._id,
+            );
+            if (!existingContact) {
+              ctx.state.contacts.push(contact);
+            }
+          }
+
+          usage.inputTokens += usage.inputTokens;
+          usage.outputTokens += usage.outputTokens;
+          usage.totalTokens += usage.totalTokens;
+
+          visitedUrls.forEach((url: string) => ctx.state.visitedUrls.add(url));
+
+          if (ctx.state.contacts.length >= maxContacts) {
+            break;
+          }
+        }
+      }
+
+      console.log('--- End Contact Extractor Agent ---');
+      return {
+        status: 'success',
+        pagesScraped: ctx.state.visitedUrls.size,
+        contactsFound: ctx.state.contacts.length,
+        contacts: ctx.state.contacts,
+        usage: ctx.state.usage,
+      };
+    } catch (error: any) {
+      console.error('Error in Contact Extractor Agent:', error);
+      ctx.response.writeMessageMetadata({
+        text: `Error in Contact Extractor Agent: ${error.message}`,
+      });
+      return { status: 'error', error: 'Internal server error' };
+    }
+  })
+  .actAsTool('/', {
+    id: 'contactExtractor',
+    name: 'Contact Extractor',
+    description: 'Extracts contact information from a list of seed URLs. It can autonomously navigate up to 3 levels deep to find relevant information based on a user-provided directive.',
+    inputSchema: agentInputSchema,
+    outputSchema: z.object({
+      status: z.string(),
+      pagesScraped: z.number(),
+      contactsFound: z.number(),
+      contacts: z.array(contactSchema),
+      usage: z.object({
+        inputTokens: z.number(),
+        outputTokens: z.number(),
+        totalTokens: z.number(),
+      }),
+    }),
+    metadata: {
+      icon: 'https://raw.githubusercontent.com/microfox-ai/microfox/refs/heads/main/logos/chrome.svg',
+      title: 'Contact Extractor',
+      parent: 'contactExtractor',
+    },
+  });
diff --git a/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/parsing.agent.ts b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/parsing.agent.ts
new file mode 100644
index 0000000..dda7ab5
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/parsing.agent.ts
@@ -0,0 +1,134 @@
+import { AiRouter } from '@microfox/ai-router';
+import { jsDom } from './helpers/jsDom';
+
+interface ContactInfo {
+  value: string;
+  context: string;
+}
+
+function extractEmailsWithContext(text: string): ContactInfo[] {
+  const emailRegex = /([a-zA-Z0-9._-]+@[a-zA-Z0-9._-]+\.[a-zA-Z0-9._-]+)/gi;
+  const emails: ContactInfo[] = [];
+  let match;
+  while ((match = emailRegex.exec(text)) !== null) {
+    const startIndex = Math.max(0, match.index - 50);
+    const endIndex = Math.min(text.length, match.index + match[0].length + 50);
+    const context = text
+      .substring(startIndex, endIndex)
+      .replace(/<[^>]*>/g, '')
+      .replace(/\s+/g, ' ')
+      .trim();
+    emails.push({ value: match[0], context });
+  }
+  return emails;
+}
+
+function extractSocialsWithContext(html: string): ContactInfo[] {
+  const socialRegex =
+    /href="(https?:\/\/(?:www\.)?(?:linkedin\.com\/in\/|github\.com\/|twitter\.com\/|behance\.net\/|dribbble\.com\/)[a-zA-Z0-9\._-]+)"/gi;
+  const socials: ContactInfo[] = [];
+  let match;
+  while ((match = socialRegex.exec(html)) !== null) {
+    const startIndex = Math.max(0, match.index - 100);
+    const endIndex = Math.min(html.length, match.index + match[0].length + 100);
+    const context = html
+      .substring(startIndex, endIndex)
+      .replace(/<[^>]*>/g, '')
+      .replace(/\s+/g, ' ')
+      .trim();
+    socials.push({ value: match[1], context });
+  }
+  return socials;
+}
+
+function extractOtherLinksWithContext(html: string): ContactInfo[] {
+  const linkRegex = /href="(https?:\/\/[^"]+)"/gi;
+  const links: ContactInfo[] = [];
+  let match;
+  while ((match = linkRegex.exec(html)) !== null) {
+    if (
+      !/(linkedin\.com|github\.com|twitter\.com|behance\.net|dribbble\.com)/.test(
+        match[1],
+      ) &&
+      !/\.(jpg|jpeg|png|gif|svg|ico)$/i.test(match[1])
+    ) {
+      const startIndex = Math.max(0, match.index - 100);
+      const endIndex = Math.min(html.length, match.index + match[0].length + 100);
+      const context = html
+        .substring(startIndex, endIndex)
+        .replace(/<[^>]*>/g, '')
+        .replace(/\s+/g, ' ')
+        .trim();
+      links.push({ value: match[1], context });
+    }
+  }
+  return links;
+}
+
+async function fetchResourceContent(url: string): Promise<string | null> {
+  try {
+    const response = await fetch(url, { signal: AbortSignal.timeout(5000) });
+    if (
+      !response.ok ||
+      !response.headers.get('content-type')?.match(/text|javascript/)
+    ) {
+      return null;
+    }
+    return await response.text();
+  } catch (error) {
+    console.error(`Failed to fetch resource ${url}:`, error);
+    return null;
+  }
+}
+
+const aiRouter = new AiRouter();
+
+export const parsingAgent = aiRouter.agent('/', async (ctx) => {
+  const { html, url, jsContent, cssContent } = ctx.request.params as {
+    html: string;
+    url: string;
+    jsContent: string[];
+    cssContent: string[];
+  };
+
+  if (url.includes('github.com')) {
+    const dom = await jsDom(html);
+    const body = dom.window.document.body;
+    const entryContent = body.querySelector('.entry-content')?.innerHTML;
+    const vcardDetails = body.querySelector('.vcard-details')?.innerHTML;
+    const contentToParse = `${entryContent || ''} ${vcardDetails || ''}`;
+    if (!contentToParse) {
+      return { emails: [], socials: [], otherLinks: [] };
+    }
+    return {
+      emails: extractEmailsWithContext(contentToParse),
+      socials: extractSocialsWithContext(contentToParse),
+      otherLinks: extractOtherLinksWithContext(contentToParse),
+    };
+  }
+
+  // For non-GitHub URLs, combine all content for a full analysis
+  const fullContent = [html, ...(jsContent || []), ...(cssContent || [])].join(
+    '\n',
+  );
+
+  const emails = extractEmailsWithContext(fullContent);
+  const socials = extractSocialsWithContext(fullContent);
+  // Only parse HTML for "other" links to reduce noise from API endpoints in JS
+  const otherLinks = extractOtherLinksWithContext(html);
+
+  const uniqueByValue = (arr: ContactInfo[]) => {
+    const seen = new Set();
+    return arr.filter((item) => {
+      const duplicate = seen.has(item.value);
+      seen.add(item.value);
+      return !duplicate;
+    });
+  };
+
+  return {
+    emails: uniqueByValue(emails),
+    socials: uniqueByValue(socials),
+    otherLinks: uniqueByValue(otherLinks),
+  };
+});
diff --git a/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/scraping.agent.ts b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/scraping.agent.ts
new file mode 100644
index 0000000..c5b073d
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/agents/contactExtractorAgent/scraping.agent.ts
@@ -0,0 +1,33 @@
+import { AiRouter } from '@microfox/ai-router';
+import { z } from 'zod';
+import { scrapper } from './helpers/scrapper';
+
+const aiRouter = new AiRouter();
+
+export const scrapingAgent = aiRouter
+  .agent('/', async (ctx) => {
+    const { url } = ctx.request.params as { url: string };
+    return await scrapper(url);
+  })
+  .actAsTool('/', {
+    id: 'contactExtractorScraping',
+    name: 'Scrape URL',
+    description:
+      'Scrapes a URL and returns its HTML, metadata, and the content of its linked JS and CSS files.',
+    inputSchema: z.object({ url: z.string() }),
+    outputSchema: z.object({
+      data: z.object({
+        html: z.string(),
+        url: z.string(),
+        title: z.string(),
+        description: z.string(),
+        jsContent: z.array(z.string()),
+        cssContent: z.array(z.string()),
+      }),
+    }),
+    metadata: {
+      icon: 'https://raw.githubusercontent.com/microfox-ai/microfox/refs/heads/main/logos/web.svg',
+      title: 'Scrape URL',
+      parent: 'contactExtractor',
+    },
+  });
diff --git a/examples/contact-extractor-agent/app/ai/agents/system/index.ts b/examples/contact-extractor-agent/app/ai/agents/system/index.ts
new file mode 100644
index 0000000..ddf7d49
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/agents/system/index.ts
@@ -0,0 +1,45 @@
+import { google } from '@ai-sdk/google';
+import { AiRouter } from '@microfox/ai-router';
+import { z } from 'zod';
+import { streamText, convertToModelMessages } from 'ai';
+
+const aiRouter = new AiRouter();
+
+export const systemAgent = aiRouter
+  .agent('/current_date', async () => {
+    return { result: new Date().toLocaleDateString() };
+  })
+  .actAsTool('/current_date', {
+    id: 'systemCurrentDate',
+    name: 'Get Current Date',
+    description: 'Get the current date.',
+    inputSchema: z.object({}),
+    execute: async () => ({ result: new Date().toLocaleDateString() }),
+    metadata: {
+      hideUI: true,
+    },
+  })
+  .agent('/current_time', async (ctx) => {
+    const { format } = ctx.request.params;
+    return {
+      result: new Date().toLocaleTimeString('en-US', {
+        hour12: format === '12h',
+      }),
+    };
+  })
+  .actAsTool('/current_time', {
+    id: 'systemCurrentTime',
+    name: 'Get Current Time',
+    description: 'Get the current time in 12-hour or 24-hour format.',
+    inputSchema: z.object({
+      format: z.enum(['12h', '24h']).describe('The desired time format.'),
+    }),
+    execute: async ({ format }) => ({
+      result: new Date().toLocaleTimeString('en-US', {
+        hour12: format === '12h',
+      }),
+    }),
+    metadata: {
+      hideUI: true,
+    },
+  });
diff --git a/examples/contact-extractor-agent/app/ai/index.ts b/examples/contact-extractor-agent/app/ai/index.ts
new file mode 100644
index 0000000..66fef12
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/index.ts
@@ -0,0 +1,74 @@
+import { google } from '@ai-sdk/google';
+import { AiRouter } from '@microfox/ai-router';
+import { contactExtractorAgent } from './agents/contactExtractorAgent';
+import { contextLimiter } from './middlewares/contextLimiter';
+import { onlyTextParts } from './middlewares/onlyTextParts';
+import {
+  convertToModelMessages,
+  stepCountIs,
+  streamText,
+} from 'ai';
+import dedent from 'dedent';
+
+const aiRouter = new AiRouter();
+
+// Define the main router without loading the static registry.
+// The CLI will use this file as the entry point for building the registry.
+const aiMainRouter = aiRouter
+  .agent('/extract', contactExtractorAgent)
+  .use('/', contextLimiter(5))
+  .use('/', onlyTextParts(100))
+  .agent('/', async (props) => {
+    try {
+      props.response.writeMessageMetadata({
+        loader: 'Deciding...',
+      });
+
+      console.log('REQUEST MESSAGES', props.request.messages.length);
+      const stream = streamText({
+        model: google('gemini-2.5-pro'),
+        system: dedent`
+          You are a powerful autonomous agent with a specialization in contact extraction.
+          You have access to a tool that can scrape websites, extract contact information, and navigate to other pages to continue searching.
+          When the user provides a directive and a set of starting URLs, your job is to use the tool to autonomously find as many relevant contacts as possible.
+        `,
+        messages: convertToModelMessages(
+          props.state.onlyTextMessages || props.request.messages,
+        ),
+        tools: {
+          ...props.next.agentAsTool('/extract'),
+        },
+        toolChoice: 'auto',
+        stopWhen: [
+          stepCountIs(10),
+          ({ steps }) =>
+            steps.some((step) =>
+              step.toolResults.some(
+                (tool) => tool.toolName === 'extract',
+              ),
+            ),
+        ],
+        onError: (error) => {
+          console.error('ORCHESTRATION ERROR', error);
+        },
+        onFinish: (result) => {
+          console.log('ORCHESTRATION USAGE', result.totalUsage);
+        },
+      });
+
+      props.response.merge(
+        stream.toUIMessageStream({
+          sendFinish: false,
+          sendStart: false,
+        }),
+      );
+    } catch (error: any) {
+      console.error('Error in main AI router:', error);
+      props.response.write({
+        type: 'data-error',
+        data: `An unexpected error occurred in the main router: ${error.message}`,
+      });
+    }
+  });
+
+export default aiMainRouter;
diff --git a/examples/contact-extractor-agent/app/ai/middlewares/contextLimiter.ts b/examples/contact-extractor-agent/app/ai/middlewares/contextLimiter.ts
new file mode 100644
index 0000000..1181774
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/middlewares/contextLimiter.ts
@@ -0,0 +1,22 @@
+import { AiMiddleware } from '@microfox/ai-router';
+
+/**
+ * Middleware to limit the number of messages in the context
+ * @param count - From the last message, number of messages to keep
+ * @returns
+ */
+export const contextLimiter = (count: number) => {
+  const middleware: AiMiddleware<any, any, any, any, any> = async (
+    props,
+    next,
+  ) => {
+    const { messages } = props.request;
+    if (messages.length < count) {
+      return next();
+    } else {
+      props.request.messages = [...messages.slice(-count)];
+      return next();
+    }
+  };
+  return middleware;
+};
diff --git a/examples/contact-extractor-agent/app/ai/middlewares/onlyTextParts.ts b/examples/contact-extractor-agent/app/ai/middlewares/onlyTextParts.ts
new file mode 100644
index 0000000..80a840f
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/middlewares/onlyTextParts.ts
@@ -0,0 +1,70 @@
+import { AiMiddleware, getTextParts } from '@microfox/ai-router';
+import { UIMessage } from 'ai';
+
+/**
+ * Middleware to only keep the text parts of the messages and limit the total combined length
+ * of all assistant message text parts to the specified maximum
+ * @param maxTotalTextLength - The maximum total length of all assistant message text parts combined
+ * @returns
+ */
+export const onlyTextParts = (maxTotalTextLength: number) => {
+  const middleware: AiMiddleware = async (props, next) => {
+    const messages = props.request.messages;
+
+    // First, collect all assistant message text parts and calculate total length
+    const assistantTextParts: string[] = [];
+    let totalAssistantTextLength = 0;
+
+    messages.forEach((message) => {
+      if (message.role === 'assistant') {
+        message.parts
+          .filter((part) => part.type === 'text')
+          .forEach((part) => {
+            assistantTextParts.push(part.text);
+            totalAssistantTextLength += part.text.length;
+          });
+      }
+    });
+
+    // Calculate how much to truncate if we exceed the limit
+    const truncationNeeded = totalAssistantTextLength > maxTotalTextLength;
+    const truncationRatio = truncationNeeded
+      ? maxTotalTextLength / totalAssistantTextLength
+      : 1;
+
+    const onlyTextMessages: UIMessage<any, any, any>[] = messages.map(
+      (message) => {
+        if (message.role === 'user') {
+          // Keep all text parts for user messages
+          return {
+            ...message,
+            parts: message.parts.filter((part) => part.type === 'text'),
+          };
+        } else if (message.role === 'assistant') {
+          // For assistant messages, truncate text parts proportionally if needed
+          return {
+            ...message,
+            parts: message.parts
+              .filter((part) => part.type === 'text')
+              .map((part) => ({
+                ...part,
+                text: truncationNeeded
+                  ? part.text.slice(
+                      0,
+                      Math.floor(part.text.length * truncationRatio),
+                    )
+                  : part.text,
+              })),
+          };
+        } else {
+          // For other message types, keep as is
+          return message;
+        }
+      },
+    );
+
+    props.state.onlyTextMessages = onlyTextMessages;
+    return next();
+  };
+  return middleware;
+};
diff --git a/examples/contact-extractor-agent/app/ai/registry.ts b/examples/contact-extractor-agent/app/ai/registry.ts
new file mode 100644
index 0000000..1d4b40f
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/registry.ts
@@ -0,0 +1,6810 @@
+// This file is auto-generated by the ai-router build command. Do not edit.
+export const aiRouterRegistry = {
+  "map": {
+    "/extract/scrape": {
+      "middlewares": [],
+      "agents": [
+        {
+          "handler": "anonymous",
+          "actAsTool": {
+            "id": "contactExtractorScraping",
+            "name": "Scrape URL",
+            "description": "Scrapes a URL and returns its HTML, metadata, and the content of its linked JS and CSS files.",
+            "inputSchema": {
+              "~standard": {
+                "vendor": "zod",
+                "version": 1
+              },
+              "def": {
+                "type": "object",
+                "shape": {
+                  "url": {
+                    "~standard": {
+                      "vendor": "zod",
+                      "version": 1
+                    },
+                    "def": {
+                      "type": "string"
+                    },
+                    "type": "string",
+                    "format": null,
+                    "minLength": null,
+                    "maxLength": null
+                  }
+                }
+              },
+              "type": "object"
+            },
+            "outputSchema": {
+              "~standard": {
+                "vendor": "zod",
+                "version": 1
+              },
+              "def": {
+                "type": "object",
+                "shape": {
+                  "data": {
+                    "~standard": {
+                      "vendor": "zod",
+                      "version": 1
+                    },
+                    "def": {
+                      "type": "object",
+                      "shape": {
+                        "html": {
+                          "~standard": {
+                            "vendor": "zod",
+                            "version": 1
+                          },
+                          "def": {
+                            "type": "string"
+                          },
+                          "type": "string",
+                          "format": null,
+                          "minLength": null,
+                          "maxLength": null
+                        },
+                        "url": {
+                          "~standard": {
+                            "vendor": "zod",
+                            "version": 1
+                          },
+                          "def": {
+                            "type": "string"
+                          },
+                          "type": "string",
+                          "format": null,
+                          "minLength": null,
+                          "maxLength": null
+                        },
+                        "title": {
+                          "~standard": {
+                            "vendor": "zod",
+                            "version": 1
+                          },
+                          "def": {
+                            "type": "string"
+                          },
+                          "type": "string",
+                          "format": null,
+                          "minLength": null,
+                          "maxLength": null
+                        },
+                        "description": {
+                          "~standard": {
+                            "vendor": "zod",
+                            "version": 1
+                          },
+                          "def": {
+                            "type": "string"
+                          },
+                          "type": "string",
+                          "format": null,
+                          "minLength": null,
+                          "maxLength": null
+                        },
+                        "jsContent": {
+                          "~standard": {
+                            "vendor": "zod",
+                            "version": 1
+                          },
+                          "def": {
+                            "type": "array",
+                            "element": {
+                              "~standard": {
+                                "vendor": "zod",
+                                "version": 1
+                              },
+                              "def": {
+                                "type": "string"
+                              },
+                              "type": "string",
+                              "format": null,
+                              "minLength": null,
+                              "maxLength": null
+                            }
+                          },
+                          "type": "array",
+                          "element": {
+                            "~standard": {
+                              "vendor": "zod",
+                              "version": 1
+                            },
+                            "def": {
+                              "type": "string"
+                            },
+                            "type": "string",
+                            "format": null,
+                            "minLength": null,
+                            "maxLength": null
+                          }
+                        },
+                        "cssContent": {
+                          "~standard": {
+                            "vendor": "zod",
+                            "version": 1
+                          },
+                          "def": {
+                            "type": "array",
+                            "element": {
+                              "~standard": {
+                                "vendor": "zod",
+                                "version": 1
+                              },
+                              "def": {
+                                "type": "string"
+                              },
+                              "type": "string",
+                              "format": null,
+                              "minLength": null,
+                              "maxLength": null
+                            }
+                          },
+                          "type": "array",
+                          "element": {
+                            "~standard": {
+                              "vendor": "zod",
+                              "version": 1
+                            },
+                            "def": {
+                              "type": "string"
+                            },
+                            "type": "string",
+                            "format": null,
+                            "minLength": null,
+                            "maxLength": null
+                          }
+                        }
+                      }
+                    },
+                    "type": "object"
+                  }
+                }
+              },
+              "type": "object"
+            },
+            "metadata": {
+              "icon": "https://raw.githubusercontent.com/microfox-ai/microfox/refs/heads/main/logos/web.svg",
+              "title": "Scrape URL",
+              "parent": "contactExtractor"
+            }
+          }
+        }
+      ]
+    },
+    "/extract/parse": {
+      "middlewares": [],
+      "agents": [
+        {
+          "handler": "anonymous"
+        }
+      ]
+    },
+    "/extract/contact": {
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+      "agents": [
+        {
+          "handler": "anonymous",
+          "actAsTool": {
+            "id": "singleContactExtractor",
+            "name": "Single Contact Extractor",
+            "description": "Analyzes a single URL to extract a detailed, structured contact information of the person or entity featured on the page.",
+            "inputSchema": {
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+                "version": 1
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+                            "version": 1
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+                            "format": "url",
+                            "check": "string_format",
+                            "abort": false
+                          },
+                          "type": "string",
+                          "format": "url",
+                          "minLength": null,
+                          "maxLength": null
+                        }
+                      ]
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+                    "minLength": null,
+                    "maxLength": null
+                  },
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+                                "abort": false
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+                              "type": "string",
+                              "format": "url",
+                              "minLength": null,
+                              "maxLength": null
+                            }
+                          ]
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+                            "maxLength": null
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+                    }
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+                                  "minLength": null,
+                                  "maxLength": null
+                                }
+                              },
+                              "type": "optional"
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+                            "primaryEmail": {
+                              "~standard": {
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+                                "version": 1
+                              },
+                              "def": {
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+                                  "minLength": null,
+                                  "maxLength": null
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+                              "def": {
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+                                    "minLength": null,
+                                    "maxLength": null
+                                  }
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+                              "type": "optional"
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+                            "socials": {
+                              "~standard": {
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+                                "version": 1
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+                                    "version": 1
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+                                  "def": {
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+                                    "shape": {
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+                                        "~standard": {
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+                                          "version": 1
+                                        },
+                                        "def": {
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+                                          "innerType": {
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+                                            "maxLength": null
+                                          }
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+                                      "github": {
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+                                            "maxLength": null
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+                                      "twitter": {
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+                                            "maxLength": null
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+                            "maxLength": null
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+                        ]
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+                    }
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+            }
+          }
+        }
+      ]
+    },
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+                          "minLength": null,
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+                              },
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+                              "type": "optional"
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+                        },
+                        "type": "object"
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+                              "type": "optional"
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+                              "type": "optional"
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+                                "vendor": "zod",
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+                              "type": "optional"
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+            "inputSchema": {
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+                                  "type": "optional"
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+                                  "version": 1
+                                },
+                                "def": {
+                                  "type": "optional",
+                                  "innerType": {
+                                    "~standard": {
+                                      "vendor": "zod",
+                                      "version": 1
+                                    },
+                                    "def": {
+                                      "type": "string"
+                                    },
+                                    "type": "string",
+                                    "format": null,
+                                    "minLength": null,
+                                    "maxLength": null
+                                  }
+                                },
+                                "type": "optional"
+                              },
+                              "age": {
+                                "~standard": {
+                                  "vendor": "zod",
+                                  "version": 1
+                                },
+                                "def": {
+                                  "type": "optional",
+                                  "innerType": {
+                                    "~standard": {
+                                      "vendor": "zod",
+                                      "version": 1
+                                    },
+                                    "def": {
+                                      "type": "string"
+                                    },
+                                    "type": "string",
+                                    "format": null,
+                                    "minLength": null,
+                                    "maxLength": null
+                                  }
+                                },
+                                "type": "optional"
+                              },
+                              "summary": {
+                                "~standard": {
+                                  "vendor": "zod",
+                                  "version": 1
+                                },
+                                "def": {
+                                  "type": "optional",
+                                  "innerType": {
+                                    "~standard": {
+                                      "vendor": "zod",
+                                      "version": 1
+                                    },
+                                    "def": {
+                                      "type": "string"
+                                    },
+                                    "type": "string",
+                                    "format": null,
+                                    "minLength": null,
+                                    "maxLength": null
+                                  }
+                                },
+                                "type": "optional"
+                              },
+                              "interests": {
+                                "~standard": {
+                                  "vendor": "zod",
+                                  "version": 1
+                                },
+                                "def": {
+                                  "type": "optional",
+                                  "innerType": {
+                                    "~standard": {
+                                      "vendor": "zod",
+                                      "version": 1
+                                    },
+                                    "def": {
+                                      "type": "array",
+                                      "element": {
+                                        "~standard": {
+                                          "vendor": "zod",
+                                          "version": 1
+                                        },
+                                        "def": {
+                                          "type": "string"
+                                        },
+                                        "type": "string",
+                                        "format": null,
+                                        "minLength": null,
+                                        "maxLength": null
+                                      }
+                                    },
+                                    "type": "array",
+                                    "element": {
+                                      "~standard": {
+                                        "vendor": "zod",
+                                        "version": 1
+                                      },
+                                      "def": {
+                                        "type": "string"
+                                      },
+                                      "type": "string",
+                                      "format": null,
+                                      "minLength": null,
+                                      "maxLength": null
+                                    }
+                                  }
+                                },
+                                "type": "optional"
+                              },
+                              "location": {
+                                "~standard": {
+                                  "vendor": "zod",
+                                  "version": 1
+                                },
+                                "def": {
+                                  "type": "optional",
+                                  "innerType": {
+                                    "~standard": {
+                                      "vendor": "zod",
+                                      "version": 1
+                                    },
+                                    "def": {
+                                      "type": "string"
+                                    },
+                                    "type": "string",
+                                    "format": null,
+                                    "minLength": null,
+                                    "maxLength": null
+                                  }
+                                },
+                                "type": "optional"
+                              }
+                            }
+                          },
+                          "type": "object"
+                        }
+                      },
+                      "type": "optional"
+                    }
+                  }
+                },
+                "type": "object"
+              }
+            },
+            "usage": {
+              "~standard": {
+                "vendor": "zod",
+                "version": 1
+              },
+              "def": {
+                "type": "object",
+                "shape": {
+                  "inputTokens": {
+                    "~standard": {
+                      "vendor": "zod",
+                      "version": 1
+                    },
+                    "def": {
+                      "type": "number",
+                      "checks": []
+                    },
+                    "type": "number",
+                    "minValue": null,
+                    "maxValue": null,
+                    "isInt": false,
+                    "isFinite": true,
+                    "format": null
+                  },
+                  "outputTokens": {
+                    "~standard": {
+                      "vendor": "zod",
+                      "version": 1
+                    },
+                    "def": {
+                      "type": "number",
+                      "checks": []
+                    },
+                    "type": "number",
+                    "minValue": null,
+                    "maxValue": null,
+                    "isInt": false,
+                    "isFinite": true,
+                    "format": null
+                  },
+                  "totalTokens": {
+                    "~standard": {
+                      "vendor": "zod",
+                      "version": 1
+                    },
+                    "def": {
+                      "type": "number",
+                      "checks": []
+                    },
+                    "type": "number",
+                    "minValue": null,
+                    "maxValue": null,
+                    "isInt": false,
+                    "isFinite": true,
+                    "format": null
+                  }
+                }
+              },
+              "type": "object"
+            }
+          }
+        },
+        "type": "object"
+      },
+      "metadata": {
+        "icon": "https://raw.githubusercontent.com/microfox-ai/microfox/refs/heads/main/logos/chrome.svg",
+        "title": "Contact Extractor",
+        "parent": "contactExtractor",
+        "absolutePath": "/extract",
+        "toolKey": "contactExtractor",
+        "name": "Contact Extractor",
+        "description": "Extracts contact information from a list of seed URLs. It can autonomously navigate up to 3 levels deep to find relevant information based on a user-provided directive."
+      }
+    }
+  }
+};
diff --git a/examples/contact-extractor-agent/app/ai/types.d.ts b/examples/contact-extractor-agent/app/ai/types.d.ts
new file mode 100644
index 0000000..b32dc03
--- /dev/null
+++ b/examples/contact-extractor-agent/app/ai/types.d.ts
@@ -0,0 +1,2 @@
+// This file is auto-generated by the ai-router build command. Do not edit.
+export type AiRouterTools = InferUITools<any>;
diff --git a/examples/contact-extractor-agent/app/api/contacts/analyze-persona/route.ts b/examples/contact-extractor-agent/app/api/contacts/analyze-persona/route.ts
new file mode 100644
index 0000000..53b115d
--- /dev/null
+++ b/examples/contact-extractor-agent/app/api/contacts/analyze-persona/route.ts
@@ -0,0 +1,21 @@
+
+import { NextResponse } from 'next/server';
+
+export async function POST(request: Request) {
+  try {
+    const { contactId, urls } = await request.json();
+
+    if (!contactId || !urls || !Array.isArray(urls)) {
+      return NextResponse.json({ message: 'Missing contactId or urls' }, { status: 400 });
+    }
+
+    const response = await fetch(`/api/studio/chat/agent/extract/deep-persona?contactId=${contactId}&urls=${urls}`);
+    const result = await response.json();
+
+    return NextResponse.json(result);
+
+  } catch (error: any) {
+    console.error('Error in analyze-persona API:', error);
+    return NextResponse.json({ message: 'Internal Server Error', error: error.message }, { status: 500 });
+  }
+}
diff --git a/examples/contact-extractor-agent/app/api/contacts/route.ts b/examples/contact-extractor-agent/app/api/contacts/route.ts
new file mode 100644
index 0000000..e1de71f
--- /dev/null
+++ b/examples/contact-extractor-agent/app/api/contacts/route.ts
@@ -0,0 +1,22 @@
+
+import { NextResponse } from 'next/server';
+import { getContacts, searchContacts } from '@/app/ai/agents/contactExtractorAgent/helpers/storage';
+
+export async function GET(request: Request) {
+  const { searchParams } = new URL(request.url);
+  const query = searchParams.get('q');
+  const topK = searchParams.get('topK');
+
+  try {
+    if (query) {
+      const contacts = await searchContacts(query, topK ? parseInt(topK, 10) : 10);
+      return NextResponse.json(contacts);
+    } else {
+      const contacts = await getContacts();
+      return NextResponse.json(contacts);
+    }
+  } catch (error) {
+    console.error('Error in contacts API:', error);
+    return NextResponse.json({ message: 'Internal Server Error' }, { status: 500 });
+  }
+}
diff --git a/examples/contact-extractor-agent/app/api/studio/chat/agent/[...slug]/route.ts b/examples/contact-extractor-agent/app/api/studio/chat/agent/[...slug]/route.ts
new file mode 100644
index 0000000..7f01c11
--- /dev/null
+++ b/examples/contact-extractor-agent/app/api/studio/chat/agent/[...slug]/route.ts
@@ -0,0 +1,58 @@
+import aiMainRouter from '@/app/ai';
+import { UIMessage } from 'ai';
+import { NextRequest } from 'next/server';
+
+export async function GET(req: NextRequest) {
+  //const body = req.body;
+  const agentFullPath = req.nextUrl.href.split('/api/studio/chat/agent')[1];
+  const agentPath = agentFullPath.includes('?')
+    ? agentFullPath.split('?')[0]
+    : agentFullPath;
+
+  const searchParams = req.nextUrl.searchParams;
+  const params: any = {};
+  searchParams.entries().forEach(([key, value]) => {
+    params[key] = value;
+  });
+
+  //const revalidatePath = lastMessage?.metadata?.revalidatePath;
+
+  const response = await aiMainRouter.toAwaitResponse(agentPath, {
+    request: {
+      messages: [],
+      params,
+      //loadedRevalidatePath: agentPath,
+    },
+  });
+
+  return response;
+}
+
+export async function POST(req: NextRequest) {
+  const body = await req.json();
+
+  const agentFullPath = req.nextUrl.href.split('/api/studio/chat/agent')[1];
+  const agentPath = agentFullPath.includes('?')
+    ? agentFullPath.split('?')[0]
+    : agentFullPath;
+
+  const searchParams = req.nextUrl.searchParams;
+  const params: any = {};
+  searchParams.entries().forEach(([key, value]) => {
+    params[key] = value;
+  });
+
+  const { messages, ...restOfBody } = body;
+  const lastMessage = body.messages?.[body.messages.length - 1] as UIMessage<{
+    revalidatePath?: string;
+  }>;
+  //const revalidatePath = lastMessage?.metadata?.revalidatePath;
+
+  return await aiMainRouter.toAwaitResponse(agentPath, {
+    request: {
+      ...body,
+      params,
+      //loadedRevalidatePath: agentPath,
+    },
+  });
+}
diff --git a/examples/contact-extractor-agent/app/api/studio/chat/message/route.ts b/examples/contact-extractor-agent/app/api/studio/chat/message/route.ts
new file mode 100644
index 0000000..4910dcd
--- /dev/null
+++ b/examples/contact-extractor-agent/app/api/studio/chat/message/route.ts
@@ -0,0 +1,176 @@
+import {
+  messageStore,
+  sessionStore,
+} from '@/app/api/studio/chat/sessions/chatSessionUpstash';
+import {
+  ChatSessionData,
+  sesionLocalStore,
+} from '@/app/api/studio/chat/sessions/chatSessionLocal';
+import { NextRequest, NextResponse } from 'next/server';
+import { StudioConfig } from '@/microfox.config';
+
+// Create Chat message
+export async function POST(req: NextRequest) {
+  try {
+    const body = await req.json();
+    //console.log("body", body);
+    if (!body.id) {
+      return NextResponse.json(
+        { error: 'Message id is required' },
+        { status: 400 },
+      );
+    }
+    if (StudioConfig.studioSettings.database.type === 'upstash-redis') {
+      const message = await messageStore.set(body.id, {
+        ...body,
+        createdAt: new Date().toISOString(),
+        updatedAt: new Date().toISOString(),
+      });
+      return NextResponse.json(message, { status: 200 });
+    } else {
+      const store = await sesionLocalStore(body.sessionId);
+      const message = {
+        ...body,
+        createdAt: new Date().toISOString(),
+        updatedAt: new Date().toISOString(),
+      };
+      const sessionData = await store?.get<ChatSessionData>('sessionData');
+      if (sessionData) {
+        await store?.set('sessionData', {
+          ...sessionData,
+          messages: [...(sessionData?.messages ?? []), message],
+        });
+      } else {
+        await store?.set('sessionData', {
+          messages: [message],
+        });
+      }
+      return NextResponse.json(message, { status: 200 });
+    }
+  } catch (error) {
+    console.error('Error creating Chat message:', error);
+    return NextResponse.json(
+      { error: 'Error creating Chat message' },
+      { status: 500 },
+    );
+  }
+}
+
+export async function PUT(req: NextRequest) {
+  const body = await req.json();
+  if (StudioConfig.studioSettings.database.type === 'upstash-redis') {
+    const message = await messageStore.update(body.id, body);
+    if (!message) {
+      return NextResponse.json({ error: 'Message not found' }, { status: 404 });
+    }
+  } else {
+    const store = await sesionLocalStore(body.sessionId);
+    const sessionData = await store?.get<ChatSessionData>('sessionData');
+    const message = sessionData?.messages.find(
+      (message) => message.id === body.id,
+    );
+    if (!message) {
+      return NextResponse.json({ error: 'Message not found' }, { status: 404 });
+    }
+    await store?.set('sessionData', {
+      ...sessionData,
+      messages: sessionData?.messages.map((message) =>
+        message.id === body.id ? body : message,
+      ),
+    });
+  }
+  return NextResponse.json(body, { status: 200 });
+}
+
+export async function GET(req: NextRequest) {
+  const { searchParams } = new URL(req.url);
+  const id = searchParams.get('id');
+  const sessionId = searchParams.get('sessionId');
+
+  if (!id && !sessionId) {
+    return NextResponse.json(
+      { error: 'Id or sessionId is required' },
+      { status: 400 },
+    );
+  }
+  if (id) {
+    if (StudioConfig.studioSettings.database.type === 'upstash-redis') {
+      const messages = await messageStore.get(id);
+      return NextResponse.json(messages);
+    } else {
+      const store = await sesionLocalStore(id.split('-')[0]);
+      const sessionData = await store?.get<ChatSessionData>('sessionData');
+      const message = sessionData?.messages.find(
+        (message) => message.id === id,
+      );
+      return NextResponse.json(message);
+    }
+  } else if (sessionId) {
+    if (StudioConfig.studioSettings.database.type === 'upstash-redis') {
+      console.log('sessionId', sessionId);
+      const messages = await messageStore.query(`${sessionId}-*`, {
+        count: 1000,
+        offset: 0,
+      });
+      return NextResponse.json(
+        messages.sort(
+          (a, b) =>
+            new Date(a.createdAt).getTime() - new Date(b.createdAt).getTime(),
+        ),
+      );
+    } else {
+      const store = await sesionLocalStore(sessionId);
+      const sessionData = await store?.get<ChatSessionData>('sessionData');
+      return NextResponse.json(
+        sessionData?.messages.sort(
+          (a, b) =>
+            new Date(a.createdAt).getTime() - new Date(b.createdAt).getTime(),
+        ),
+      );
+    }
+  }
+
+  return NextResponse.json([]);
+}
+
+export async function DELETE(req: NextRequest) {
+  const { searchParams } = new URL(req.url);
+  const ids = searchParams.get('ids');
+  let sessionId = searchParams.get('sessionId');
+  const idsArray = ids?.split(',');
+  //console.log("idsArray", idsArray, sessionId);
+  if (!idsArray || !sessionId) {
+    return NextResponse.json({ error: 'Invalid request' }, { status: 400 });
+  }
+  if (StudioConfig.studioSettings.database.type === 'upstash-redis') {
+    const deletes = idsArray.map((id) => messageStore.del(id));
+    const message = await Promise.all(deletes);
+    return NextResponse.json(
+      {
+        success: message.length > 0 ? true : false,
+        count: message.length,
+      },
+      { status: 200 },
+    );
+  } else {
+    if (!sessionId) {
+      sessionId = idsArray[0].split('-')[0];
+    }
+    const store = await sesionLocalStore(sessionId);
+    const sessionData = await store?.get<ChatSessionData>('sessionData');
+    const messages = sessionData?.messages.filter(
+      (message) => !idsArray.includes(message.id),
+    );
+    await store?.set('sessionData', {
+      ...sessionData,
+      messages: messages,
+    });
+    return NextResponse.json(
+      {
+        success: idsArray && idsArray?.length > 0 ? true : false,
+        count: idsArray?.length,
+      },
+      { status: 200 },
+    );
+  }
+}
diff --git a/examples/contact-extractor-agent/app/api/studio/chat/route.ts b/examples/contact-extractor-agent/app/api/studio/chat/route.ts
new file mode 100644
index 0000000..4d7246e
--- /dev/null
+++ b/examples/contact-extractor-agent/app/api/studio/chat/route.ts
@@ -0,0 +1,41 @@
+import aiMainRouter from '@/app/ai';
+import { chatRestoreLocal } from '@/app/api/studio/chat/sessions/chatSessionLocal';
+import { chatRestoreUpstash } from '@/app/api/studio/chat/sessions/chatSessionUpstash';
+import { StudioConfig } from '@/microfox.config';
+import { UIMessage } from 'ai';
+import { NextRequest, NextResponse } from 'next/server';
+
+export const maxDuration = 300_1000;
+
+export async function POST(req: NextRequest) {
+  try {
+    const body = await req.json();
+    const { messages, ...restOfBody } = body;
+    console.log("messages", messages)
+    const lastMessage = body.messages?.[body.messages.length - 1] as UIMessage<{
+      revalidatePath?: string;
+    }>;
+    const revalidatePath = lastMessage?.metadata?.revalidatePath;
+
+    return aiMainRouter
+      .use(
+        '/',
+        StudioConfig.studioSettings.database.type === 'upstash-redis'
+          ? chatRestoreUpstash
+          : chatRestoreLocal,
+      )
+      .handle(revalidatePath ? revalidatePath : '/', {
+        request: {
+          ...body,
+          messages: messages,
+          loadedRevalidatePath: revalidatePath,
+        },
+      });
+  } catch (error) {
+    console.log('Error creating Chat message:', error);
+    return NextResponse.json(
+      { error: 'Error creating Chat' },
+      { status: 500 },
+    );
+  }
+}
diff --git a/examples/contact-extractor-agent/app/api/studio/chat/sessions/chatSessionLocal.ts b/examples/contact-extractor-agent/app/api/studio/chat/sessions/chatSessionLocal.ts
new file mode 100644
index 0000000..82e510b
--- /dev/null
+++ b/examples/contact-extractor-agent/app/api/studio/chat/sessions/chatSessionLocal.ts
@@ -0,0 +1,244 @@
+import { AiMiddleware, getTextParts } from '@microfox/ai-router';
+import { FileSystemStore } from '@microfox/ai-router/fs_store';
+import { generateId, generateText, UIMessage } from 'ai';
+import { google } from '@ai-sdk/google';
+
+export type ChatSession = {
+  id: string;
+  title: string;
+  createdAt: string;
+  metadata?: any;
+  autoSubmit?: string;
+};
+
+export type ChatMessage = {
+  id: string;
+  sessionId: string;
+  role: 'system' | 'user' | 'assistant';
+  content: string;
+  metadata?: any;
+  parts: any[];
+  createdAt: string;
+  updatedAt: string;
+};
+
+export type ChatSessionData = {
+  session: ChatSession;
+  messages: ChatMessage[];
+};
+
+// Create .chat directory if it doesn't exist
+const ensureChatDirectory = async () => {
+  try {
+    if (typeof window !== 'undefined') {
+      return null;
+    }
+
+    // Use eval to avoid bundler module resolution
+    const fs = eval('require("fs/promises")');
+    const path = eval('require("path")');
+    const chatDir = path.join(process.cwd(), '.chat');
+    try {
+      await fs.access(chatDir);
+    } catch {
+      await fs.mkdir(chatDir, { recursive: true });
+    }
+    return chatDir;
+  } catch (error) {
+    console.error('Error ensuring chat directory', error);
+    return null;
+  }
+};
+
+const getSessionFilePath = async (sessionId: string) => {
+  try {
+    if (typeof window !== 'undefined') {
+      return null;
+    }
+
+    // Use eval to avoid bundler module resolution
+    const path = eval('require("path")');
+    const chatDir = await ensureChatDirectory();
+    if (!chatDir) {
+      return null;
+    }
+    return path.join(chatDir, `${sessionId}.json`);
+  } catch (error) {
+    console.error('Error getting session file path', error);
+    return null;
+  }
+};
+
+export const sesionLocalStore = async (sessionId: string) => {
+  try {
+    if (typeof window !== 'undefined') {
+      return null;
+    }
+
+    // Use eval to avoid bundler module resolution
+    const fs = eval('require("fs/promises")');
+    const path = eval('require("path")');
+    const chatDir = await ensureChatDirectory();
+    if (!chatDir) {
+      return null;
+    }
+    const sessionFilePath = path.join(chatDir, `${sessionId}.json`);
+
+    try {
+      await fs.access(sessionFilePath);
+      return new FileSystemStore(sessionFilePath);
+    } catch {
+      // File doesn't exist, create it
+      await fs.writeFile(
+        sessionFilePath,
+        JSON.stringify({
+          sessionData: {
+            session: {
+              id: sessionId,
+              title: 'New Chat',
+              createdAt: new Date().toISOString(),
+              metadata: {},
+              autoSubmit: null,
+            },
+            messages: [],
+          },
+        }),
+        'utf-8',
+      );
+      return new FileSystemStore(sessionFilePath);
+    }
+  } catch (error) {
+    console.error('Error ensuring chat directory', error);
+    return null;
+  }
+};
+
+export const sessionLocalListOut = async () => {
+  try {
+    if (typeof window !== 'undefined') {
+      return null;
+    }
+
+    // Use eval to avoid bundler module resolution
+    const fs = eval('require("fs/promises")');
+    const chatDir = await ensureChatDirectory();
+    if (!chatDir) {
+      return null;
+    }
+    const sessions = await fs.readdir(chatDir);
+    return sessions.map((session: string) => session.replace('.json', ''));
+  } catch (error) {
+    console.error('Error ensuring chat directory', error);
+    return null;
+  }
+};
+
+/**
+ * Middleware to restore chat session from local file storage
+ * @param props - The context object
+ * @param next - The next middleware or router
+ * @returns
+ */
+export const chatRestoreLocal: AiMiddleware<{
+  sessionId: string;
+  loader?: string;
+}> = async (props, next) => {
+  try {
+    const { sessionId, messages } = props.request;
+
+    if (!sessionId || sessionId === 'undefined') {
+      return next();
+    }
+
+    // update UI on frontend for smoother experience
+    props.response.writeMessageMetadata({
+      loader: 'Initializing...',
+    });
+
+    const newMessage = messages[messages.length - 1];
+    const chatDir = await ensureChatDirectory();
+    const sessionFilePath = await getSessionFilePath(sessionId);
+
+    if (!sessionFilePath) {
+      console.error('Failed to get session file path');
+      return next();
+    }
+
+    // Create FileSystemStore instance for this session
+    const sessionStore = new FileSystemStore(sessionFilePath);
+    // Try to load existing session data
+    const existingData = await sessionStore.get<ChatSessionData>('sessionData');
+    //<ChatSessionData>("sessionData");
+    if (
+      existingData &&
+      existingData.messages &&
+      existingData.messages.length > 0
+    ) {
+      const oldMessages = existingData.messages.sort(
+        (a, b) =>
+          new Date(a.createdAt).getTime() - new Date(b.createdAt).getTime(),
+      );
+
+      // Check if the new message already exists in the store
+      const isNewMessageInStore = oldMessages.find(
+        (message) => message.id === newMessage.id,
+      );
+
+      if (isNewMessageInStore) {
+        props.request.messages = oldMessages.map((message) =>
+          message.id === newMessage.id ? newMessage : message,
+        );
+      } else {
+        const updatedMessages = oldMessages.concat([
+          {
+            ...newMessage,
+            sessionId: sessionId,
+            content: getTextParts(newMessage).join('\n'),
+            createdAt: new Date().toISOString(),
+            updatedAt: new Date().toISOString(),
+          },
+        ]);
+
+        props.request.messages = updatedMessages;
+      }
+    } else {
+      // Create new chat session
+      props.request.messages = [newMessage];
+
+      const title = await generateText({
+        model: google('gemini-2.5-flash'),
+        prompt: `Generate a title for the chat session based on the messages: ${getTextParts(newMessage).join('\n')}`,
+        system: `You are a helpful assistant that generates a title for a chat session based on the messages.`,
+      });
+
+      const newSession: ChatSession = {
+        id: sessionId,
+        title: title.text,
+        createdAt: new Date().toISOString(),
+      };
+
+      const newMessageData: ChatMessage = {
+        ...newMessage,
+        sessionId: sessionId,
+        content: getTextParts(newMessage).join('\n'),
+        createdAt: new Date().toISOString(),
+        updatedAt: new Date().toISOString(),
+      };
+
+      // Save new session and message to file
+      await sessionStore.set('sessionData', {
+        session: newSession,
+        messages: [newMessageData],
+      });
+
+      props.request.sessionId = sessionId;
+    }
+
+    // continue to next middleware or router
+    return next();
+  } catch (error) {
+    props.logger.error('Error restoring chat session', error);
+    // stops the router from continuing to next middleware or router
+    return;
+  }
+};
diff --git a/examples/contact-extractor-agent/app/api/studio/chat/sessions/chatSessionUpstash.ts b/examples/contact-extractor-agent/app/api/studio/chat/sessions/chatSessionUpstash.ts
new file mode 100644
index 0000000..5bb41cd
--- /dev/null
+++ b/examples/contact-extractor-agent/app/api/studio/chat/sessions/chatSessionUpstash.ts
@@ -0,0 +1,124 @@
+import { AiMiddleware, getTextParts } from '@microfox/ai-router';
+import { CrudHash, CrudStore } from '@microfox/db-upstash';
+import { generateId, generateText, UIMessage } from 'ai';
+import { Redis } from '@upstash/redis';
+import { google } from '@ai-sdk/google';
+
+export type ChatSession = {
+  id: string;
+  title: string;
+  createdAt: string;
+  metadata?: any;
+  autoSubmit?: string;
+};
+
+export type ChatMessage = {
+  id: string;
+  sessionId: string;
+  role: 'system' | 'user' | 'assistant';
+  content: string;
+  metadata?: any;
+  parts: any[];
+  createdAt: string;
+  updatedAt: string;
+};
+
+const redis = new Redis({
+  url: process.env.UPSTASH_REDIS_REST_URL,
+  token: process.env.UPSTASH_REDIS_REST_TOKEN,
+});
+
+export const sessionStore = new CrudHash<ChatSession>(redis, 'chat_sessions');
+export const messageStore = new CrudHash<ChatMessage>(
+  redis,
+  'chat_messages_v2',
+);
+
+/**
+ * Middleware to restore chat session from Redis
+ * @param props - The context object
+ * @param next - The next middleware or router
+ * @returns
+ */
+export const chatRestoreUpstash: AiMiddleware<{
+  sessionId: string;
+  loader?: string;
+}> = async (props, next) => {
+  try {
+    const { sessionId, messages } = props.request;
+    if (!sessionId || sessionId === 'undefined') {
+      return next();
+    }
+    const newMessage = messages[messages.length - 1];
+
+    // update UI on frontend for smoother experience
+    props.response.writeMessageMetadata({
+      loader: 'Initializing...',
+    });
+
+    let oldMessages = (
+      await messageStore.query(`${sessionId}-*`, {
+        count: 1000,
+        offset: 0,
+      })
+    ).sort(
+      (b, a) =>
+        new Date(b.createdAt).getTime() - new Date(a.createdAt).getTime(),
+    );
+    console.log('last oldMessages', oldMessages[oldMessages.length - 1]);
+    // restore chat session
+    if (oldMessages && oldMessages.length > 0) {
+      // slice context to only the last 5 messages
+      // if (oldMessages.length > 5) {
+      //   oldMessages = oldMessages.slice(0, -5);
+      // }
+      const isNewMessageInStore = oldMessages.find(
+        (message) => message.id === newMessage.id,
+      );
+      if (isNewMessageInStore) {
+        props.request.messages = oldMessages.map((message) =>
+          message.id === newMessage.id ? newMessage : message,
+        );
+      } else {
+        props.request.messages = oldMessages.concat([
+          {
+            ...newMessage,
+            sessionId: sessionId,
+            content: getTextParts(newMessage).join('\n'),
+            createdAt: new Date().toISOString(),
+            updatedAt: new Date().toISOString(),
+          },
+        ]);
+      }
+    }
+
+    // create chat session
+    if (!oldMessages || oldMessages.length === 0) {
+      props.request.messages = [newMessage];
+      const title = await generateText({
+        model: google('gemini-2.5-flash'),
+        prompt: `Generate a title for the chat session based on the messages: ${getTextParts(newMessage).join('\n')}`,
+        system: `You are a helpful assistant that generates a title for a chat session based on the messages.`,
+      });
+      await sessionStore.update(sessionId, {
+        title: title.text,
+        createdAt: new Date().toISOString(),
+      });
+      await messageStore.set(newMessage.id, {
+        ...newMessage,
+        sessionId: sessionId,
+        content: getTextParts(newMessage).join('\n'),
+        createdAt: new Date().toISOString(),
+        updatedAt: new Date().toISOString(),
+      });
+      props.request.sessionId = sessionId;
+    }
+
+    // continue to next middleware or router
+    return next();
+  } catch (error) {
+    props.logger.error('Error restoring chat session', error);
+    // stops the router from continuing to next middleware or router
+    return;
+  }
+};
diff --git a/examples/contact-extractor-agent/app/api/studio/chat/sessions/route.ts b/examples/contact-extractor-agent/app/api/studio/chat/sessions/route.ts
new file mode 100644
index 0000000..f04b445
--- /dev/null
+++ b/examples/contact-extractor-agent/app/api/studio/chat/sessions/route.ts
@@ -0,0 +1,60 @@
+import {
+  ChatSessionData,
+  sesionLocalStore,
+  sessionLocalListOut,
+} from '@/app/api/studio/chat/sessions/chatSessionLocal';
+import { sessionStore } from '@/app/api/studio/chat/sessions/chatSessionUpstash';
+import { StudioConfig } from '@/microfox.config';
+import { generateId } from 'ai';
+import dayjs from 'dayjs';
+import { NextRequest, NextResponse } from 'next/server';
+
+export async function POST(req: NextRequest) {
+  const body = await req.json();
+  const sessionId = generateId();
+  const date = dayjs().format('DD-MM-YYYY');
+  if (StudioConfig.studioSettings.database.type === 'upstash-redis') {
+    const session = await sessionStore.set(sessionId, {
+      id: sessionId,
+      title: 'New Chat - ' + date,
+      createdAt: new Date().toISOString(),
+      ...body,
+    });
+    return NextResponse.json(session, { status: 201 });
+  } else {
+    const store = await sesionLocalStore(sessionId);
+    const session = {
+      id: sessionId,
+      title: 'New Chat - ' + date,
+      createdAt: new Date().toISOString(),
+      ...body,
+    };
+    await store?.set('sessionData', {
+      session: session,
+      messages: [],
+    });
+    return NextResponse.json(session, { status: 201 });
+  }
+}
+
+export async function GET(req: NextRequest) {
+  if (StudioConfig.studioSettings.database.type === 'upstash-redis') {
+    const sessions = await sessionStore.list();
+    return NextResponse.json(sessions, { status: 200 });
+  } else {
+    const sessionIds = await sessionLocalListOut();
+    if (!sessionIds) {
+      return NextResponse.json([], { status: 200 });
+    }
+    const sessions = (
+      await Promise.all(
+        sessionIds.map(async (sessionId: string) => {
+          const store = await sesionLocalStore(sessionId);
+          const session = await store?.get<ChatSessionData>('sessionData');
+          return session?.session;
+        }),
+      )
+    ).filter((session) => session !== null && session !== undefined);
+    return NextResponse.json(sessions, { status: 200 });
+  }
+}
diff --git a/examples/contact-extractor-agent/app/api/studio/chat/sessions/search/route.ts b/examples/contact-extractor-agent/app/api/studio/chat/sessions/search/route.ts
new file mode 100644
index 0000000..15cde3c
--- /dev/null
+++ b/examples/contact-extractor-agent/app/api/studio/chat/sessions/search/route.ts
@@ -0,0 +1,32 @@
+import {
+  ChatSessionData,
+  sesionLocalStore,
+  sessionLocalListOut,
+} from '@/app/api/studio/chat/sessions/chatSessionLocal';
+import { sessionStore } from '@/app/api/studio/chat/sessions/chatSessionUpstash';
+import { StudioConfig } from '@/microfox.config';
+import { NextRequest, NextResponse } from 'next/server';
+
+export async function GET(req: NextRequest) {
+  const { searchParams } = new URL(req.url);
+  const query = searchParams.get('q');
+  if (StudioConfig.studioSettings.database.type === 'upstash-redis') {
+    const sessions = await sessionStore.list();
+    const filteredSessions = sessions.filter((session) =>
+      session.title.toLowerCase().includes(query?.toLowerCase() ?? ''),
+    );
+    return NextResponse.json(filteredSessions, { status: 200 });
+  } else {
+    const sessionIds = await sessionLocalListOut();
+    const sessions = (
+      await Promise.all(
+        sessionIds.map(async (sessionId: string) => {
+          const store = await sesionLocalStore(sessionId);
+          const session = await store?.get<ChatSessionData>('sessionData');
+          return session?.session;
+        }),
+      )
+    ).filter((session) => session !== null);
+    return NextResponse.json(sessions, { status: 200 });
+  }
+}
diff --git a/examples/contact-extractor-agent/app/favicon.ico b/examples/contact-extractor-agent/app/favicon.ico
new file mode 100644
index 0000000..718d6fe
Binary files /dev/null and b/examples/contact-extractor-agent/app/favicon.ico differ
diff --git a/examples/contact-extractor-agent/app/globals.css b/examples/contact-extractor-agent/app/globals.css
new file mode 100644
index 0000000..fb325b5
--- /dev/null
+++ b/examples/contact-extractor-agent/app/globals.css
@@ -0,0 +1,217 @@
+@import 'tailwindcss';
+@import 'tw-animate-css';
+
+@custom-variant dark (&:is(.dark *));
+
+@theme {
+  --animate-shimmer: shimmer 2s infinite linear;
+  --animate-cube: cube 1.3s infinite ease;
+
+  @keyframes cube {
+    0% {
+      transform: rotate(45deg) rotateX(-25deg) rotateY(25deg);
+    }
+    50% {
+      transform: rotate(45deg) rotateX(-385deg) rotateY(25deg);
+    }
+    100% {
+      transform: rotate(45deg) rotateX(-385deg) rotateY(385deg);
+    }
+  }
+
+  @keyframes shimmer {
+    0% {
+      background-position: 200% 0;
+    }
+    100% {
+      background-position: -200% 0;
+    }
+  }
+}
+
+@theme inline {
+  --color-background: var(--background);
+  --color-foreground: var(--foreground);
+  --font-sans: 'Inter', sans-serif;
+  --font-mono: var(--font-geist-mono);
+  --color-sidebar-ring: var(--sidebar-ring);
+  --color-sidebar-border: var(--sidebar-border);
+  --color-sidebar-accent-foreground: var(--sidebar-accent-foreground);
+  --color-sidebar-accent: var(--sidebar-accent);
+  --color-sidebar-primary-foreground: var(--sidebar-primary-foreground);
+  --color-sidebar-primary: var(--sidebar-primary);
+  --color-sidebar-foreground: var(--sidebar-foreground);
+  --color-sidebar: var(--sidebar);
+  --color-chart-5: var(--chart-5);
+  --color-chart-4: var(--chart-4);
+  --color-chart-3: var(--chart-3);
+  --color-chart-2: var(--chart-2);
+  --color-chart-1: var(--chart-1);
+  --color-ring: var(--ring);
+  --color-input: var(--input);
+  --color-border: var(--border);
+  --color-destructive: var(--destructive);
+  --color-accent-foreground: var(--accent-foreground);
+  --color-accent: var(--accent);
+  --color-muted-foreground: var(--muted-foreground);
+  --color-muted: var(--muted);
+  --color-secondary-foreground: var(--secondary-foreground);
+  --color-secondary: var(--secondary);
+  --color-primary-foreground: var(--primary-foreground);
+  --color-primary: var(--primary);
+  --color-popover-foreground: var(--popover-foreground);
+  --color-popover: var(--popover);
+  --color-card-foreground: var(--card-foreground);
+  --color-card: var(--card);
+  --radius-sm: calc(var(--radius) - 4px);
+  --radius-md: calc(var(--radius) - 2px);
+  --radius-lg: var(--radius);
+  --radius-xl: calc(var(--radius) + 4px);
+}
+
+:root {
+  --radius: 0.625rem;
+  --background: oklch(1 0 0);
+  --foreground: oklch(0.141 0.005 285.823);
+  --card: oklch(1 0 0);
+  --card-foreground: oklch(0.141 0.005 285.823);
+  --popover: oklch(1 0 0);
+  --popover-foreground: oklch(0.141 0.005 285.823);
+  --primary: oklch(0.21 0.006 285.885);
+  --primary-foreground: oklch(0.985 0 0);
+  --secondary: oklch(0.967 0.001 286.375);
+  --secondary-foreground: oklch(0.21 0.006 285.885);
+  --muted: oklch(0.967 0.001 286.375);
+  --muted-foreground: oklch(0.552 0.016 285.938);
+  --accent: oklch(0.967 0.001 286.375);
+  --accent-foreground: oklch(0.21 0.006 285.885);
+  --destructive: oklch(0.577 0.245 27.325);
+  --border: oklch(0.92 0.004 286.32);
+  --input: oklch(0.92 0.004 286.32);
+  --ring: oklch(0.705 0.015 286.067);
+  --chart-1: oklch(0.646 0.222 41.116);
+  --chart-2: oklch(0.6 0.118 184.704);
+  --chart-3: oklch(0.398 0.07 227.392);
+  --chart-4: oklch(0.828 0.189 84.429);
+  --chart-5: oklch(0.769 0.188 70.08);
+  --sidebar: oklch(0.985 0 0);
+  --sidebar-foreground: oklch(0.141 0.005 285.823);
+  --sidebar-primary: oklch(0.21 0.006 285.885);
+  --sidebar-primary-foreground: oklch(0.985 0 0);
+  --sidebar-accent: oklch(0.967 0.001 286.375);
+  --sidebar-accent-foreground: oklch(0.21 0.006 285.885);
+  --sidebar-border: oklch(0.92 0.004 286.32);
+  --sidebar-ring: oklch(0.705 0.015 286.067);
+}
+
+.dark {
+  --background: oklch(0.141 0.005 285.823);
+  --foreground: oklch(0.985 0 0);
+  --card: oklch(0.21 0.006 285.885);
+  --card-foreground: oklch(0.985 0 0);
+  --popover: oklch(0.21 0.006 285.885);
+  --popover-foreground: oklch(0.985 0 0);
+  --primary: oklch(0.92 0.004 286.32);
+  --primary-foreground: oklch(0.21 0.006 285.885);
+  --secondary: oklch(0.274 0.006 286.033);
+  --secondary-foreground: oklch(0.985 0 0);
+  --muted: oklch(0.274 0.006 286.033);
+  --muted-foreground: oklch(0.705 0.015 286.067);
+  --accent: oklch(0.274 0.006 286.033);
+  --accent-foreground: oklch(0.985 0 0);
+  --destructive: oklch(0.704 0.191 22.216);
+  --border: oklch(1 0 0 / 10%);
+  --input: oklch(1 0 0 / 15%);
+  --ring: oklch(0.552 0.016 285.938);
+  --chart-1: oklch(0.488 0.243 264.376);
+  --chart-2: oklch(0.696 0.17 162.48);
+  --chart-3: oklch(0.769 0.188 70.08);
+  --chart-4: oklch(0.627 0.265 303.9);
+  --chart-5: oklch(0.645 0.246 16.439);
+  --sidebar: oklch(0.21 0.006 285.885);
+  --sidebar-foreground: oklch(0.985 0 0);
+  --sidebar-primary: oklch(0.488 0.243 264.376);
+  --sidebar-primary-foreground: oklch(0.985 0 0);
+  --sidebar-accent: oklch(0.274 0.006 286.033);
+  --sidebar-accent-foreground: oklch(0.985 0 0);
+  --sidebar-border: oklch(1 0 0 / 10%);
+  --sidebar-ring: oklch(0.552 0.016 285.938);
+}
+
+@layer base {
+  * {
+    @apply border-border outline-ring/50;
+  }
+  body {
+    @apply bg-background text-foreground;
+    font-family: var(--font-sans);
+  }
+
+  .loading-text {
+    @apply relative bg-repeat !text-transparent bg-clip-text first-letter:uppercase  overflow-hidden animate-shimmer bg-gradient-to-r from-gray-400 via-gray-800 to-gray-400 bg-[length:200%_100%];
+  }
+
+  .thin-scrollbar {
+    @apply [&::-webkit-scrollbar]:!w-2
+    [&::-webkit-scrollbar-track]:!rounded-full
+    [&::-webkit-scrollbar-track]:!bg-gray-100
+    [&::-webkit-scrollbar-thumb]:!rounded-full
+    [&::-webkit-scrollbar-thumb]:!bg-gray-300
+    dark:[&::-webkit-scrollbar-track]:!bg-neutral-700
+    dark:[&::-webkit-scrollbar-thumb]:!bg-neutral-500;
+  }
+
+  button {
+    @apply cursor-pointer;
+  }
+
+  .no-scrollbar {
+    @apply [&::-webkit-scrollbar]:!w-0;
+  }
+
+  /* Add transition classes for scrollbar */
+  .scrollbar-transition {
+    @apply transition-all duration-300;
+  }
+  .scrollbar-transition::-webkit-scrollbar {
+    @apply transition-all duration-300;
+  }
+}
+
+.scrollbar-hidden {
+  -ms-overflow-style: none; /* IE and Edge */
+  scrollbar-width: none; /* Firefox */
+}
+
+.scrollbar-hidden::-webkit-scrollbar {
+  display: none; /* Chrome, Safari and Opera */
+}
+
+@keyframes scroll {
+  from {
+    transform: translateX(0);
+  }
+  to {
+    transform: translateX(calc(-50% - 20px));
+  }
+}
+
+[data-scroll-speed='slow'] {
+  --_animation-duration: 100s;
+}
+
+[data-scroll-speed='medium'] {
+  --_animation-duration: 40s;
+}
+
+[data-scroll-speed='fast'] {
+  --_animation-duration: 10s;
+}
+/* Apply scrolling only if data-scroll="true" */
+[data-scroll='true'] {
+  animation: scroll var(--_animation-duration, 40s) linear infinite;
+}
+
+[data-scroll-to-left='true'] {
+  animation-direction: reverse;
+}
diff --git a/examples/contact-extractor-agent/app/layout.tsx b/examples/contact-extractor-agent/app/layout.tsx
new file mode 100644
index 0000000..a883b03
--- /dev/null
+++ b/examples/contact-extractor-agent/app/layout.tsx
@@ -0,0 +1,31 @@
+"use client";
+
+import { usePathname } from "next/navigation";
+
+import { Geist, Geist_Mono } from "next/font/google";
+import "./globals.css";
+
+const geistSans = Geist({
+  variable: "--font-geist-sans",
+  subsets: ["latin"],
+});
+
+const geistMono = Geist_Mono({
+  variable: "--font-geist-mono",
+  subsets: ["latin"],
+});
+
+const Layout = ({ children }: { children: React.ReactNode }) => {
+  const pathname = usePathname();
+
+  return (
+    <html>
+      <body>
+        {children}
+      </body>
+    </html>
+  );
+};
+
+export default Layout;
+
diff --git a/examples/contact-extractor-agent/app/page.tsx b/examples/contact-extractor-agent/app/page.tsx
new file mode 100644
index 0000000..42d5b77
--- /dev/null
+++ b/examples/contact-extractor-agent/app/page.tsx
@@ -0,0 +1,182 @@
+
+import Link from "next/link";
+import { Button } from "@/components/ui/button";
+import { Card, CardContent, CardDescription, CardHeader, CardTitle } from "@/components/ui/card";
+import { Badge } from "@/components/ui/badge";
+import { Zap, BookOpen, ExternalLink, SplitIcon } from "lucide-react";
+import { StudioConfig } from "@/microfox.config";
+
+export default function Homepage() {
+  return (
+    <div className="min-h-screen bg-gradient-to-br from-background to-muted/20">
+      <div className="container flex flex-col items-center justify-between min-h-screen mx-auto px-4 py-16 max-w-4xl">
+        {/* Header */}
+        <div className="text-center my-16">
+          <h1 className=" text-5xl font-bold tracking-tight mb-6">
+            {StudioConfig.appName}
+          </h1>
+          <p className="text-xl text-muted-foreground max-w-3xl mx-auto leading-relaxed">
+            {StudioConfig.appDescription}
+          </p>
+        </div>
+
+        {/* Main Content Card */}
+        {/* <Card className="mb-12">
+          <CardHeader>
+            <CardTitle className="text-2xl">What is AI Router?</CardTitle>
+            <CardDescription className="text-base">
+              Powerful framework for building sophisticated AI systems
+            </CardDescription>
+          </CardHeader>
+          <CardContent className="space-y-4">
+            <p className="text-muted-foreground">
+              AI Router is a powerful framework that enables you to build sophisticated, 
+              multi-agent AI systems with ease. Inspired by Express.js simplicity and 
+              Google's Agent Development Kit approach, it provides a seamless integration 
+              with Next.js and Vercel's AI SDK.
+            </p>
+            <p className="text-muted-foreground">
+              Whether you're building conversational AI, research agents, or complex 
+              orchestration systems, AI Router gives you the tools to create robust, 
+              scalable AI applications.
+            </p>
+          </CardContent>
+        </Card> */}
+
+        {/* Action Buttons */}
+        <div className="flex flex-col sm:flex-row gap-4 justify-center mb-12">
+
+          <Button asChild size="lg">
+            <Link href="/studio">
+              <Zap className="w-4 h-4 mr-2" />
+              Try in Chat Studio
+            </Link>
+          </Button>
+        </div>
+
+
+        <div className="mt-auto text-center flex flex-col gap-4 items-center justify-center mb-6">
+          <div className="flex items-center gap-2">
+            <p>Built with</p>
+            <Badge variant="secondary" className="text-sm px-4 py-2">
+              <SplitIcon className="w-4 h-4 mr-2" />
+              Ai Router
+            </Badge>
+            <Button asChild size="sm" variant="ghost">
+              <Link href="https://docs.microfox.app/ai-router/intro">
+                <BookOpen className="w-4 h-4 mr-2" />
+                Docs
+                <ExternalLink className="w-4 h-4 ml-2" />
+              </Link>
+            </Button>
+          </div>
+          <p className="text-sm text-muted-foreground max-w-xl mx-auto leading-relaxed">
+            Ai Router is a framework for orchestrating structured, multi-agent AI systems.
+            Built on top of Vercel's AI SDK with the simplicity of Express.js and power of ADK.
+          </p>
+        </div>
+
+        {/* Documentation Links Card */}
+        {/* <Card>
+          <CardHeader>
+            <CardTitle>Quick Links</CardTitle>
+            <CardDescription>
+              Essential resources to get started with AI Router
+            </CardDescription>
+          </CardHeader>
+          <CardContent>
+            <div className="grid md:grid-cols-2 gap-6">
+              <div className="space-y-3">
+                <h4 className="font-medium">Getting Started</h4>
+                <div className="space-y-2">
+                  <Button asChild variant="ghost" className="justify-start h-auto p-2">
+                    <Link 
+                      href="https://docs.microfox.app/ai-router/intro" 
+                      target="_blank" 
+                      rel="noopener noreferrer"
+                      className="text-left"
+                    >
+                      <BookOpen className="w-4 h-4 mr-2" />
+                      Introduction
+                      <ExternalLink className="w-3 h-3 ml-auto" />
+                    </Link>
+                  </Button>
+                  <Button asChild variant="ghost" className="justify-start h-auto p-2">
+                    <Link 
+                      href="https://docs.microfox.app/ai-router/overview/quickstart" 
+                      target="_blank" 
+                      rel="noopener noreferrer"
+                      className="text-left"
+                    >
+                      <Zap className="w-4 h-4 mr-2" />
+                      Quickstart Guide
+                      <ExternalLink className="w-3 h-3 ml-auto" />
+                    </Link>
+                  </Button>
+                  <Button asChild variant="ghost" className="justify-start h-auto p-2">
+                    <Link 
+                      href="https://docs.microfox.app/ai-router/overview/ai-router" 
+                      target="_blank" 
+                      rel="noopener noreferrer"
+                      className="text-left"
+                    >
+                      <BookOpen className="w-4 h-4 mr-2" />
+                      Core Concepts
+                      <ExternalLink className="w-3 h-3 ml-auto" />
+                    </Link>
+                  </Button>
+                </div>
+              </div>
+              <div className="space-y-3">
+                <h4 className="font-medium">Advanced Topics</h4>
+                <div className="space-y-2">
+                  <Button asChild variant="ghost" className="justify-start h-auto p-2">
+                    <Link 
+                      href="https://docs.microfox.app/ai-router/foundation/agents" 
+                      target="_blank" 
+                      rel="noopener noreferrer"
+                      className="text-left"
+                    >
+                      <Zap className="w-4 h-4 mr-2" />
+                      Building Agents
+                      <ExternalLink className="w-3 h-3 ml-auto" />
+                    </Link>
+                  </Button>
+                  <Button asChild variant="ghost" className="justify-start h-auto p-2">
+                    <Link 
+                      href="https://docs.microfox.app/ai-router/examples/perplexity-clone" 
+                      target="_blank" 
+                      rel="noopener noreferrer"
+                      className="text-left"
+                    >
+                      <BookOpen className="w-4 h-4 mr-2" />
+                      Examples
+                      <ExternalLink className="w-3 h-3 ml-auto" />
+                    </Link>
+                  </Button>
+                  <Button asChild variant="ghost" className="justify-start h-auto p-2">
+                    <Link 
+                      href="https://docs.microfox.app/ai-router/api-reference/router" 
+                      target="_blank" 
+                      rel="noopener noreferrer"
+                      className="text-left"
+                    >
+                      <BookOpen className="w-4 h-4 mr-2" />
+                      API Reference
+                      <ExternalLink className="w-3 h-3 ml-auto" />
+                    </Link>
+                  </Button>
+                </div>
+              </div>
+            </div>
+          </CardContent>
+        </Card> */}
+
+        {/* Footer */}
+        <div className="text-center mt-12 text-muted-foreground">
+          <p>Built with ❤️ by the Microfox team</p>
+        </div>
+      </div>
+    </div>
+  );
+}
diff --git a/examples/contact-extractor-agent/app/studio/[...slug]/page.tsx b/examples/contact-extractor-agent/app/studio/[...slug]/page.tsx
new file mode 100644
index 0000000..a72625c
--- /dev/null
+++ b/examples/contact-extractor-agent/app/studio/[...slug]/page.tsx
@@ -0,0 +1,26 @@
+"use client";
+
+import { PlaceholderPage } from "@/components/studio/layout/PlaceholderPage";
+
+
+const StudioRouter = async ({
+    params,
+    searchParams,
+}: {
+    params: Promise<{ slug: string | string[] }>;
+    searchParams: Promise<{ [key: string]: string | string[] | undefined }>;
+}) => {
+
+    const { slug } = await params;
+    const allParams = await searchParams;
+
+    if (Array.isArray(slug)) {
+        return <PlaceholderPage title="Coming Soon" description="This feature is in development. Check github for updates..." />
+    }
+    else {
+        return <PlaceholderPage title="No Chat Selected" description="Please select a chat from the sidebar or start a new chat." />
+    }
+
+}
+
+export default StudioRouter;
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/app/studio/chat/[sessionId]/page.tsx b/examples/contact-extractor-agent/app/studio/chat/[sessionId]/page.tsx
new file mode 100644
index 0000000..9ee7fe1
--- /dev/null
+++ b/examples/contact-extractor-agent/app/studio/chat/[sessionId]/page.tsx
@@ -0,0 +1,18 @@
+"use client";
+
+import { aiRouterTools } from "@/app/ai";
+import { aiComponentMap } from "@/components/ai";
+import { ChatPage } from "@/components/studio/layout/ChatPage";
+import { Loader2 } from "lucide-react";
+import { Suspense } from "react";
+
+
+const StudioRouter = () => {
+    return (
+        <Suspense fallback={<Loader2 className="w-full h-6 animate-spin" />}>
+            <ChatPage componentMap={aiComponentMap} aiRouterTools={aiRouterTools} />
+        </Suspense>
+    )
+}
+
+export default StudioRouter;
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/app/studio/chat/page.tsx b/examples/contact-extractor-agent/app/studio/chat/page.tsx
new file mode 100644
index 0000000..747dd97
--- /dev/null
+++ b/examples/contact-extractor-agent/app/studio/chat/page.tsx
@@ -0,0 +1,11 @@
+"use client";
+
+import { PlaceholderPage } from "@/components/studio/layout/PlaceholderPage";
+
+
+const StudioRouter = () => {
+
+    return <PlaceholderPage title="No Chat Selected" description="Please select a chat from the sidebar or start a new chat." />
+}
+
+export default StudioRouter;
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/app/studio/dashboard/page.tsx b/examples/contact-extractor-agent/app/studio/dashboard/page.tsx
new file mode 100644
index 0000000..663b920
--- /dev/null
+++ b/examples/contact-extractor-agent/app/studio/dashboard/page.tsx
@@ -0,0 +1,18 @@
+import React from 'react';
+import { ContactsTable } from '@/components/contacts-dashboard/contacts-table';
+
+const page = () => {
+  return (
+    <div
+      className={`flex h-screen flex-col items-center overflow-hidden justify-start w-[80vw] p-5
+`}
+    >
+      <div className="flex flex-col items-center justify-start space-y-2 w-full h-full">
+        <h2 className="text-3xl font-bold tracking-tight w-full text-left">Contacts</h2>
+        <ContactsTable />
+      </div>
+    </div>
+  );
+};
+
+export default page;
diff --git a/examples/contact-extractor-agent/app/studio/layout.tsx b/examples/contact-extractor-agent/app/studio/layout.tsx
new file mode 100644
index 0000000..3a27ab3
--- /dev/null
+++ b/examples/contact-extractor-agent/app/studio/layout.tsx
@@ -0,0 +1,36 @@
+import Head from 'next/head';
+import { AppLayout } from '@/components/studio/layout/StudioLayout';
+
+export default function StudioLayout({
+  children,
+}: {
+  children: React.ReactNode;
+}) {
+  //   const sessionId = Array.isArray(slug) && slug.length > 1 ? slug[1] : undefined;
+  if (process.env.NODE_ENV != 'development') {
+    return <div>Not allowed</div>;
+  }
+  return (
+    <>
+      <Head>
+        <link
+          href="https://fonts.googleapis.com/icon?family=Material+Icons&display=block"
+          rel="stylesheet"
+        ></link>
+        <link
+          href="https://fonts.googleapis.com/icon?family=Material+Icons+Outlined&display=block"
+          rel="stylesheet"
+        ></link>
+        <link
+          rel="stylesheet"
+          href="https://fonts.googleapis.com/css2?family=Material+Symbols+Outlined:opsz,wght,FILL,GRAD@24,100..700,0,0&display=block"
+        ></link>
+        <link
+          rel="stylesheet"
+          href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700&display=swap"
+        />
+      </Head>
+      <AppLayout>{children}</AppLayout>
+    </>
+  );
+}
diff --git a/examples/contact-extractor-agent/app/studio/page.tsx b/examples/contact-extractor-agent/app/studio/page.tsx
new file mode 100644
index 0000000..662ef42
--- /dev/null
+++ b/examples/contact-extractor-agent/app/studio/page.tsx
@@ -0,0 +1,8 @@
+import { PlaceholderPage } from "@/components/studio/layout/PlaceholderPage";
+
+
+export default function StudioHomePage() {
+    return (
+        <PlaceholderPage title="No Chat Selected" description="Please select a chat from the sidebar or start a new chat." />
+    )
+}
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components.json b/examples/contact-extractor-agent/components.json
new file mode 100644
index 0000000..26ad91e
--- /dev/null
+++ b/examples/contact-extractor-agent/components.json
@@ -0,0 +1,21 @@
+{
+  "$schema": "https://ui.shadcn.com/schema.json",
+  "style": "new-york",
+  "rsc": true,
+  "tsx": true,
+  "tailwind": {
+    "config": "",
+    "css": "app/globals.css",
+    "baseColor": "neutral",
+    "cssVariables": true,
+    "prefix": ""
+  },
+  "iconLibrary": "lucide",
+  "aliases": {
+    "components": "@/components",
+    "utils": "@/lib/utils",
+    "ui": "@/components/ui",
+    "lib": "@/lib",
+    "hooks": "@/hooks"
+  }
+}
diff --git a/examples/contact-extractor-agent/components/ai/contactExtractorAgent/ContactsView.tsx b/examples/contact-extractor-agent/components/ai/contactExtractorAgent/ContactsView.tsx
new file mode 100644
index 0000000..052291a
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ai/contactExtractorAgent/ContactsView.tsx
@@ -0,0 +1,28 @@
+'use client';
+
+import { Contact } from '@/app/ai/agents/contactExtractorAgent/helpers/schema';
+import { columns } from './columns';
+import { DataTable } from './DataTable';
+import { useState } from 'react';
+import { PersonaModal } from '@/components/contacts-dashboard/persona-modal';
+
+export function ContactsView({ contacts }: { contacts: Contact[] }) {
+  const [selectedContact, setSelectedContact] = useState<Contact | null>(null);
+  const [isPersonaModalOpen, setIsPersonaModalOpen] = useState(false);
+
+  const openPersonaModal = (contact: Contact) => {
+    setSelectedContact(contact);
+    setIsPersonaModalOpen(true);
+  }
+
+  return (
+    <div>
+      <DataTable columns={columns(openPersonaModal)} data={contacts} />
+       <PersonaModal 
+            contact={selectedContact}
+            isOpen={isPersonaModalOpen}
+            onClose={() => setIsPersonaModalOpen(false)}
+        />
+    </div>
+  );
+}
diff --git a/examples/contact-extractor-agent/components/ai/contactExtractorAgent/Dashboard.tsx b/examples/contact-extractor-agent/components/ai/contactExtractorAgent/Dashboard.tsx
new file mode 100644
index 0000000..60f68b7
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ai/contactExtractorAgent/Dashboard.tsx
@@ -0,0 +1,83 @@
+'use client';
+
+import {
+  Card,
+  CardContent,
+  CardDescription,
+  CardHeader,
+  CardTitle,
+} from '@/components/ui/card';
+import { ContactsView } from './ContactsView';
+import type { AiRouterTools } from '@/app/ai';
+import { ComponentType } from 'react';
+import { ToolUIPart } from 'ai';
+
+export const Dashboard: ComponentType<{
+  tool: ToolUIPart<Pick<AiRouterTools, 'contactExtractor'>>;
+}> = (props) => {
+  const { tool } = props;
+  const {
+    contacts = [],
+    pagesScraped = 0,
+    usage = { totalTokens: 0 },
+  } = tool.output || {};
+
+  return (
+    <div className="hidden flex-col md:flex">
+      <div className="flex-1 space-y-4 p-8 pt-6">
+        <div className="flex items-center justify-between space-y-2">
+          <h2 className="text-3xl font-bold tracking-tight">
+            Contact Extraction Results
+          </h2>
+        </div>
+        <div className="grid gap-4 md:grid-cols-2 lg:grid-cols-4">
+          <Card>
+            <CardHeader className="flex flex-row items-center justify-between space-y-0 pb-2">
+              <CardTitle className="text-sm font-medium">
+                Total Contacts Found
+              </CardTitle>
+            </CardHeader>
+            <CardContent>
+              <div className="text-2xl font-bold">{contacts.length}</div>
+            </CardContent>
+          </Card>
+          <Card>
+            <CardHeader className="flex flex-row items-center justify-between space-y-0 pb-2">
+              <CardTitle className="text-sm font-medium">
+                Pages Scraped
+              </CardTitle>
+            </CardHeader>
+            <CardContent>
+              <div className="text-2xl font-bold">{pagesScraped}</div>
+            </CardContent>
+          </Card>
+          <Card>
+            <CardHeader className="flex flex-row items-center justify-between space-y-0 pb-2">
+              <CardTitle className="text-sm font-medium">
+                Total AI Usage
+              </CardTitle>
+            </CardHeader>
+            <CardContent>
+              <div className="text-2xl font-bold">
+                {usage.totalTokens} tokens
+              </div>
+            </CardContent>
+          </Card>
+        </div>
+        <div className="grid gap-4">
+          <Card className="col-span-4">
+            <CardHeader>
+              <CardTitle>Contacts</CardTitle>
+              <CardDescription>
+                A list of all contacts found during the extraction process.
+              </CardDescription>
+            </CardHeader>
+            <CardContent>
+              <ContactsView contacts={contacts} />
+            </CardContent>
+          </Card>
+        </div>
+      </div>
+    </div>
+  );
+};
diff --git a/examples/contact-extractor-agent/components/ai/contactExtractorAgent/DataTable.tsx b/examples/contact-extractor-agent/components/ai/contactExtractorAgent/DataTable.tsx
new file mode 100644
index 0000000..5c8d130
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ai/contactExtractorAgent/DataTable.tsx
@@ -0,0 +1,81 @@
+'use client';
+
+import {
+  ColumnDef,
+  flexRender,
+  getCoreRowModel,
+  useReactTable,
+} from '@tanstack/react-table';
+
+import {
+  Table,
+  TableBody,
+  TableCell,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from '@/components/ui/table';
+
+interface DataTableProps<TData, TValue> {
+  columns: ColumnDef<TData, TValue>[];
+  data: TData[];
+  refreshContacts?: () => void;
+}
+
+export function DataTable<TData, TValue>({
+  columns,
+  data,
+}: DataTableProps<TData, TValue>) {
+  const table = useReactTable({
+    data,
+    columns,
+    getCoreRowModel: getCoreRowModel(),
+  });
+
+  return (
+    <div className="rounded-md border">
+      <Table>
+        <TableHeader>
+          {table?.getHeaderGroups().map((headerGroup) => (
+            <TableRow key={headerGroup?.id}>
+              {headerGroup?.headers.map((header) => {
+                return (
+                  <TableCell key={header?.id}>
+                    {header?.isPlaceholder
+                      ? null
+                      : flexRender(
+                          header?.column?.columnDef?.header,
+                          header?.getContext()
+                        )}
+                  </TableCell>
+                );
+              })}
+            </TableRow>
+          ))}
+        </TableHeader>
+        <TableBody>
+          {table?.getRowModel()?.rows?.length ? (
+            table?.getRowModel()?.rows?.map((row) => (
+              <TableRow
+                key={row?.id}
+                data-state={row?.getIsSelected() && 'selected'}
+              >
+                {row?.getVisibleCells()?.map((cell) => (
+                  <TableCell key={cell?.id}>
+                    {flexRender(cell?.column?.columnDef?.cell, cell?.getContext())}
+                  </TableCell>
+                ))}
+              </TableRow>
+            ))
+          ) : (
+            <TableRow>
+              <TableCell colSpan={columns?.length ?? 0} className="h-24 text-center">
+                No results.
+              </TableCell>
+            </TableRow>
+          )}
+        </TableBody>
+      </Table>
+    </div>
+  );
+}
diff --git a/examples/contact-extractor-agent/components/ai/contactExtractorAgent/columns.tsx b/examples/contact-extractor-agent/components/ai/contactExtractorAgent/columns.tsx
new file mode 100644
index 0000000..8e392e3
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ai/contactExtractorAgent/columns.tsx
@@ -0,0 +1,183 @@
+'use client';
+
+import { ColumnDef } from '@tanstack/react-table';
+import { Contact } from '@/app/ai/agents/contactExtractorAgent/helpers/schema';
+import { Button } from '@/components/ui/button';
+import { useState } from 'react';
+import { Github, Linkedin, Twitter, Home, UserSquare } from 'lucide-react';
+import {
+  Tooltip,
+  TooltipContent,
+  TooltipProvider,
+  TooltipTrigger,
+} from '@/components/ui/tooltip';
+
+async function analyzePersona(contactId: string, urls: string[]) {
+  const response = await fetch(
+    `/api/studio/chat/agent/extract/deep-persona?contactId=${contactId}&urls=${urls}`,
+  );
+  const result = await response.json();
+
+  if (result?.error) {
+    throw new Error(result.error);
+  }
+
+  return result[0]?.parts[0]?.output?.contact;
+}
+
+export const columns = (
+  openPersonaModal: (contact: Contact) => void,
+): ColumnDef<Contact>[] => [
+  {
+    accessorKey: 'name',
+    header: 'Name',
+    cell: ({ row }) => row.original.name || 'N/A',
+  },
+  {
+    accessorKey: 'primaryEmail',
+    header: 'Email',
+    cell: ({ row }) => {
+      const email = row.original.primaryEmail;
+      if (!email) return 'N/A';
+      return (
+        <TooltipProvider>
+          <Tooltip>
+            <TooltipTrigger asChild>
+              <span className="truncate max-w-[200px] block">{email}</span>
+            </TooltipTrigger>
+            <TooltipContent>
+              <p>{email}</p>
+            </TooltipContent>
+          </Tooltip>
+        </TooltipProvider>
+      );
+    },
+  },
+  {
+    header: 'Socials',
+    cell: ({ row }) => {
+      const { socials } = row.original;
+      return (
+        <div className="flex space-x-2">
+          {socials?.linkedin && (
+            <TooltipProvider>
+              <Tooltip>
+                <TooltipTrigger asChild>
+                  <a href={socials.linkedin} target="_blank" rel="noreferrer">
+                    <Linkedin className="h-5 w-5 text-blue-500" />
+                  </a>
+                </TooltipTrigger>
+                <TooltipContent>
+                  <p>{socials.linkedin}</p>
+                </TooltipContent>
+              </Tooltip>
+            </TooltipProvider>
+          )}
+          {socials?.github && (
+            <TooltipProvider>
+              <Tooltip>
+                <TooltipTrigger asChild>
+                  <a href={socials.github} target="_blank" rel="noreferrer">
+                    <Github className="h-5 w-5" />
+                  </a>
+                </TooltipTrigger>
+                <TooltipContent>
+                  <p>{socials.github}</p>
+                </TooltipContent>
+              </Tooltip>
+            </TooltipProvider>
+          )}
+          {socials?.twitter && (
+            <TooltipProvider>
+              <Tooltip>
+                <TooltipTrigger asChild>
+                  <a href={socials.twitter} target="_blank" rel="noreferrer">
+                    <Twitter className="h-5 w-5 text-blue-400" />
+                  </a>
+                </TooltipTrigger>
+                <TooltipContent>
+                  <p>{socials.twitter}</p>
+                </TooltipContent>
+              </Tooltip>
+            </TooltipProvider>
+          )}
+        </div>
+      );
+    },
+  },
+  {
+    accessorKey: 'socials.portfolio',
+    header: 'Portfolio',
+    cell: ({ row }) => {
+      const portfolio = row.original.socials?.portfolio;
+      return portfolio ? (
+        <TooltipProvider>
+          <Tooltip>
+            <TooltipTrigger asChild>
+              <a href={portfolio} target="_blank" rel="noreferrer">
+                <Home className="h-5 w-5 text-gray-500" />
+              </a>
+            </TooltipTrigger>
+            <TooltipContent>
+              <p>{portfolio}</p>
+            </TooltipContent>
+          </Tooltip>
+        </TooltipProvider>
+      ) : (
+        'N/A'
+      );
+    },
+  },
+  {
+    id: 'actions',
+    cell: ({ row }) => {
+      const contact = row.original;
+      const [isLoading, setIsLoading] = useState(false);
+
+      const handleAnalyze = async () => {
+        if (!contact._id) return;
+        const urls = Object.values(contact.socials || {}).filter(
+          Boolean,
+        ) as string[];
+        //   if(contact.source) urls.push(contact.source);
+        if (urls.length === 0) {
+          alert('No URLs found for this contact to analyze.');
+          return;
+        }
+        setIsLoading(true);
+        try {
+          await analyzePersona(contact._id, urls);
+          alert('Persona analysis complete!');
+          // Here you might want to refresh the data in the table
+        } catch (error) {
+          console.error(error);
+          alert('Failed to analyze persona.');
+        } finally {
+          setIsLoading(false);
+        }
+      };
+
+      return (
+        <div className="flex space-x-2">
+          {contact.persona && (
+            <Button
+              variant="ghost"
+              className="h-8 w-8 p-0"
+              onClick={() => openPersonaModal(contact)}
+            >
+              <UserSquare className="h-5 w-5" />
+            </Button>
+          )}
+          <Button
+            variant="outline"
+            size="sm"
+            onClick={handleAnalyze}
+            disabled={isLoading}
+          >
+            {isLoading ? 'Analyzing...' : 'Deeper Analysis'}
+          </Button>
+        </div>
+      );
+    },
+  },
+];
diff --git a/examples/contact-extractor-agent/components/ai/contactExtractorAgent/index.ts b/examples/contact-extractor-agent/components/ai/contactExtractorAgent/index.ts
new file mode 100644
index 0000000..bf29904
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ai/contactExtractorAgent/index.ts
@@ -0,0 +1,14 @@
+'use client';
+
+import { AiComponentMap } from '@/components/studio/context/ComponentProvider';
+import { Dashboard } from './Dashboard';
+import type { AiRouterTools } from '@/app/ai';
+
+export const contactExtractorMap: AiComponentMap<
+  Pick<AiRouterTools, 'contactExtractor'>,
+  Pick<AiRouterTools, 'contactExtractor'>
+>['tools'] = {
+  contactExtractor: {
+    full: Dashboard,
+  },
+};
diff --git a/examples/contact-extractor-agent/components/ai/index.tsx b/examples/contact-extractor-agent/components/ai/index.tsx
new file mode 100644
index 0000000..e502ded
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ai/index.tsx
@@ -0,0 +1,9 @@
+'use client';
+
+import { contactExtractorMap } from './contactExtractorAgent';
+
+export const aiComponentMap = {
+  tools: {
+    ...contactExtractorMap,
+  },
+};
diff --git a/examples/contact-extractor-agent/components/contacts-dashboard/columns.tsx b/examples/contact-extractor-agent/components/contacts-dashboard/columns.tsx
new file mode 100644
index 0000000..56c22de
--- /dev/null
+++ b/examples/contact-extractor-agent/components/contacts-dashboard/columns.tsx
@@ -0,0 +1,142 @@
+"use client"
+
+import { ColumnDef } from "@tanstack/react-table"
+import { Contact } from "@/app/ai/agents/contactExtractorAgent/helpers/schema"
+import { Button } from "@/components/ui/button"
+import { useState } from "react"
+import { Github, Linkedin, Twitter, Home, UserSquare } from "lucide-react"
+import {
+    Tooltip,
+    TooltipContent,
+    TooltipProvider,
+    TooltipTrigger,
+} from "@/components/ui/tooltip"
+
+async function analyzePersona(contactId: string, urls: string[]): Promise<Contact> {
+    // This will be a call to our agent.
+    const response = await fetch(`/api/studio/chat/agent/extract/deep-persona?contactId=${contactId}&urls=${urls.join(',')}`);
+    if (!response.ok) {
+        throw new Error('Failed to analyze persona');
+    }
+    const result = await response.json();
+
+    if (result?.error) {
+        throw new Error(result.error);
+    }
+
+    return result[0]?.parts[0]?.output?.contact;
+}
+
+
+export const columns = (
+    openPersonaModal: (contact: Contact) => void,
+    refreshData: () => void
+): ColumnDef<Contact & { score?: number }>[] => [
+  {
+    accessorKey: "name",
+    header: "Name",
+    cell: ({ row }) => row.original.name || "N/A",
+  },
+  {
+    accessorKey: "primaryEmail",
+    header: "Email",
+    cell: ({ row }) => {
+        const email = row.original.primaryEmail;
+        if (!email) return "N/A";
+        return (
+            <TooltipProvider>
+                <Tooltip>
+                    <TooltipTrigger asChild>
+                        <span className="truncate max-w-[200px] block">{email}</span>
+                    </TooltipTrigger>
+                    <TooltipContent>
+                        <p>{email}</p>
+                    </TooltipContent>
+                </Tooltip>
+            </TooltipProvider>
+        )
+    }
+  },
+  {
+    header: "Socials",
+    cell: ({ row }) => {
+        const { socials } = row.original;
+        return (
+            <div className="flex space-x-2">
+                {socials?.linkedin && <TooltipProvider><Tooltip><TooltipTrigger asChild><a href={socials.linkedin} target="_blank" rel="noreferrer"><Linkedin className="h-5 w-5 text-blue-500" /></a></TooltipTrigger><TooltipContent><p>{socials.linkedin}</p></TooltipContent></Tooltip></TooltipProvider>}
+                {socials?.github && <TooltipProvider><Tooltip><TooltipTrigger asChild><a href={socials.github} target="_blank" rel="noreferrer"><Github className="h-5 w-5" /></a></TooltipTrigger><TooltipContent><p>{socials.github}</p></TooltipContent></Tooltip></TooltipProvider>}
+                {socials?.twitter && <TooltipProvider><Tooltip><TooltipTrigger asChild><a href={socials.twitter} target="_blank" rel="noreferrer"><Twitter className="h-5 w-5 text-blue-400" /></a></TooltipTrigger><TooltipContent><p>{socials.twitter}</p></TooltipContent></Tooltip></TooltipProvider>}
+            </div>
+        )
+    }
+  },
+  {
+    accessorKey: "socials.portfolio",
+    header: "Portfolio",
+    cell: ({ row }) => {
+        const portfolio = row.original.socials?.portfolio
+        return portfolio ? (
+             <TooltipProvider>
+                <Tooltip>
+                    <TooltipTrigger asChild>
+                        <a href={portfolio} target="_blank" rel="noreferrer"><Home className="h-5 w-5 text-gray-500" /></a>
+                    </TooltipTrigger>
+                    <TooltipContent>
+                        <p>{portfolio}</p>
+                    </TooltipContent>
+                </Tooltip>
+            </TooltipProvider>
+        ) : "N/A"
+    }
+  },
+   {
+    accessorKey: "score",
+    header: "Score",
+    cell: ({ row }) => {
+        const score = row.original.score;
+        return score ? score.toFixed(4) : "N/A";
+    }
+  },
+  {
+    id: "actions",
+    cell: ({ row }) => {
+      const contact = row.original;
+      const [isLoading, setIsLoading] = useState(false);
+
+      const handleAnalyze = async () => {
+          if (!contact._id) return;
+          const urls = Object.values(contact.socials || {}).filter(Boolean) as string[];
+        //   if(contact.source) urls.push(contact.source);
+          if (urls.length === 0) {
+              alert("No URLs found for this contact to analyze.");
+              return;
+          }
+          setIsLoading(true);
+          try {
+              const updatedContact = await analyzePersona(contact._id, urls);
+              alert('Persona analysis complete!');
+              refreshData();
+              openPersonaModal(updatedContact);
+          } catch (error) {
+              console.error(error);
+              alert('Failed to analyze persona.');
+          } finally {
+              setIsLoading(false);
+          }
+      }
+ 
+      return (
+        <div className="flex space-x-2">
+            {contact.persona && (
+                 <Button variant="ghost" className="h-8 w-8 p-0" onClick={() => openPersonaModal(contact)}>
+                    <UserSquare className="h-5 w-5" />
+                </Button>
+            )}
+            <Button variant="outline" size="sm" onClick={handleAnalyze} disabled={isLoading}>
+                {isLoading ? "Analyzing..." : "Deeper Analysis"}
+            </Button>
+        </div>
+      )
+    },
+  },
+]
diff --git a/examples/contact-extractor-agent/components/contacts-dashboard/contacts-table.tsx b/examples/contact-extractor-agent/components/contacts-dashboard/contacts-table.tsx
new file mode 100644
index 0000000..5d6d575
--- /dev/null
+++ b/examples/contact-extractor-agent/components/contacts-dashboard/contacts-table.tsx
@@ -0,0 +1,115 @@
+'use client';
+
+import { useEffect, useState, useRef } from 'react';
+import { Contact } from '@/app/ai/agents/contactExtractorAgent/helpers/schema';
+import { DataTable } from './data-table';
+import { columns } from './columns';
+import { Input } from '@/components/ui/input';
+import { Button } from '@/components/ui/button';
+import { PersonaModal } from './persona-modal';
+
+interface SearchResult {
+    metadata: Contact;
+    score: number;
+}
+
+async function getContacts(): Promise<Contact[]> {
+    console.log(`Fetching all contacts...`);
+    const url = '/api/contacts';
+    try {
+        const response = await fetch(url);
+        if (!response.ok) {
+            console.error(`API request to ${url} failed with status ${response.status}`);
+            return [];
+        }
+        const data = await response.json();
+        console.log(`Successfully fetched ${data.length} contacts from ${url}`);
+        return data;
+    } catch (error) {
+        console.error(`An error occurred while fetching from ${url}:`, error);
+        return [];
+    }
+}
+
+async function searchContacts(query: string, topK: number): Promise<SearchResult[]> {
+    console.log(`Searching contacts... Query: "${query}", topK: ${topK}`);
+    const url = `/api/contacts?q=${query}&topK=${topK}`;
+    try {
+        const response = await fetch(url);
+        if (!response.ok) {
+            console.error(`API request to ${url} failed with status ${response.status}`);
+            return [];
+        }
+        const data = await response.json();
+        console.log(`Successfully fetched ${data.length} contacts from ${url}`);
+        return data;
+    } catch (error) {
+        console.error(`An error occurred while fetching from ${url}:`, error);
+        return [];
+    }
+}
+
+export function ContactsTable() {
+    const [contacts, setContacts] = useState<Contact[] | SearchResult[]>([]);
+    const [search, setSearch] = useState('');
+    const [topK, setTopK] = useState(10);
+    const [selectedContact, setSelectedContact] = useState<Contact | null>(null);
+    const [isPersonaModalOpen, setIsPersonaModalOpen] = useState(false);
+
+    const openPersonaModal = (contact: Contact) => {
+        setSelectedContact(contact);
+        setIsPersonaModalOpen(true);
+    }
+    
+    const refreshData = () => {
+        if (search) {
+            handleSearch();
+        } else {
+            getContacts().then(setContacts);
+        }
+    }
+
+    const handleSearch = async () => {
+        if (!search) {
+            getContacts().then(setContacts);
+            return;
+        }
+        const results = await searchContacts(search, topK);
+        setContacts(results);
+    }
+
+    // Effect for the initial data load when the component mounts.
+    useEffect(() => {
+        console.log('Component mounted. Fetching initial contacts.');
+        getContacts().then(setContacts);
+    }, []); // Empty dependency array ensures this runs only once on mount.
+
+    const tableData = contacts.map(c => 'metadata' in c ? { ...c.metadata, score: c.score } : c);
+
+    return (
+        <div className="w-full">
+            <div className="flex items-center space-x-2 py-4">
+                <Input
+                    placeholder="Search contacts..."
+                    value={search}
+                    onChange={(event) => setSearch(event.target.value)}
+                    className="max-w-sm"
+                />
+                <Input
+                    type="number"
+                    placeholder="topK"
+                    value={topK}
+                    onChange={(event) => setTopK(parseInt(event.target.value, 10))}
+                    className="max-w-[100px]"
+                />
+                <Button onClick={handleSearch}>Search</Button>
+            </div>
+            <DataTable columns={columns(openPersonaModal, refreshData)} data={tableData} />
+            <PersonaModal 
+                contact={selectedContact}
+                isOpen={isPersonaModalOpen}
+                onClose={() => setIsPersonaModalOpen(false)}
+            />
+        </div>
+    );
+}
diff --git a/examples/contact-extractor-agent/components/contacts-dashboard/data-table.tsx b/examples/contact-extractor-agent/components/contacts-dashboard/data-table.tsx
new file mode 100644
index 0000000..0502645
--- /dev/null
+++ b/examples/contact-extractor-agent/components/contacts-dashboard/data-table.tsx
@@ -0,0 +1,80 @@
+"use client"
+
+import {
+  ColumnDef,
+  flexRender,
+  getCoreRowModel,
+  useReactTable,
+} from "@tanstack/react-table"
+
+import {
+  Table,
+  TableBody,
+  TableCell,
+  TableHead,
+  TableHeader,
+  TableRow,
+} from "@/components/ui/table"
+
+interface DataTableProps<TData, TValue> {
+  columns: ColumnDef<TData, TValue>[]
+  data: TData[]
+}
+
+export function DataTable<TData, TValue>({
+  columns,
+  data,
+}: DataTableProps<TData, TValue>) {
+  const table = useReactTable({
+    data,
+    columns,
+    getCoreRowModel: getCoreRowModel(),
+  })
+
+  return (
+    <div className="rounded-md border">
+      <Table>
+        <TableHeader>
+          {table.getHeaderGroups().map((headerGroup) => (
+            <TableRow key={headerGroup.id}>
+              {headerGroup.headers.map((header) => {
+                return (
+                  <TableCell key={header.id}>
+                    {header.isPlaceholder
+                      ? null
+                      : flexRender(
+                          header.column.columnDef.header,
+                          header.getContext()
+                        )}
+                  </TableCell>
+                )
+              })}
+            </TableRow>
+          ))}
+        </TableHeader>
+        <TableBody>
+          {table.getRowModel().rows?.length ? (
+            table.getRowModel().rows.map((row) => (
+              <TableRow
+                key={row.id}
+                data-state={row.getIsSelected() && "selected"}
+              >
+                {row.getVisibleCells().map((cell) => (
+                  <TableCell key={cell.id}>
+                    {flexRender(cell.column.columnDef.cell, cell.getContext())}
+                  </TableCell>
+                ))}
+              </TableRow>
+            ))
+          ) : (
+            <TableRow>
+              <TableCell colSpan={columns.length} className="h-24 text-center">
+                No results.
+              </TableCell>
+            </TableRow>
+          )}
+        </TableBody>
+      </Table>
+    </div>
+  )
+}
diff --git a/examples/contact-extractor-agent/components/contacts-dashboard/persona-modal.tsx b/examples/contact-extractor-agent/components/contacts-dashboard/persona-modal.tsx
new file mode 100644
index 0000000..65beabe
--- /dev/null
+++ b/examples/contact-extractor-agent/components/contacts-dashboard/persona-modal.tsx
@@ -0,0 +1,54 @@
+
+import {
+    Dialog,
+    DialogContent,
+    DialogDescription,
+    DialogHeader,
+    DialogTitle,
+} from "@/components/ui/dialog"
+import { Contact } from "@/app/ai/agents/contactExtractorAgent/helpers/schema";
+
+interface PersonaModalProps {
+    contact: Contact | null;
+    isOpen: boolean;
+    onClose: () => void;
+}
+
+export function PersonaModal({ contact, isOpen, onClose }: PersonaModalProps) {
+    if (!contact || !contact.persona) return null;
+
+    return (
+        <Dialog open={isOpen} onOpenChange={onClose}>
+            <DialogContent>
+                <DialogHeader>
+                    <DialogTitle>{contact.name || 'Contact'} Persona</DialogTitle>
+                    <DialogDescription>
+                       Detailed persona analysis.
+                    </DialogDescription>
+                </DialogHeader>
+                <div className="space-y-4">
+                   <div>
+                        <h3 className="font-semibold">Profession</h3>
+                        <p>{contact.persona.profession || 'N/A'}</p>
+                   </div>
+                   <div>
+                        <h3 className="font-semibold">Age</h3>
+                        <p>{contact.persona.age || 'N/A'}</p>
+                   </div>
+                   <div>
+                        <h3 className="font-semibold">Location</h3>
+                        <p>{contact.persona.location || 'N/A'}</p>
+                   </div>
+                   <div>
+                        <h3 className="font-semibold">Summary</h3>
+                        <p>{contact.persona.summary || 'N/A'}</p>
+                   </div>
+                   <div>
+                        <h3 className="font-semibold">Interests</h3>
+                        <p>{contact.persona.interests?.join(', ') || 'N/A'}</p>
+                   </div>
+                </div>
+            </DialogContent>
+        </Dialog>
+    )
+}
diff --git a/examples/contact-extractor-agent/components/studio/context/AppChatProvider.tsx b/examples/contact-extractor-agent/components/studio/context/AppChatProvider.tsx
new file mode 100644
index 0000000..5494952
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/context/AppChatProvider.tsx
@@ -0,0 +1,432 @@
+
+import { RestSdk } from "@/lib/studio/services/RestSdk";
+import { useChat, UseChatOptions } from "@ai-sdk/react";
+import { getTextParts } from "@microfox/ai-router";
+import {
+    ChatRequestOptions,
+    DefaultChatTransport,
+    UIMessage
+} from "ai";
+import { useParams } from "next/navigation";
+import React, {
+    createContext,
+    useCallback,
+    useContext,
+    useEffect,
+    useMemo,
+    useState,
+} from "react";
+import { toast } from "sonner";
+import useSWR from "swr";
+
+type AppContextType = ReturnType<typeof useAppContext>;
+
+const AppContext = createContext<AppContextType | undefined>(
+    undefined
+);
+
+export interface AppChatProviderProps {
+    children: React.ReactNode;
+    chatOptions?: Partial<UseChatOptions<UIMessage<any, any, any>>>;
+    sessionId?: string;
+}
+
+export const useAppContext = (
+    userChatOptions?: Partial<UseChatOptions<UIMessage>>,
+    thisSessionId?: string
+) => {
+
+    const sessionId = thisSessionId || "undefined";
+
+    const {
+        data: serverMessages,
+        mutate,
+        isValidating,
+        isLoading,
+    } = useSWR<UIMessage[]>(
+        sessionId && sessionId != "undefined" ? `/api/studio/chat/message?sessionId=${sessionId}` : undefined,
+        async (url: string) => {
+            const res = await RestSdk.getData(url, {});
+            return res;
+        },
+        {
+            revalidateOnMount: true,
+            revalidateOnFocus: true,
+        }
+    );
+
+    const { ...chatOptions } = useChat<UIMessage<any, any, any>>({
+        transport: new DefaultChatTransport({
+            api: sessionId && sessionId != "undefined" ? "/api/studio/chat" : undefined,
+            prepareSendMessagesRequest: ({
+                id,
+                messages,
+                requestMetadata,
+                body,
+                ...rest
+            }) => {
+                console.log("[prepareSendMessagesRequest]", {
+                    id,
+                    messages,
+                    requestMetadata,
+                    body,
+                    rest,
+                });
+                return {
+                    ...rest,
+                    headers: {
+                        "Content-Type": "application/json",
+                        "x-client-request-id": sessionId ?? "",
+                        ...rest.headers,
+                    },
+                    body: {
+                        ...body,
+                        messages: [messages[messages.length - 1]],
+                        sessionId: sessionId
+                    },
+                };
+            },
+        }),
+        resume: false,
+        messages: (serverMessages as any[]) || [],
+        ...userChatOptions,
+        id: sessionId,
+        onFinish: (response) => {
+            console.log("[onFinish] called with response:", response);
+            try {
+                const { message, ...rest } = response;
+                let _minionFlow;
+                let _minionType;
+                //add this message to the db
+                if (
+                    message?.parts?.length === 0 ||
+                    !message.role ||
+                    !message?.parts ||
+                    !message?.parts[0]
+                ) {
+                    console.log("[onFinish] Message has no parts, returning.");
+                    return;
+                }
+                const _sessionId =
+                    message.metadata?.sessionId ?? sessionId;
+                const postDataPayload = {
+                    context: "on-finish",
+                    id: message.id?.startsWith(_sessionId)
+                        ? message.id
+                        : _sessionId + "-" + message.id,
+                    role: message.role,
+                    metadata: message.metadata,
+                    parts: message.parts,
+                    content: getTextParts(message).join(", ") ?? "",
+                    ...rest,
+                    sessionId: _sessionId,
+                };
+                console.log(
+                    "[onFinish] Storing assistant message to DB with payload:",
+                    postDataPayload
+                );
+                RestSdk.postData("/api/studio/chat/message", postDataPayload);
+            } catch (error) {
+                console.error("[onFinish] Error storing assistant message:", error);
+            }
+        },
+        onError: (error) => {
+            console.error("[onError] Chat error:", error);
+        },
+    });
+
+    useEffect(() => {
+        if (
+            serverMessages &&
+            chatOptions.messages.length === 0 &&
+            serverMessages.length > 0
+        ) {
+            chatOptions.setMessages(serverMessages as any);
+        }
+    }, [serverMessages, chatOptions.messages, chatOptions.status]);
+
+    //-----------LISTENING-------------
+    //console.log("lastKnownStuff", lastKnownMinionType, lastKnownMinionFlow);
+
+    useEffect(() => {
+        // console.log("messages", chatOptions.messages);
+        // const lastMessage = chatOptions.messages?.[chatOptions.messages.length - 1];
+        // const isClientRequestTitle: any = lastMessage?.metadata?.clientRequestTitle;
+        // if (isClientRequestTitle && isClientRequestTitle !== selectedRequest?.title) {
+        //   mutateSelectedClientRequest();
+        // }
+    }, [chatOptions.messages]);
+
+    // useEffect(() => {
+    //   //console.log("data", chatOptions.data);
+    // }, [chatOptions.data]);
+
+    //-----------DB OPERATIONS -----------------
+    const createMessage = useCallback(
+        async (
+            message: UIMessage
+        ) => {
+            console.log("[createMessage] called with:", {
+                message
+            });
+            if (!message.id) {
+                message.id = crypto.randomUUID();
+                console.log("[createMessage] Generated new message id:", message.id);
+            }
+            try {
+                const payload = {
+                    ...message,
+                    id: message.id?.startsWith(sessionId) ? message.id : sessionId + "-" + message.id,
+                    sessionId: sessionId,
+                    content: getTextParts(message).join(", ") ?? "",
+                    context: "on-start",
+                };
+                console.log(
+                    "[createMessage] Posting message to DB with payload:",
+                    payload
+                );
+                await RestSdk.postData("/api/studio/chat/message", payload);
+                console.log("[createMessage] Successfully posted message to DB.");
+            } catch (error) {
+                console.error("[createMessage] Error creating message:", error);
+            }
+        },
+        [sessionId]
+    );
+
+    const deleteMessages = useCallback(
+        async (messageIds: string[]) => {
+            if (!sessionId) {
+                return;
+            }
+            let _ids = messageIds.map((_id) =>
+                _id.startsWith(sessionId) ? _id : sessionId + "-" + _id
+            );
+            return await RestSdk.deleteData(
+                `/api/studio/chat/message?ids=${_ids.join(",")}&sessionId=${sessionId}`,
+                {}
+            );
+        },
+        [sessionId]
+    );
+
+    //-----------USECHAT OVERWITES------------
+    // BYPASSING the original handle submit
+    const handleSubmit = async (
+        text: string,
+        event?: {
+            preventDefault?: () => void;
+        },
+        chatRequestOptions?: ChatRequestOptions
+    ) => {
+        console.log("[handleSubmit] called with:", { text, chatRequestOptions });
+        // first store the lastmessage to db
+        const newMessage: UIMessage = {
+            id: crypto.randomUUID(),
+            role: "user",
+            parts: [
+                {
+                    type: "text",
+                    text: text,
+                },
+            ],
+        };
+        if (event) {
+            event.preventDefault?.();
+        }
+        setInput("");
+        console.log("[handleSubmit] created new message:", newMessage);
+        await appendMessage({ message: newMessage, chatRequestOptions });
+        console.log("[handleSubmit] finished.");
+    };
+
+    /** should prefill the minion annotation */
+    const appendMessage = useCallback(
+        async ({
+            message,
+            chatRequestOptions,
+            bypassDb,
+            bypassAi,
+        }: {
+            message: UIMessage;
+            chatRequestOptions?: ChatRequestOptions;
+            bypassDb?: boolean;
+            bypassAi?: boolean;
+        }) => {
+            console.log("[appendMessage] called with:", {
+                message,
+                chatRequestOptions,
+                bypassDb,
+            });
+
+            if (
+                !sessionId &&
+                !(chatRequestOptions?.body as any)?.sessionId &&
+                sessionId == "undefined"
+            ) {
+                toast.error("Chat session not initialized. Please try again.");
+                return;
+            }
+
+            const bodyParams = {
+                ...chatRequestOptions?.body,
+                ...(sessionId ? { sessionId: sessionId } : {}),
+            };
+            console.log("[appendMessage] Constructed bodyParams:", bodyParams);
+
+            let messageNew = {
+                ...message,
+                id: message.id
+                    ? sessionId && message.id.startsWith(sessionId)
+                        ? message.id
+                        : sessionId + "-" + message.id
+                    : crypto.randomUUID(),
+                metadata: {
+                    ...bodyParams,
+                    ...(message.metadata || {}),
+                    createdAt: new Date().toISOString(),
+                    updatedAt: new Date().toISOString(),
+                },
+            };
+            console.log("[appendMessage] Constructed messageNew:", messageNew);
+
+            const promises = []
+            if (!bypassDb) {
+                console.log("[appendMessage] Storing user message to DB...");
+                promises.push(createMessage(messageNew));
+                console.log("[appendMessage] Stored user message to DB.");
+            }
+
+            console.log("[appendMessage] Calling chatOptions.sendMessage with:", {
+                messageNew,
+                chatRequestOptions: { ...chatRequestOptions, body: bodyParams },
+            });
+            if (!bypassAi) {
+                promises.push(chatOptions.sendMessage(messageNew, {
+                    ...chatRequestOptions,
+                    body: bodyParams,
+                }));
+            } else {
+                promises.push(chatOptions.setMessages((messages) => [...messages, messageNew]));
+            }
+            await Promise.all(promises);
+        },
+        [
+            sessionId
+        ]
+    );
+
+    const handleEditMessage = async (messageIndex: number) => {
+        if (messageIndex >= chatOptions.messages.length) {
+            return;
+        }
+        // show alert dialog to confirm the edit
+        const messageToEdit = { ...chatOptions.messages[messageIndex] };
+        if (messageToEdit.role !== "user") {
+            console.error("Cannot edit an assistant message index.");
+            toast.error("Cannot edit from this point.");
+            return;
+        }
+        chatOptions.stop();
+
+        const newTextInput = getTextParts(
+            messageToEdit as UIMessage<any, any, any>
+        );
+        setInput(newTextInput?.[0] ?? "");
+
+        const messagesToDelete = chatOptions.messages.slice(messageIndex);
+        if (messagesToDelete.length > 0) {
+            const response = await deleteMessages(messagesToDelete.map((m) => m.id));
+            console.log("deleted messages", response);
+        }
+
+        chatOptions.setMessages((messages) => {
+            let newMessages = messages.slice(0, messageIndex);
+            if (!newMessages || newMessages.length === 0) {
+                newMessages = [];
+            }
+            return newMessages;
+        });
+    };
+
+    const handleRefresh = async (messageIndex: number) => {
+        if (messageIndex >= chatOptions.messages.length) {
+            return;
+        }
+
+        const messageToResend = { ...chatOptions.messages[messageIndex] }; // The user message to resend
+        if (messageToResend.role !== "user") {
+            console.error("Cannot refresh from an assistant message index.");
+            toast.error("Cannot refresh from this point.");
+            return;
+        }
+
+        chatOptions.stop();
+        // Extract body parameters from annotations
+        const bodyParams = messageToResend.metadata;
+
+        const messagesToDelete = chatOptions.messages.slice(messageIndex + 1); // Assistant response and subsequent messages
+        if (messagesToDelete.length > 0) {
+            const response = await deleteMessages(messagesToDelete.map((m) => m.id));
+            console.log("deleted messages", response);
+        }
+
+        chatOptions.setMessages((messages) => {
+            const newMessages = messages.slice(0, messageIndex);
+            return newMessages;
+        });
+
+        if (messageToResend) {
+            try {
+                // Resend the user message, triggering backend processing again
+                await appendMessage({
+                    message: messageToResend as UIMessage,
+                    chatRequestOptions: { body: bodyParams },
+                    bypassDb: true,
+                    bypassAi: false,
+                });
+            } catch (error) {
+                console.log("error appending message during refresh", error);
+                toast.error("Failed to refresh. Please try again.");
+            }
+        }
+    };
+
+    const [input, setInput] = useState("");
+
+    return {
+        ...chatOptions,
+        handleSubmit,
+        append: appendMessage,
+        mutate,
+        isLoading,
+        isValidating,
+        serverMessages,
+        handleRefresh,
+        handleEditMessage,
+        input,
+        setInput,
+    };
+};
+
+export const AppChatProvider: React.FC<AppChatProviderProps> = ({
+    children,
+    chatOptions: userChatOptions,
+    sessionId,
+}) => {
+    const value = useAppContext(userChatOptions, sessionId);
+    return (
+        <AppContext.Provider value={value}>
+            {children}
+        </AppContext.Provider>
+    );
+};
+
+// Custom hook to use the App context
+export const useAppChat = () => {
+    const context = useContext(AppContext);
+    if (context === undefined) {
+        throw new Error("useApp must be used within a AppProvider");
+    }
+    return context;
+};
diff --git a/examples/contact-extractor-agent/components/studio/context/AppSessionProvider.tsx b/examples/contact-extractor-agent/components/studio/context/AppSessionProvider.tsx
new file mode 100644
index 0000000..05fd73e
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/context/AppSessionProvider.tsx
@@ -0,0 +1,140 @@
+
+
+"use client";
+
+import { RestSdk } from "@/lib/studio/services/RestSdk";
+import { useParams, useRouter } from "next/navigation";
+import {
+    createContext,
+    ReactNode,
+    useContext,
+    useEffect,
+    useState
+} from "react";
+import { ChatSession } from "@/app/api/studio/chat/sessions/chatSessionUpstash";
+import { toast } from "sonner";
+import useSWR from "swr";
+import useLocalState from "./hooks/useLocalState";
+import dayjs from "dayjs";
+
+
+export const constructAutoSubmitMessage = (autoSubmit: string) => {
+    return {
+        id: crypto.randomUUID(),
+        content: autoSubmit,
+        role: "user" as const,
+        parts: [
+            {
+                type: "text" as const,
+                text: autoSubmit,
+            },
+        ],
+    };
+};
+
+type AppSessionContext = ReturnType<typeof useAppSessionContext>;
+
+const AppSessionContext = createContext<
+    AppSessionContext | undefined
+>(undefined);
+
+function useAppSessionContext(sessionId?: string) {
+    const [selectedSession, setSelectedSession] =
+        useLocalState<ChatSession | null>("selectedSession", null);
+    const router = useRouter();
+
+
+    const [submitMetadata, setSubmitMetadata] = useState<any>({});
+    const [autoSubmit, setAutoSubmit] = useState<string | null>(null);
+
+
+    const {
+        data: sessions = [],
+        error,
+        isLoading,
+        mutate: mutateSessions,
+    } = useSWR<ChatSession[]>(
+        `/api/studio/chat/sessions`,
+        async (url: string) => await fetch(url).then((res) => res.json())
+    );
+
+    useEffect(() => {
+        if (sessionId && sessionId != "undefined" && sessions.length > 0) {
+            setSelectedSession(sessions.find((session) => session.id === sessionId) ?? null);
+        }
+    }, [sessionId, sessions]);
+
+    const createNewEmptySession = async (
+        metadata?: any,
+        _autoSubmit?: string
+    ) => {
+
+        toast.promise(
+            RestSdk.postData(`/api/studio/chat/sessions`, {
+                metadata: metadata ?? {},
+                autoSubmit: _autoSubmit ?? null,
+            }),
+            {
+                loading: "Starting new session...",
+                success: (newRequest) => {
+                    if (!newRequest) {
+                        return "Failed to create session. Please try again.";
+                    }
+                    console.log("newRequest", newRequest);
+                    setSelectedSession(newRequest);
+                    setSubmitMetadata(metadata ?? {});
+                    setAutoSubmit(_autoSubmit ?? null);
+                    mutateSessions();
+                    router.push(
+                        `/studio/chat/${newRequest.id}`
+                    );
+                    return "Session created successfully!";
+                },
+                error: "Failed to create session. Please try again.",
+            }
+        );
+    };
+
+
+
+    return {
+        sessionId: sessionId ?? selectedSession?.id ?? null,
+        session: selectedSession,
+        sessions: sessions?.sort((a, b) => dayjs(b.createdAt).toDate().getTime() - dayjs(a.createdAt).toDate().getTime()),
+        isLoading: isLoading,
+        createNewEmptySession,
+        setSelectedSession,
+        mutateSessions,
+        submitMetadata,
+        setSubmitMetadata,
+        autoSubmit,
+        setAutoSubmit,
+    };
+}
+
+export function useAppSession() {
+    const context = useContext(AppSessionContext);
+    if (context === undefined) {
+        throw new Error(
+            "useAppSession must be used within a AppSessionProvider"
+        );
+    }
+    return context;
+}
+
+interface ClientProjectProviderProps {
+    children: ReactNode;
+    sessionId?: string;
+}
+
+export function AppSessionProvider({
+    children,
+    sessionId,
+}: ClientProjectProviderProps) {
+    const value = useAppSessionContext(sessionId);
+    return (
+        <AppSessionContext.Provider value={value}>
+            {children}
+        </AppSessionContext.Provider>
+    );
+}
diff --git a/examples/contact-extractor-agent/components/studio/context/ChatUiProvider.tsx b/examples/contact-extractor-agent/components/studio/context/ChatUiProvider.tsx
new file mode 100644
index 0000000..a6053bc
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/context/ChatUiProvider.tsx
@@ -0,0 +1,63 @@
+import React, {
+    createContext,
+    useContext,
+    useState,
+    useEffect,
+    useCallback,
+    useRef,
+} from "react";
+
+// Create the context with a default value
+const ChatUIContext = createContext<ReturnType<typeof useChatUIContextValue> | undefined>(undefined);
+
+// Props for the provider component
+export interface ChatUIProviderProps {
+    children: React.ReactNode;
+}
+
+// Define the hook that will be used to create the context value
+export const useChatUIContextValue = () => {
+    const [hasScrolled, setHasScrolled] = useState<boolean>(false);
+    const messagesEndRef = useRef<HTMLDivElement>(null);
+
+    // Scroll to the bottom of the chat window
+    const scrollToBottom = () => {
+        messagesEndRef.current?.scrollIntoView({ behavior: "smooth" });
+    };
+
+
+    const handleScroll = (e: React.UIEvent<HTMLDivElement>) => {
+        if (!hasScrolled) {
+            setHasScrolled(true);
+        }
+    };
+
+    // Return the context value
+    return {
+        hasScrolled,
+        setHasScrolled,
+        handleScroll,
+        messagesEndRef,
+        scrollToBottom
+    };
+};
+
+// The provider component
+export const ChatUIProvider: React.FC<ChatUIProviderProps> = ({ children }) => {
+    const contextValue = useChatUIContextValue();
+
+    return (
+        <ChatUIContext.Provider value={contextValue}>
+            {children}
+        </ChatUIContext.Provider>
+    );
+};
+
+// Custom hook to use the ChatUI context
+export const useChatUI = () => {
+    const context = useContext(ChatUIContext);
+    if (context === undefined) {
+        throw new Error("useChatUIContext must be used within a ChatUIProvider");
+    }
+    return context;
+};
diff --git a/examples/contact-extractor-agent/components/studio/context/ComponentProvider.tsx b/examples/contact-extractor-agent/components/studio/context/ComponentProvider.tsx
new file mode 100644
index 0000000..772511e
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/context/ComponentProvider.tsx
@@ -0,0 +1,130 @@
+'use client';
+
+import React, {
+    createContext,
+    useContext,
+    useState,
+    ReactNode,
+    ComponentType,
+} from 'react';
+import { ToolSet, ToolUIPart } from 'ai';
+import { AgentData, AgentTool, UITools } from '@microfox/ai-router';
+
+type Equal<X, Y> =
+    (<T>() => T extends X ? 1 : 2) extends
+    (<T>() => T extends Y ? 1 : 2) ? true : false;
+
+
+type ToolComponentMap<T extends UITools = UITools> = {
+    input?: ComponentType<{ tool: ToolUIPart<T> }>;
+    output?: ComponentType<{ tool: ToolUIPart<T> }>;
+    full?: ComponentType<{ tool: ToolUIPart<T> }>;
+    header?: ComponentType<{ tool: ToolUIPart<T> }>;
+    header_sticky?: ComponentType<{ tool: ToolUIPart<T>, isStickyRender?: boolean }>;
+    footer?: ComponentType<{ tool: ToolUIPart<T> }>;
+    footer_sticky?: ComponentType<{ tool: ToolUIPart<T>, isStickyRender?: boolean }>;
+    side?: ComponentType<{ tool: ToolUIPart<T> }>;
+} & {
+    [key: string]: ComponentType<{ tool: ToolUIPart<T> }>;
+}
+
+type DataComponentMap<T extends unknown = Record<string, any>> = {
+    [key: string]: ComponentType<T>;
+}
+
+// Define the type for the component map. It maps a string key to a React component.
+export type AiComponentMap<P extends string | number | symbol | any = string, T = unknown> = {
+    tools?: Record<keyof P, ToolComponentMap<T extends UITools ? T : any>>;
+    data?: Partial<Record<keyof P, DataComponentMap<any>>>;
+};
+
+// Define the props for the ComponentProvider. It takes a map of components and children.
+export interface ComponentProviderProps {
+    children: ReactNode;
+    componentMap: AiComponentMap;
+    aiRouterTools: ToolSet;
+    //aiRouterMetadata: Record<string, AgentTool["metadata"]>;
+}
+
+export const useComponentProviderValue = ({
+    componentMap,
+    aiRouterToolMetadata,
+}: {
+    componentMap: AiComponentMap;
+    aiRouterToolMetadata: Record<string, AgentTool["metadata"]>
+}) => {
+    const [components] = useState<AiComponentMap>(componentMap);
+    const [metadata] = useState<Record<string, AgentTool["metadata"]>>(aiRouterToolMetadata);
+
+    /**
+     * Retrieves a component from the map by its name.
+     * @param {string} name The name of the component to retrieve.
+     * @returns {ComponentType<any> | undefined} The component if found, otherwise undefined.
+     */
+    const getToolComponent = <P extends keyof ToolComponentMap = keyof ToolComponentMap>(id: string, type: P extends keyof ToolComponentMap ? P : keyof ToolComponentMap) => {
+        let _id = (id as string)?.replace("tool-", "");
+        if (components?.tools && _id in components.tools) {
+            return components.tools
+                ?.[_id as keyof AiComponentMap["tools"]]?.[type] as ToolComponentMap[P];
+        }
+        return undefined;
+    };
+
+    const getDataComponent = (id: any, type: keyof DataComponentMap) => {
+        let _id = (id as string)?.replace("data-", "") as string;
+        if (components?.data && _id in components.data) {
+            return components.data?.[_id as keyof AiComponentMap["data"]]?.[type];
+        }
+        return undefined;
+    };
+
+    return {
+        getToolComponent,
+        getDataComponent,
+        aiRouterMetadata: metadata,
+    };
+};
+
+// Create the context with a default undefined value.
+const ComponentContext = createContext<
+    ReturnType<typeof useComponentProviderValue> | undefined
+>(undefined);
+
+/**
+ * The provider component that holds the component map and makes it available to its children.
+ * @param {ComponentProviderProps} props The props for the component.
+ * @returns {ReactNode} The provider component wrapping the children.
+ */
+export const ComponentProvider: React.FC<ComponentProviderProps> = ({
+    children,
+    componentMap,
+    aiRouterTools
+}) => {
+    const aiRouterMetadata: Record<string, AgentTool["metadata"]> = Object.entries(aiRouterTools).reduce((acc, [key, value]) => {
+        acc[key as string] = {
+            ...(value as AgentTool).metadata,
+        };
+        return acc;
+    }, {} as Record<string, AgentTool["metadata"]>);
+    const contextValue = useComponentProviderValue({ componentMap, aiRouterToolMetadata: aiRouterMetadata });
+
+    return (
+        <ComponentContext.Provider value={contextValue}>
+            {children}
+        </ComponentContext.Provider>
+    );
+};
+
+/**
+ * Custom hook to access the component context.
+ * This makes it easy for child components to get components from the map.
+ * @returns {ReturnType<typeof useComponentProviderValue>} The context value.
+ * @throws {Error} If used outside of a ComponentProvider.
+ */
+export const useComponents = () => {
+    const context = useContext(ComponentContext);
+    if (context === undefined) {
+        throw new Error('useComponents must be used within a ComponentProvider');
+    }
+    return context;
+};
diff --git a/examples/contact-extractor-agent/components/studio/context/FileUploadProvider.tsx b/examples/contact-extractor-agent/components/studio/context/FileUploadProvider.tsx
new file mode 100644
index 0000000..0d0331a
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/context/FileUploadProvider.tsx
@@ -0,0 +1,138 @@
+"use client";
+
+import { StudioConfig } from "@/microfox.config";
+import { createContext, ReactNode, useContext, useState } from "react";
+import { toast } from "sonner";
+
+export type AttachedMedia = {
+    file: File;
+    preview: string;
+};
+
+export type MediaPayload = {
+    mediaName: string;
+    mediaType: string;
+    mediaFormat: string;
+    mediaUrl: string;
+};
+
+interface FileUploadContextType {
+    attachedMedia: AttachedMedia[];
+    mediaPayload: MediaPayload[];
+    mediaUploadStatus: "IDLE" | "UPLOADING" | "SUCCESS" | "ERROR";
+    handleFileChange: (
+        files: FileList,
+        userId: string,
+        folderName: string,
+    ) => Promise<void>;
+    removeMedia: (index: number) => void;
+    setAttachedMedia: (media: AttachedMedia[]) => void;
+    setMediaPayload: (payload: MediaPayload[]) => void;
+    resetMedia: () => void;
+}
+
+const FileUploadContext = createContext<FileUploadContextType | undefined>(
+    undefined,
+);
+
+export function FileUploadProvider({ children }: { children: ReactNode }) {
+    const [attachedMedia, setAttachedMedia] = useState<AttachedMedia[]>([]);
+    const [mediaPayload, setMediaPayload] = useState<MediaPayload[]>([]);
+    const [mediaUploadStatus, setMediaUploadStatus] = useState<
+        "IDLE" | "UPLOADING" | "SUCCESS" | "ERROR"
+    >("IDLE");
+
+    const handleFileChange = async (
+        files: FileList,
+        userId: string,
+        folderName: string,
+    ) => {
+        if (files && files.length > 0) {
+            const filesArray = Array.from(files);
+            const newMedia = filesArray.map((file) => ({
+                file,
+                preview: URL.createObjectURL(file),
+            }));
+            setAttachedMedia((prev) => [...prev, ...newMedia]);
+
+            const formData = new FormData();
+            filesArray.forEach((file) => {
+                formData.append("file", file);
+            });
+            formData.append("userId", userId);
+            formData.append("folderName", folderName);
+
+            setMediaUploadStatus("UPLOADING");
+            try {
+                const response = await fetch("/api/client-requests/chat/upload-media", {
+                    method: "POST",
+                    body: formData,
+                    headers: {
+                        Authorization: StudioConfig.studioSettings.database.fileUpload?.apiKey || '',
+                    },
+                });
+
+                if (!response.ok) {
+                    throw new Error("Failed to upload media");
+                }
+
+                const data = await response.json();
+                if (!data.success) {
+                    throw new Error(data.error || "Failed to upload media");
+                }
+
+                setMediaPayload((prev) => [...prev, ...data.media]);
+                setMediaUploadStatus("SUCCESS");
+            } catch (error) {
+                toast.error("Failed to upload media");
+                console.error("Error uploading media:", error);
+                setMediaUploadStatus("ERROR");
+            }
+        }
+    };
+
+    const removeMedia = (index: number) => {
+        setMediaPayload((prev) => prev.filter((_, i) => i !== index));
+        setAttachedMedia((prev) => {
+            const updated = [...prev];
+            if (updated[index]?.preview) {
+                URL.revokeObjectURL(updated[index].preview);
+            }
+            updated.splice(index, 1);
+            return updated;
+        });
+        //TODO: delete file from backend
+    };
+
+    const resetMedia = () => {
+        attachedMedia.forEach((media) => URL.revokeObjectURL(media.preview));
+        setAttachedMedia([]);
+        setMediaPayload([]);
+        setMediaUploadStatus("IDLE");
+    };
+
+    return (
+        <FileUploadContext.Provider
+            value={{
+                attachedMedia,
+                mediaPayload,
+                mediaUploadStatus,
+                handleFileChange,
+                removeMedia,
+                setAttachedMedia,
+                setMediaPayload,
+                resetMedia,
+            }}
+        >
+            {children}
+        </FileUploadContext.Provider>
+    );
+}
+
+export function useFileUpload() {
+    const context = useContext(FileUploadContext);
+    if (context === undefined) {
+        throw new Error("useFileUpload must be used within a FileUploadProvider");
+    }
+    return context;
+}
diff --git a/examples/contact-extractor-agent/components/studio/context/LayoutProvider.tsx b/examples/contact-extractor-agent/components/studio/context/LayoutProvider.tsx
new file mode 100644
index 0000000..70811e6
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/context/LayoutProvider.tsx
@@ -0,0 +1,130 @@
+"use client";
+
+import {
+    createContext,
+    useContext,
+    useState,
+    useRef,
+    useCallback,
+} from "react";
+import * as ResizablePrimitive from "react-resizable-panels";
+import useLocalState from "./hooks/useLocalState";
+
+interface LayoutContextType {
+    isLeftCollapsed: boolean;
+    isRightCollapsed: boolean;
+    isLeftTransitioning: boolean;
+    isRightTransitioning: boolean;
+    leftPanelRef: React.RefObject<ResizablePrimitive.ImperativePanelHandle | null>;
+    rightPanelRef: React.RefObject<ResizablePrimitive.ImperativePanelHandle | null>;
+    handleLeftCollapse: (collapsed: boolean) => void;
+    handleRightCollapse: (collapsed: boolean) => void;
+    handleLeftResizeHandleClick: () => void;
+    handleRightResizeHandleClick: () => void;
+    isFeedbackModalOpen: boolean;
+    setIsFeedbackModalOpen: (open: boolean) => void;
+    rightPanelContent: React.ReactNode | null;
+    setRightPanelContent: (content: React.ReactNode | null) => void;
+}
+
+const LayoutContext = createContext<LayoutContextType | undefined>(undefined);
+
+export const LayoutProvider = ({ children }: { children: React.ReactNode }) => {
+    const [isLeftCollapsed, setIsLeftCollapsed] = useState(
+        false
+    );
+    const [isRightCollapsed, setIsRightCollapsed] = useState(
+        true
+    );
+    const [isLeftTransitioning, setIsLeftTransitioning] = useState(false);
+    const [isRightTransitioning, setIsRightTransitioning] = useState(false);
+    const [isFeedbackModalOpen, setIsFeedbackModalOpen] = useState(false);
+    const [rightPanelContent, setRightPanelContent] =
+        useState<React.ReactNode | null>(null);
+    const leftPanelRef = useRef<ResizablePrimitive.ImperativePanelHandle | null>(
+        null
+    );
+    const rightPanelRef = useRef<ResizablePrimitive.ImperativePanelHandle | null>(
+        null
+    );
+    const transitionTimeoutRef = useRef<NodeJS.Timeout | undefined>(undefined);
+
+    const handleLeftCollapse = useCallback((collapsed: boolean) => {
+        if (transitionTimeoutRef.current) {
+            clearTimeout(transitionTimeoutRef.current);
+        }
+
+        setIsLeftTransitioning(true);
+        if (leftPanelRef.current) {
+            if (collapsed) {
+                leftPanelRef.current.collapse();
+            } else {
+                leftPanelRef.current.expand();
+            }
+        }
+        setIsLeftCollapsed(collapsed);
+
+        transitionTimeoutRef.current = setTimeout(() => {
+            setIsLeftTransitioning(false);
+        }, 400);
+    }, []);
+
+    const handleRightCollapse = useCallback((collapsed: boolean) => {
+        if (transitionTimeoutRef.current) {
+            clearTimeout(transitionTimeoutRef.current);
+        }
+
+        setIsRightTransitioning(true);
+        if (rightPanelRef.current) {
+            if (collapsed) {
+                rightPanelRef.current.collapse();
+            } else {
+                rightPanelRef.current.expand();
+            }
+        }
+        setIsRightCollapsed(collapsed);
+
+        transitionTimeoutRef.current = setTimeout(() => {
+            setIsRightTransitioning(false);
+        }, 400);
+    }, []);
+
+    const handleLeftResizeHandleClick = useCallback(() => {
+        handleLeftCollapse(!isLeftCollapsed);
+    }, [isLeftCollapsed, handleLeftCollapse]);
+
+    const handleRightResizeHandleClick = useCallback(() => {
+        handleRightCollapse(!isRightCollapsed);
+    }, [isRightCollapsed, handleRightCollapse]);
+
+    return (
+        <LayoutContext.Provider
+            value={{
+                isLeftCollapsed,
+                isRightCollapsed,
+                isLeftTransitioning,
+                isRightTransitioning,
+                leftPanelRef,
+                rightPanelRef,
+                handleLeftCollapse,
+                handleRightCollapse,
+                handleLeftResizeHandleClick,
+                handleRightResizeHandleClick,
+                isFeedbackModalOpen,
+                setIsFeedbackModalOpen,
+                rightPanelContent,
+                setRightPanelContent,
+            }}
+        >
+            {children}
+        </LayoutContext.Provider>
+    );
+};
+
+export const useLayout = () => {
+    const context = useContext(LayoutContext);
+    if (context === undefined) {
+        throw new Error("useLayout must be used within a LayoutProvider");
+    }
+    return context;
+};
diff --git a/examples/contact-extractor-agent/components/studio/context/MessageProvider.tsx b/examples/contact-extractor-agent/components/studio/context/MessageProvider.tsx
new file mode 100644
index 0000000..ef48cef
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/context/MessageProvider.tsx
@@ -0,0 +1,78 @@
+import React, { createContext, useContext, useEffect, useState } from "react";
+import { UIMessage, UITools } from "ai";
+import { getDisplayParts, getStickyUiParts, getToolParts, getUiParts } from "./helpers/parts";
+import { useAppChat } from "./AppChatProvider";
+import { useComponents } from "./ComponentProvider";
+
+
+
+type MessageContextType<TOOLS extends UITools = UITools> = ReturnType<typeof useMessageContext<TOOLS>>;
+
+const MessageContext = createContext<MessageContextType | undefined>(undefined);
+
+export interface MessageProviderProps {
+    children: React.ReactNode;
+    message: UIMessage;
+}
+
+export const useMessageContext = <TOOLS extends UITools = UITools>({ message }: { message: UIMessage<any, any, TOOLS> }) => {
+    const [activePart, setActivePart] = useState<number>(0);
+    const { aiRouterMetadata } = useComponents();
+    const displayParts = getDisplayParts(message, aiRouterMetadata);
+    const uiParts = getUiParts(message);
+    const toolParts = getToolParts(message);
+    const stickyUiParts = getStickyUiParts(uiParts);
+
+    const { status } = useAppChat();
+
+    useEffect(() => {
+        if (displayParts && displayParts.length > 1) {
+            setActivePart(displayParts.length - 1);
+        }
+    }, []);
+
+    useEffect(() => {
+        if (displayParts && displayParts.length > 1 && status === "streaming" && activePart !== displayParts.length - 1) {
+            setActivePart((_index) => displayParts.length - 1);
+        }
+    }, [displayParts, status, activePart]);
+
+    const setActivePartByToolCallId = (toolCallId?: string) => {
+        if (!toolCallId) {
+            return;
+        }
+        const part = displayParts.findIndex((p) => (p as any).toolCallId === toolCallId);
+        if (part !== -1) {
+            setActivePart(part);
+        }
+    }
+
+    return {
+        activePart,
+        setActivePart,
+        displayParts,
+        uiParts,
+        toolParts,
+        stickyUiParts,
+        message,
+        setActivePartByToolCallId,
+    };
+};
+
+export const MessageProvider: React.FC<MessageProviderProps> = ({
+    children,
+    message,
+}) => {
+    const value = useMessageContext({ message });
+    return (
+        <MessageContext.Provider value={value}>{children}</MessageContext.Provider>
+    );
+};
+
+export const useMessageParts = <TOOLS extends UITools = UITools>() => {
+    const context = useContext(MessageContext) as MessageContextType<TOOLS>;
+    if (context === undefined) {
+        throw new Error("useMessage must be used within a MessageProvider");
+    }
+    return context;
+};
diff --git a/examples/contact-extractor-agent/components/studio/context/TabUiProvider.tsx b/examples/contact-extractor-agent/components/studio/context/TabUiProvider.tsx
new file mode 100644
index 0000000..ca27efc
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/context/TabUiProvider.tsx
@@ -0,0 +1,44 @@
+import React, { createContext, useContext, useState } from "react";
+
+export type TabType = "chat" | "dashboard" | "history" | "code" | "publish";
+
+interface TabUiContextType {
+    activeTab: TabType;
+    setActiveTab: (tab: TabType) => void;
+    previousTab: TabType | null;
+    setPreviousTab: (tab: TabType) => void;
+    getSlideDirection: (tabValue: string) => number;
+}
+
+const TabUiContext = createContext<TabUiContextType | undefined>(undefined);
+
+export const useTabUi = () => {
+    const context = useContext(TabUiContext);
+    if (!context) {
+        throw new Error("useTabUi must be used within a TabUiProvider");
+    }
+    return context;
+};
+
+export const TabUiProvider: React.FC<{ children: React.ReactNode }> = ({ children }) => {
+    const [activeTab, setActiveTab] = useState<TabType>("chat");
+    const [previousTab, setPreviousTab] = useState<TabType | null>(null);
+
+    const getSlideDirection = (tabValue: string) => {
+        if (!previousTab || previousTab === tabValue) return 0;
+        const tabOrder = ["chat", "history", "dashboard"];
+        const prevIndex = tabOrder.indexOf(previousTab);
+        const currentIndex = tabOrder.indexOf(tabValue);
+        return prevIndex < currentIndex ? 100 : -100;
+    };
+
+    const value = {
+        activeTab,
+        setActiveTab,
+        previousTab,
+        setPreviousTab,
+        getSlideDirection,
+    };
+
+    return <TabUiContext.Provider value={value}>{children}</TabUiContext.Provider>;
+};
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/context/helpers/parts.ts b/examples/contact-extractor-agent/components/studio/context/helpers/parts.ts
new file mode 100644
index 0000000..5a80d94
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/context/helpers/parts.ts
@@ -0,0 +1,125 @@
+import { UIMessage } from '@ai-sdk/react';
+import { AgentTool } from '@microfox/ai-router';
+import { ToolUIPart } from 'ai';
+
+const EXCLUDED_PARTS = ['tool-', 'step-start'];
+const MUST_INCLUDE_PARTS = ['tool-ui-'];
+
+export const getDisplayParts = (
+  message: UIMessage<any, any, any>,
+  aiRouterMetadata?: Record<string, AgentTool['metadata']>,
+) => {
+  return message?.parts?.filter((part) => {
+    if (part.type.startsWith('tool-ui-')) {
+      if ((part as any).output?.props?.isUISticky) {
+        return false;
+      }
+      return true;
+    }
+    if (part.type === 'text') {
+      if ((part as any).text.replaceAll('/n', '').trim() === '') {
+        return false;
+      }
+      return true;
+    }
+    if (
+      part.type.startsWith('tool-') &&
+      (part as any).state == 'output-available' &&
+      !(aiRouterMetadata
+        ? aiRouterMetadata[
+            (part as any).type.replace(
+              'tool-',
+              '',
+            ) as keyof typeof aiRouterMetadata
+          ]?.hideUI
+        : true)
+      // && ((part as any).output?.data || (part as any).output?.ui)
+    ) {
+      return true;
+    }
+    if (
+      part.type.startsWith('data-') &&
+      !(part as any).data?.metadata?.hideUI
+    ) {
+      return true;
+    }
+    if (
+      part.type.match(/summary/i) &&
+      (part as any).state == 'output-available' &&
+      (part as any).output?.summary &&
+      (part as any).output?._isFinal
+    ) {
+      return true;
+    }
+    if (EXCLUDED_PARTS.some((excluded) => part.type.startsWith(excluded))) {
+      return false;
+    }
+    return true;
+  });
+};
+
+export const getToolParts = (message: UIMessage<any, any, any>) => {
+  return message?.parts?.filter((part) => {
+    if (part.type.startsWith('tool-')) {
+      return true;
+    }
+  }) as ToolUIPart<any>[];
+};
+
+export const getUiParts = (message: UIMessage<any, any, any>) => {
+  return message?.parts?.filter(
+    (part) =>
+      part.type.startsWith('tool-ui-') ||
+      (part as any).output?._humanIntervention,
+  ) as ToolUIPart[];
+};
+
+/**
+ * Sticky Parts are that parts which are sticky even in the next parts they appear..
+ * @param parts
+ * @returns
+ */
+export const getStickyUiParts = (parts: ToolUIPart<any>[]) => {
+  return parts?.filter(
+    (part, _index) =>
+      (part.type.startsWith('data-') &&
+        (part as any).data?.metadata?.isUISticky) ||
+      (part.state === 'output-available' &&
+        ((part as any).output?.metadata?.isUISticky ||
+          part.output?._humanIntervention)),
+  );
+};
+
+export const getLastActiveToolPart = (
+  message: UIMessage<any, any, any>,
+  activePart: number,
+  displayParts?: UIMessage<any, any, any>['parts'],
+): ToolUIPart<any> | undefined => {
+  if (!displayParts || displayParts.length === 0) {
+    return undefined;
+  }
+
+  if (activePart === displayParts.length - 1) {
+    const lastDisplayPart = displayParts[activePart];
+
+    if (lastDisplayPart && displayParts) {
+      const originalIndexOfLastDisplayPart =
+        displayParts.lastIndexOf(lastDisplayPart);
+
+      if (originalIndexOfLastDisplayPart > 0) {
+        for (let i = originalIndexOfLastDisplayPart - 1; i >= 0; i--) {
+          const part = displayParts[i];
+          if (
+            part &&
+            part.type.startsWith('tool-') &&
+            !part.type.startsWith('tool-ui-')
+          ) {
+            return part as ToolUIPart<any>;
+          }
+        }
+      }
+    }
+  }
+
+  return undefined;
+};
diff --git a/examples/contact-extractor-agent/components/studio/context/hooks/useLocalState.ts b/examples/contact-extractor-agent/components/studio/context/hooks/useLocalState.ts
new file mode 100644
index 0000000..19ff46f
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/context/hooks/useLocalState.ts
@@ -0,0 +1,53 @@
+import { useState, useCallback, useRef } from 'react';
+
+export const IS_BROWSER = typeof window !== 'undefined';
+export const SUPPORTED = IS_BROWSER && window.localStorage;
+
+type Dispatch<A> = (value: A) => void;
+type SetStateAction<S> = S | ((prevState: S) => S);
+
+const useLocalState = <S>(
+  key: string,
+  defaultValue: S | (() => S),
+): [S, Dispatch<SetStateAction<S>>, () => void] => {
+  const [value, setValue] = useState<S>(() => {
+    const isCallable = (value: unknown): value is () => S =>
+      typeof value === 'function';
+    const toStore = isCallable(defaultValue) ? defaultValue() : defaultValue;
+    if (!SUPPORTED) return toStore;
+    const item = window.localStorage.getItem(key);
+    try {
+      return item ? JSON.parse(item) : toStore;
+    } catch (error) {
+      return toStore;
+    }
+  });
+
+  const lastValue = useRef(value);
+  lastValue.current = value;
+
+  const setLocalStateValue = useCallback(
+    (newValue: SetStateAction<S>) => {
+      const isCallable = (value: unknown): value is (prevState: S) => S =>
+        typeof value === 'function';
+      const toStore = isCallable(newValue)
+        ? newValue(lastValue.current)
+        : newValue;
+      if (SUPPORTED) window.localStorage.setItem(key, JSON.stringify(toStore));
+      setValue(toStore);
+    },
+    [key],
+  );
+
+  const reset = useCallback(() => {
+    const isCallable = (value: unknown): value is (prevState: S) => S =>
+      typeof value === 'function';
+    const toStore = isCallable(defaultValue) ? defaultValue() : defaultValue;
+    setValue(toStore);
+    if (SUPPORTED) window.localStorage.removeItem(key);
+  }, [defaultValue, key]);
+
+  return [value, setLocalStateValue, reset];
+};
+
+export default useLocalState;
diff --git a/examples/contact-extractor-agent/components/studio/global/MessageThoughtWrapper.tsx b/examples/contact-extractor-agent/components/studio/global/MessageThoughtWrapper.tsx
new file mode 100644
index 0000000..638b859
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/global/MessageThoughtWrapper.tsx
@@ -0,0 +1,44 @@
+import { FC, ReactNode, useRef, useEffect, useState } from 'react';
+import { InternalMarkdown } from './markdown';
+
+interface MessageThoughtWrapperProps {
+    children: string;
+    isStreaming?: boolean;
+}
+
+export const MessageMarkdown: FC<MessageThoughtWrapperProps> = ({ children, isStreaming = false }) => {
+    const scrollRef = useRef<HTMLDivElement>(null);
+    const [isCollapsed, setIsCollapsed] = useState(false);
+    const isThought = children?.trim()?.toLowerCase()?.startsWith('thought:');
+
+    useEffect(() => {
+        if (scrollRef.current) {
+            scrollRef.current.scrollTop = scrollRef.current.scrollHeight;
+        }
+    }, [children]);
+
+    useEffect(() => {
+        if (!isStreaming && isThought) {
+            setIsCollapsed(true);
+        }
+    }, [isStreaming, isThought]);
+
+    if (isThought) {
+        return (
+            <div className={`rounded-md p-3 relative ${isStreaming ? '' : ''} ${isCollapsed ? 'max-h-[0px] p-0!' : ''}`}>
+                <div className='absolute bottom-0 left-0 right-0 w-full h-[50%] bg-gradient-to-t from-white to-transparent' />
+                <div className='absolute top-0 left-0 right-0 w-full h-[50%] bg-gradient-to-b from-white to-transparent' />
+                <div
+                    ref={scrollRef}
+                    className={`overflow-y-auto transition-all duration-300 ${isCollapsed ? 'max-h-[0px]' : 'max-h-[150px]'}`}
+                    onClick={() => !isStreaming && setIsCollapsed(!isCollapsed)}
+                    style={{ cursor: !isStreaming ? 'pointer' : 'default' }}
+                >
+                    <InternalMarkdown>{children}</InternalMarkdown>
+                </div>
+            </div>
+        );
+    }
+
+    return <InternalMarkdown>{children}</InternalMarkdown>;
+};
diff --git a/examples/contact-extractor-agent/components/studio/global/PrintCode.tsx b/examples/contact-extractor-agent/components/studio/global/PrintCode.tsx
new file mode 100644
index 0000000..4fca852
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/global/PrintCode.tsx
@@ -0,0 +1,10 @@
+import { InternalMarkdown } from "./markdown";
+
+
+export const PrintCode = ({ code }: { code: string }) => {
+    return (
+        <InternalMarkdown>
+            {code}
+        </InternalMarkdown>
+    );
+};
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/global/markdown.tsx b/examples/contact-extractor-agent/components/studio/global/markdown.tsx
new file mode 100644
index 0000000..772fc4b
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/global/markdown.tsx
@@ -0,0 +1,28 @@
+import dynamic from 'next/dynamic';
+import { FC } from 'react';
+
+const TiptapMarkdown = dynamic(() => import('./tiptap-markdown'), {
+  ssr: false,
+});
+
+const markdownRegex =
+  /(^#+\s|\*\*|__|\*|_|~~|`|\[.+\]\(.+\)|!\[.+\]\(.+\)|`{3}|(^>\s)|(^\s*[-\*]\s)|(^\s*\d+\.\s))/m;
+
+const isMarkdown = (text: string) => {
+  return markdownRegex.test(text);
+};
+
+const htmlRegex = /<[a-z][\s\S]*>/i;
+const isHtml = (text: string) => {
+  return htmlRegex.test(text);
+};
+
+export const InternalMarkdown: FC<{ children: string; className?: string }> = ({
+  children,
+  className,
+}) => {
+  if (isMarkdown(children) || isHtml(children)) {
+    return <TiptapMarkdown className={className}>{children}</TiptapMarkdown>;
+  }
+  return <>{children}</>;
+};
diff --git a/examples/contact-extractor-agent/components/studio/global/remarkTimeSince.ts b/examples/contact-extractor-agent/components/studio/global/remarkTimeSince.ts
new file mode 100644
index 0000000..c67f614
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/global/remarkTimeSince.ts
@@ -0,0 +1,37 @@
+import dayjs from 'dayjs';
+
+function formatTimeSince(timestamp: number): string {
+  const now = Date.now();
+  const secondsAgo = Math.floor((now - timestamp) / 1000);
+
+  const intervals = {
+    year: 31536000,
+    month: 2592000,
+    week: 604800,
+    day: 86400,
+    hour: 3600,
+    minute: 60,
+    second: 1,
+  };
+
+  for (const [unit, seconds] of Object.entries(intervals)) {
+    const interval = Math.floor(secondsAgo / seconds);
+    if (interval >= 1) {
+      return `${interval} ${unit}${interval !== 1 ? 's' : ''} ago`;
+    }
+  }
+
+  return 'just now';
+}
+
+export function processTimeSince(content: string): string {
+  return content.replace(/<timesince>(.*?)<\/timesince>/g, (_, timestamp) => {
+    const time = isNaN(timestamp as any)
+      ? dayjs(timestamp).valueOf()
+      : parseInt(timestamp, 10) * 1000;
+    if (!isNaN(time)) {
+      return formatTimeSince(time);
+    }
+    return `<i>${timestamp}</i>`;
+  });
+}
diff --git a/examples/contact-extractor-agent/components/studio/global/tiptap-markdown.tsx b/examples/contact-extractor-agent/components/studio/global/tiptap-markdown.tsx
new file mode 100644
index 0000000..cb45825
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/global/tiptap-markdown.tsx
@@ -0,0 +1,121 @@
+import { FC, useEffect, useState } from 'react';
+import { useEditor, EditorContent } from '@tiptap/react';
+import StarterKit from '@tiptap/starter-kit';
+import Link from '@tiptap/extension-link';
+import CodeBlock from '@tiptap/extension-code-block';
+import { Table } from '@tiptap/extension-table';
+import { TableRow } from '@tiptap/extension-table-row';
+import { TableHeader } from '@tiptap/extension-table-header';
+import { TableCell } from '@tiptap/extension-table-cell';
+import { unified } from 'unified';
+import remarkParse from 'remark-parse';
+import remarkGfm from 'remark-gfm';
+import remarkRehype from 'remark-rehype';
+import rehypeRaw from 'rehype-raw';
+import rehypeStringify from 'rehype-stringify';
+import { processTimeSince } from './remarkTimeSince';
+import '@/components/studio/tiptap.css';
+
+interface TiptapMarkdownProps {
+    children: string;
+    className?: string;
+}
+
+const TiptapMarkdown: FC<TiptapMarkdownProps> = ({
+    children,
+    className,
+}) => {
+    const [htmlContent, setHtmlContent] = useState('');
+
+    useEffect(() => {
+        const processMarkdown = async () => {
+            const processedContent = processTimeSince(children);
+
+            const result = await unified()
+                .use(remarkParse)
+                .use(remarkGfm)
+                .use(remarkRehype, { allowDangerousHtml: true })
+                .use(rehypeRaw)
+                .use(rehypeStringify)
+                .process(processedContent);
+
+            setHtmlContent(String(result));
+        };
+
+        processMarkdown();
+    }, [children]);
+
+    const editor = useEditor({
+        immediatelyRender: false,
+        extensions: [
+            StarterKit.configure({
+                heading: {
+                    levels: [1, 2, 3, 4, 5, 6],
+                },
+                paragraph: {
+                },
+                bulletList: {
+                    keepMarks: true,
+                    keepAttributes: false,
+                },
+                orderedList: {
+                    keepMarks: true,
+                    keepAttributes: false,
+                },
+            }),
+            Link.configure({
+                openOnClick: true,
+                HTMLAttributes: {
+                    class: 'text-blue-500 hover:text-blue-600 underline',
+                },
+            }),
+            CodeBlock.configure({
+                HTMLAttributes: {
+                    class: 'bg-zinc-100 dark:bg-zinc-800 rounded-md p-4 my-2 overflow-x-auto',
+                },
+            }),
+            Table.configure({
+                resizable: true,
+                HTMLAttributes: {
+                    class: 'text-xs dark:border-gray-700 rounded-md p-1 px-2 overflow-x-auto rounded-xl my-3',
+                },
+            }),
+            TableRow.configure({
+                HTMLAttributes: {
+                    class: 'text-xs dark:border-gray-700 rounded-md p-1 px-2 overflow-x-auto rounded-xl',
+                },
+            }),
+            TableHeader.configure({
+                HTMLAttributes: {
+                    class: 'border border-gray-300 bg-neutral-100 dark:border-gray-700 rounded-md p-1 px-2 overflow-x-auto',
+                },
+            }),
+            TableCell.configure({
+                HTMLAttributes: {
+                    class: 'border border-gray-300 dark:border-gray-700 rounded-md p-1 overflow-x-auto rounded-xl',
+                },
+            }),
+        ],
+        editorProps: {
+            attributes: {
+                style: 'font-size: 12px',
+            },
+        },
+        content: htmlContent,
+        editable: false,
+    });
+
+    useEffect(() => {
+        if (editor && htmlContent) {
+            editor.commands.setContent(htmlContent);
+        }
+    }, [editor, htmlContent]);
+
+    return (
+        <div className={`tiptap-markdown-viewer ${className || ''}`}>
+            <EditorContent editor={editor} />
+        </div>
+    );
+};
+
+export default TiptapMarkdown; 
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/input/ChatInputBox.tsx b/examples/contact-extractor-agent/components/studio/input/ChatInputBox.tsx
new file mode 100644
index 0000000..eab7daf
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/input/ChatInputBox.tsx
@@ -0,0 +1,212 @@
+/* eslint-disable @next/next/no-img-element */
+import { cn } from "@/lib/utils";
+import { UIMessage } from "ai";
+import {
+    ChevronRight,
+    FileText,
+    RefreshCw,
+    XIcon
+} from "lucide-react";
+import { useEffect, useRef } from "react";
+import { useAppSession } from "../context/AppSessionProvider";
+import { useFileUpload } from "../context/FileUploadProvider";
+// import { McpSelect } from "./input/McpSelect";
+import { ToolSpeed } from "./ToolSpeed";
+import { constructAutoSubmitMessage } from "../context/AppSessionProvider";
+import { useAppChat } from "../context/AppChatProvider";
+interface ChatInputBoxProps {
+    messageStatus: "pending" | "streaming" | "submitted" | "ready" | "error";
+    className?: string;
+    lastMessage?: UIMessage;
+}
+
+export default function ChatInputBox({
+    messageStatus,
+    lastMessage,
+    className,
+}: ChatInputBoxProps) {
+    const fileInputRef = useRef<HTMLInputElement>(null);
+    const { attachedMedia, mediaUploadStatus, handleFileChange, removeMedia } =
+        useFileUpload();
+    const { submitMetadata, setSubmitMetadata, autoSubmit, setAutoSubmit } = useAppSession();
+    const { handleSubmit, messages, status, append, input, setInput } = useAppChat();
+    const textareaRef = useRef<HTMLTextAreaElement>(null);
+    useEffect(() => {
+        //console.log("textareaRef", textareaRef.current);
+        if (textareaRef.current) {
+            textareaRef.current.style.height = "auto"; // Reset height
+            textareaRef.current.style.height = `${textareaRef.current.scrollHeight}px`; // Expand to fit content
+        }
+    }, [input]); // Runs when input changes
+
+    const handleFileInputChange = async (
+        e: React.ChangeEvent<HTMLInputElement>
+    ) => {
+        if (e.target.files) {
+            await handleFileChange(
+                e.target.files,
+                "user",
+                "customBots/clientMessages"
+            );
+            e.target.value = "";
+        }
+    };
+
+    const handleCustomInputChange = (
+        e: React.ChangeEvent<HTMLTextAreaElement>
+    ) => {
+        setInput(e.target.value);
+    };
+
+    const handleSend = (e?: any) => {
+        if (status === "streaming") {
+            return;
+        }
+        const isFirstMessage = messages.length === 0;
+        const extraBody = {
+            ...submitMetadata
+        }
+        setSubmitMetadata({});
+        setAutoSubmit(null);
+        handleSubmit(input, e, {
+            body: {
+                // toolMode: toolMode,
+                // selectedMcps: selectedMcps.map((mcp) => mcp.id),
+                ...extraBody
+            }
+        });
+    }
+
+    const apiErrors = submitMetadata.api_errors;
+    useEffect(() => {
+        if (apiErrors?.length > 0) {
+            setInput("Fix the following")
+            textareaRef.current?.focus();
+        }
+    }, [apiErrors]);
+
+    useEffect(() => {
+        if (autoSubmit && autoSubmit.length > 0) {
+            append({
+                message: constructAutoSubmitMessage(autoSubmit), chatRequestOptions: {
+                    body: {
+                        ...submitMetadata
+                    }
+                }
+            });
+            setAutoSubmit(null);
+            setSubmitMetadata({});
+        }
+    }, [autoSubmit, submitMetadata]);
+
+    return (
+        <div className={cn("w-full overflow-visible", className)}>
+            {attachedMedia.length > 0 && (
+                <div className="mb-2 flex flex-wrap gap-2">
+                    {attachedMedia.map((media, index) => (
+                        <div key={index} className="relative">
+                            {media.file.type.startsWith("image/") ? (
+                                <img
+                                    src={media.preview}
+                                    alt={media.file.name}
+                                    className="h-16 w-16 rounded object-cover"
+                                />
+                            ) : (
+                                <div className="flex h-16 w-16 items-center justify-center rounded bg-gray-100">
+                                    <FileText className="h-6 w-6 text-gray-600" />
+                                </div>
+                            )}
+                            <button
+                                onClick={() => removeMedia(index)}
+                                className="absolute -right-1 -top-1 rounded-full bg-red-500 px-1 text-xs text-white"
+                            >
+                                X
+                            </button>
+                        </div>
+                    ))}
+                </div>
+            )}
+            <div className="flex flex-col gap-2 !rounded-4xl shadow-md border border-gray-200 bg-white p-3 relative">
+                <textarea
+                    ref={textareaRef}
+                    placeholder="Ask anything"
+                    className="overflow-y-auto bg-transparent px-2 py-2 text-gray-800 placeholder-gray-500 outline-none resize-none min-h-[42px] max-h-[500px]"
+                    value={input}
+                    onChange={handleCustomInputChange}
+                    onKeyDown={(e) => {
+                        if (e.key === "Enter" && !e.shiftKey) {
+                            handleSend(e);
+                        }
+                    }}
+                    disabled={
+                        messageStatus === "pending" ||
+                        messageStatus === "streaming" ||
+                        mediaUploadStatus === "UPLOADING" ||
+                        mediaUploadStatus === "ERROR"
+                    }
+                />
+                <div className="flex w-full items-center justify-between">
+                    {/* <button
+            className="p-2 h-fit ml-2 border border-gray-300 rounded-full text-gray-500 hover:text-gray-700"
+            onClick={() => fileInputRef.current?.click()}
+          >
+            <Plus className="h-5 w-5" />
+          </button> */}
+                    <div className="flex flex-row gap-2 px-2">
+                        {/* <ToolSpeed /> */}
+                        {apiErrors?.value?.length > 0 && (
+                            <div className="text-sm flex flex-row gap-2 items-center bg-gray-100 rounded-full px-4 py-[2px] text-gray-500">
+                                {apiErrors?.value?.length} Logs attached
+                                <XIcon
+                                    onClick={() => {
+                                        setSubmitMetadata((sm: any) => ({
+                                            ...sm,
+                                            api_errors: undefined
+                                        }))
+                                    }}
+                                    className="h-4 w-4 cursor-pointer" />
+                            </div>
+                        )}
+                    </div>
+                    <div className="flex flex-row gap-2">
+                        {/* <McpSelect /> */}
+                        <button
+                            onClick={() => handleSend()}
+                            disabled={
+                                // (
+                                //   lastMessage?.annotations?.[
+                                //   lastMessage.annotations.length - 1
+                                //   ] as any
+                                // )?.type === "ui" ||
+                                (!input?.trim() && attachedMedia.length === 0) ||
+                                messageStatus === "pending" ||
+                                messageStatus === "streaming" ||
+                                mediaUploadStatus === "UPLOADING" ||
+                                mediaUploadStatus === "ERROR"
+                            }
+                            className="rounded-full mr-2 bg-black p-2 text-white disabled:bg-gray-100 disabled:text-gray-400 disabled:cursor-not-allowed hover:bg-black/80"
+                        >
+                            {!(
+                                messageStatus === "streaming" ||
+                                messageStatus === "pending" ||
+                                mediaUploadStatus === "UPLOADING"
+                            ) ? (
+                                <ChevronRight className="h-5 w-5" />
+                            ) : (
+                                <RefreshCw className="h-5 w-5 animate-spin" />
+                            )}
+                        </button>
+                    </div>
+                </div>
+                <input
+                    type="file"
+                    ref={fileInputRef}
+                    className="hidden"
+                    multiple
+                    accept="image/*,application/pdf,application/msword,application/vnd.openxmlformats-officedocument.wordprocessingml.document"
+                    onChange={handleFileInputChange}
+                />
+            </div>
+        </div>
+    );
+}
diff --git a/examples/contact-extractor-agent/components/studio/input/ToolSpeed.tsx b/examples/contact-extractor-agent/components/studio/input/ToolSpeed.tsx
new file mode 100644
index 0000000..9aab742
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/input/ToolSpeed.tsx
@@ -0,0 +1,69 @@
+import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip";
+import { motion } from "framer-motion";
+import { PyramidIcon, Zap } from "lucide-react";
+import { useState } from "react";
+
+
+const speedTabs = [
+    {
+        value: "fast",
+        label: "Fast Action",
+        icon: <Zap className="w-4 h-4" />
+    },
+    {
+        value: "deep",
+        label: "Deep Think",
+        icon: <PyramidIcon className="w-4 h-4" />
+    },
+]
+
+
+export const ToolSpeed = () => {
+    //const { toolMode, setToolMode } = useAppChat();
+    const [toolMode, setToolMode] = useState<"fast" | "deep">("fast");
+
+    return (
+        <TooltipProvider>
+            <div
+                className="relative flex bg-gray-100 p-[3px] h-11 rounded-lg">
+                {speedTabs.map((tab, _idx) => (
+                    <Tooltip key={`tab-${tab.value}-${_idx}`}>
+                        <TooltipTrigger>
+                            <div
+                                key={`tab-${tab.value}`}
+                                onClick={() => {
+                                    console.log("setting tool mode to", tab.value);
+                                    setToolMode(tab.value as "fast" | "deep")
+                                }}
+                                className="cursor-pointer relative duration-300 !shadow-none h-9 data-[state=active]:bg-transparent data-[state=active]:shadow-none z-10 flex items-center gap-2 px-2 py-2 text-sm font-medium text-gray-600 rounded-lg transition-all"
+                            >
+                                <motion.div
+                                    className="flex items-center gap-2"
+                                    // animate={{
+                                    //     rotate: (toolMode === tab.value && toolMode === tab.value) ? 360 : 0
+                                    // }}
+                                    transition={{ type: "spring", stiffness: 300, damping: 30 }}
+                                >
+                                    {tab.icon}
+                                </motion.div>
+                                {toolMode === tab.value && (
+                                    <motion.div
+                                        layoutId="activeTab"
+                                        className="absolute -z-[1] inset-0 bg-white rounded-lg"
+                                        animate={{
+                                            translateX: (toolMode === tab.value && toolMode === tab.value) ? 0 : 0
+                                        }}
+                                        transition={{ type: "spring", stiffness: 300, damping: 30 }}
+                                    />
+                                )}
+                            </div>
+                        </TooltipTrigger>
+                        <TooltipContent>
+                            {tab.label}
+                        </TooltipContent>
+                    </Tooltip>
+                ))}
+            </div >
+        </TooltipProvider>
+    )
+}
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/layout/ChatHeader.tsx b/examples/contact-extractor-agent/components/studio/layout/ChatHeader.tsx
new file mode 100644
index 0000000..2ac006d
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/layout/ChatHeader.tsx
@@ -0,0 +1,150 @@
+import { ChatSession } from "@/app/api/studio/chat/sessions/chatSessionUpstash";
+import {
+    Breadcrumb,
+    BreadcrumbItem,
+    BreadcrumbLink,
+    BreadcrumbList,
+    BreadcrumbPage,
+    BreadcrumbSeparator,
+} from "@/components/ui/breadcrumb";
+import { Skeleton } from "@/components/ui/skeleton";
+import { UIMessage } from "ai";
+import {
+    Code,
+    History,
+    LayoutDashboard,
+    MessageSquare,
+    RocketIcon
+} from "lucide-react";
+
+interface IChatHeaderProps {
+    session: ChatSession | null;
+    isLoading: boolean;
+    isValidating: boolean;
+    activeTab: string;
+    setActiveTab: (tab: string) => void;
+    projectTitle?: string;
+    messages: UIMessage[];
+    isChatLoading: boolean;
+}
+
+const tabList = [
+    {
+        label: "Chat",
+        value: "chat",
+        icon: <MessageSquare />,
+    },
+    {
+        label: "Dashboard ",
+        value: "dashboard",
+        icon: <LayoutDashboard />,
+    },
+    {
+        label: "Code",
+        value: "code",
+        icon: <Code />,
+    },
+    {
+        label: "History",
+        value: "history",
+        icon: <History />,
+    },
+    {
+        label: "Publish",
+        value: "publish",
+        icon: <RocketIcon />,
+    },
+];
+
+const ChatHeader = ({
+    messages,
+    session,
+    isChatLoading,
+    activeTab,
+    projectTitle,
+}: IChatHeaderProps) => {
+
+    return (
+        <div className="grid grid-cols-12 w-full min-h-14 items-start justify-between gap-2 px-4 pt-4 ml-4">
+            <div className="col-span-4">
+                {isChatLoading ? (
+                    <Skeleton className="w-full h-6" />
+                ) : (
+                    <Breadcrumb>
+                        <BreadcrumbList className="flex-nowrap">
+                            <BreadcrumbItem>
+                                <BreadcrumbLink className="hover:text-gray-500">
+                                    {projectTitle}
+                                </BreadcrumbLink>
+                            </BreadcrumbItem>
+                            <BreadcrumbSeparator />
+                            <BreadcrumbItem className="truncate">
+                                <BreadcrumbPage className="truncate">
+                                    {session?.title}
+                                </BreadcrumbPage>
+                            </BreadcrumbItem>
+                        </BreadcrumbList>
+                    </Breadcrumb>
+                )}
+                {/* {IN_DEV && (
+          <>
+            <p className="text-xs text-gray-500">
+              Request ID: {clientRequest?.id}
+            </p>
+            <p className="text-xs text-gray-500">
+              Minion: {lastKnownMinionType}; Flow: {lastKnownMinionFlow} Status:{" "}
+              {clientRequest?.archiveStatus} Region: {clientRequest?.awsRegion}
+            </p>
+          </>
+        )} */}
+            </div>
+
+            {/* <div className="col-span-4 flex justify-start ">
+                {messages.length > 0 && tabList.length > 1 && (
+                    <TabsList className="relative  flex bg-gray-100 p-[3px] h-11 rounded-lg">
+                        {tabList.map((tab) => (
+                            <TabsTrigger
+                                key={`tab-${tab.value}`}
+                                value={tab.value}
+                                className="relative duration-300 !shadow-none h-9 data-[state=active]:bg-transparent data-[state=active]:shadow-none z-10 flex items-center gap-2 px-4 py-2 text-sm font-medium text-gray-600 rounded-lg transition-all"
+                            >
+                                <motion.div
+                                    animate={{
+                                        x: activeTab === tab.value ? -4 : 0,
+                                    }}
+                                    className="flex items-center gap-2"
+                                    transition={{ type: "spring", stiffness: 300, damping: 30 }}
+                                >
+                                    {tab.icon}
+                                    {activeTab === tab.value && (
+                                        <motion.span
+                                            key={`label-${tab.value}`}
+                                            initial={{ width: 0, opacity: 0 }}
+                                            animate={{ width: "auto", opacity: 1 }}
+                                            exit={{ width: 0, opacity: 0 }}
+                                            className="overflow-hidden whitespace-nowrap"
+                                        >
+                                            {tab.label}
+                                        </motion.span>
+                                    )}
+                                </motion.div>
+                                {activeTab === tab.value && (
+                                    <motion.div
+                                        layoutId="activeTab"
+                                        className="absolute -z-[1] inset-0 bg-white rounded-lg"
+                                        transition={{ type: "spring", stiffness: 300, damping: 30 }}
+                                    />
+                                )}
+                            </TabsTrigger>
+                        ))}
+                    </TabsList>
+                )}
+            </div> */}
+            <div className="col-span-4 flex justify-end">
+                {/* <LogoutElement /> */}
+            </div>
+        </div>
+    );
+};
+
+export default ChatHeader;
diff --git a/examples/contact-extractor-agent/components/studio/layout/ChatPage.tsx b/examples/contact-extractor-agent/components/studio/layout/ChatPage.tsx
new file mode 100644
index 0000000..0e66d72
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/layout/ChatPage.tsx
@@ -0,0 +1,109 @@
+"use client";
+
+import { AppChatProvider } from "@/components/studio/context/AppChatProvider";
+import { useAppSession } from "@/components/studio/context/AppSessionProvider";
+import { useLayout } from "@/components/studio/context/LayoutProvider";
+import { TabUiProvider } from "@/components/studio/context/TabUiProvider";
+import ChatWindow from "@/components/studio/layout/ChatWindow";
+import { ResizableHandle, ResizablePanel } from "@/components/ui/resizable";
+import { cn } from "@/lib/utils";
+import { Loader2, XIcon } from "lucide-react";
+// import { BackgroundTaskProvider } from "../Chat/BackgroundTaskProvider";
+import { ChatUIProvider } from "@/components/studio/context/ChatUiProvider";
+// import { HitlProvider } from "@/components/context/message/uiTool/hitl/HitlProvider";
+import { Button } from "@/components/ui/button";
+import { ToolSet } from "ai";
+import { ComponentProvider } from "../context/ComponentProvider";
+
+export const ChatPage = ({ componentMap, aiRouterTools }: { componentMap: any, aiRouterTools: ToolSet }) => {
+    const {
+        isLeftCollapsed,
+        isRightCollapsed,
+        isRightTransitioning,
+        rightPanelRef,
+        handleLeftCollapse,
+        handleRightCollapse,
+        handleLeftResizeHandleClick,
+        handleRightResizeHandleClick,
+        rightPanelContent,
+    } = useLayout();
+
+    const { isLoading, sessionId } =
+        useAppSession();
+
+
+    if (isLoading) {
+        return (
+            <ResizablePanel
+                defaultSize={isLeftCollapsed ? 96 : 84}
+                minSize={isLeftCollapsed ? 96 : 84}
+                maxSize={isLeftCollapsed ? 96 : 84}
+                className={`flex h-screen flex-col items-center overflow-hidden justify-center
+          `}
+            >
+                <Loader2 className="w-full h-6 animate-spin" />
+            </ResizablePanel>
+        );
+    }
+
+    return (
+        <ComponentProvider componentMap={componentMap} aiRouterTools={aiRouterTools}>
+            <TabUiProvider>
+                <AppChatProvider sessionId={sessionId || "undefined"}>
+                    <ChatUIProvider>
+                        {/* <BackgroundTaskProvider> */}
+                        {/* <HitlProvider> */}
+                        <ResizableHandle
+                            className="cursor-pointer hidden"
+                            onClick={handleLeftResizeHandleClick}
+                        />
+                        <ResizablePanel defaultSize={84}>
+                            <div className="h-full">
+                                <ChatWindow
+                                />
+                            </div>
+                        </ResizablePanel>
+                        {!isRightCollapsed && (
+                            <ResizableHandle
+                                className="cursor-pointer w-[2px] ml-2 opacity-0 hover:opacity-100 transition-opacity duration-300"
+                                onClick={handleRightResizeHandleClick}
+                            />
+                        )}
+                        <ResizablePanel
+                            ref={rightPanelRef}
+                            defaultSize={0}
+                            minSize={30}
+                            maxSize={50}
+                            collapsible={true}
+                            collapsedSize={0}
+                            onCollapse={() => handleRightCollapse(true)}
+                            className={cn(
+                                isRightTransitioning && "transition-all  duration-200 linear"
+                            )}
+                        >
+                            {rightPanelContent || (
+                                <div className="h-full py-4 px-2">
+                                    <div className="h-full bg-zinc-100 rounded-xl relative border border-zinc-200 overflow-hidden">
+                                        <div className="flex flex-col h-full">
+                                            <div className="flex flex-row justify-end items-center">
+                                                <Button variant="ghost" size="icon" onClick={() => handleRightCollapse(true)}>
+                                                    <XIcon className="w-3 h-3" />
+                                                </Button>
+                                            </div>
+                                        </div>
+
+                                        {/* <PreviewWindow /> */}
+                                    </div>
+                                </div>
+                            )}
+
+                        </ResizablePanel>
+                        {/* </HitlProvider> */}
+                        {/* </BackgroundTaskProvider> */}
+                    </ChatUIProvider>
+                </AppChatProvider>
+            </TabUiProvider>
+        </ComponentProvider>
+
+    );
+};
diff --git a/examples/contact-extractor-agent/components/studio/layout/ChatWindow.tsx b/examples/contact-extractor-agent/components/studio/layout/ChatWindow.tsx
new file mode 100644
index 0000000..bd1f85b
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/layout/ChatWindow.tsx
@@ -0,0 +1,245 @@
+"use client";
+
+import { Tabs } from "@/components/ui/tabs";
+import { StudioConfig } from "@/microfox.config";
+import { AnimatePresence, motion } from "framer-motion";
+import { Loader2 } from "lucide-react";
+import { useRouter } from "next/navigation";
+import { useEffect } from "react";
+import { useAppChat } from "../context/AppChatProvider";
+import { useAppSession } from "../context/AppSessionProvider";
+import { useChatUI } from "../context/ChatUiProvider";
+import { useLayout } from "../context/LayoutProvider";
+import { useTabUi } from "../context/TabUiProvider";
+import ChatInputBox from "../input/ChatInputBox";
+import MessageList from "../messages/MessageList";
+import ChatHeader from "./ChatHeader";
+
+export type AttachedMedia = {
+    file: File;
+    preview: string;
+};
+
+function ChatWindow() {
+    // Chat state
+    const {
+        messages,
+        status,
+        isLoading,
+        serverMessages,
+    } = useAppChat();
+    const { isLeftCollapsed: isCollapsed, handleLeftCollapse: onCollapse } = useLayout();
+    const { session, isLoading: isSessionLoading } = useAppSession();
+
+    const {
+        activeTab,
+        setActiveTab,
+        setPreviousTab,
+        getSlideDirection
+    } = useTabUi();
+
+    const router = useRouter();
+
+    const { hasScrolled, setHasScrolled, messagesEndRef, scrollToBottom } = useChatUI();
+    const { isRightCollapsed, handleRightCollapse } = useLayout();
+
+    const handleTabChange = (value: string) => {
+        setPreviousTab(activeTab);
+        setActiveTab(value as "chat" | "dashboard" | "history" | "code");
+        // Reset scroll state when switching tabs
+        if (value !== "chat") {
+            setHasScrolled(false);
+        }
+    };
+
+    const handleScroll = (e: React.UIEvent<HTMLDivElement>) => {
+        if (!hasScrolled && activeTab === "chat") {
+            setHasScrolled(true);
+        }
+    };
+
+    useEffect(() => {
+        if (activeTab === "chat") {
+            scrollToBottom();
+        }
+    }, [messages, activeTab]);
+
+    return (
+        <div className="relative flex h-full w-full flex-col">
+            <Tabs
+                value={activeTab}
+                onValueChange={handleTabChange}
+                className="relative h-screen gap-0"
+            >
+                <div className="flex items-start w-full">
+                    {/* {isCollapsed && (
+            <ButtonSCN
+              variant="ghost"
+              size="icon"
+              className=" ml-4 mt-6"
+              onClick={() => onCollapse?.(!isCollapsed)}
+            >
+              <PanelRightIcon style={{ height: "1rem", width: "1rem" }} />
+            </ButtonSCN>
+          )} */}
+                    <ChatHeader
+                        messages={messages}
+                        projectTitle={StudioConfig.appName}
+                        session={session}
+                        isChatLoading={isSessionLoading}
+                        isLoading={isLoading}
+                        isValidating={isLoading}
+                        activeTab={activeTab}
+                        setActiveTab={handleTabChange}
+                    />
+                    {/* {isRightCollapsed && (
+            <ButtonSCN
+              variant="outline"
+              size="icon"
+              className="shadow-none mt-6 !p-px mx-2 mr-4 text-gray-400 hover:text-gray-500 border-gray-300"
+              onClick={() => handleRightCollapse(false)}
+            >
+              <ChevronsRight
+                strokeWidth={2.5}
+                style={{ height: "1rem", width: "1rem" }}
+              />
+            </ButtonSCN>
+          )} */}
+                </div>
+
+                {(isSessionLoading || isLoading) && (
+                    <div className="w-full flex justify-center h-full items-center">
+                        <Loader2 className="w-full h-6 animate-spin" />
+                    </div>
+                )}
+
+                {!isSessionLoading &&
+                    !isLoading &&
+                    ((serverMessages && serverMessages.length > 0) ||
+                        messages.length > 0) /* Chat Tabs */ ? (
+                    <AnimatePresence mode="sync" initial={false}>
+                        <div className="relative flex-1 overflow-hidden">
+                            {activeTab === "chat" && (
+                                <motion.div
+                                    key="chat"
+                                    initial={{ x: getSlideDirection("chat") }}
+                                    animate={{ x: 0, opacity: 1 }}
+                                    exit={{ opacity: 0 }}
+                                    transition={{
+                                        type: "spring",
+                                        stiffness: 300,
+                                        damping: 30,
+                                        duration: 0.1,
+                                    }}
+                                    style={{
+                                        WebkitMaskImage:
+                                            "linear-gradient(to bottom, transparent, white 4%, white 96%, transparent)",
+                                        maskImage:
+                                            "linear-gradient(to bottom, transparent, white 4%, white 96%, transparent)",
+                                    }}
+                                    className={`w-full h-full overflow-y-auto mt-4 ${hasScrolled ? "thin-scrollbar" : "scrollbar-hidden"}`}
+                                    onScroll={handleScroll}
+                                >
+                                    <div className="w-full max-w-[800px] pr-3 mx-auto pt-10">
+                                        <MessageList
+                                            isLoading={false}
+                                        />
+                                    </div>
+                                </motion.div>
+                            )}
+                            {activeTab === "dashboard" && (
+                                <motion.div
+                                    key="dashboard"
+                                    initial={{ x: getSlideDirection("dashboard") }}
+                                    animate={{ x: 0, opacity: 1 }}
+                                    exit={{ opacity: 0 }}
+                                    transition={{
+                                        type: "spring",
+                                        stiffness: 300,
+                                        damping: 30,
+                                        duration: 0.1,
+                                    }}
+                                    className=" w-full h-full overflow-y-auto thin-scrollbar"
+                                >
+                                    <div className="p-4 h-full mx-auto">
+                                        Dashboard
+                                    </div>
+                                </motion.div>
+                            )}
+                            {activeTab === "code" && (
+                                <motion.div
+                                    key="code"
+                                    className="w-full h-[90vh] overflow-y-auto thin-scrollbar"
+                                >
+                                    <div className="p-4 h-full mx-auto">
+                                        Code
+                                    </div>
+                                </motion.div>
+                            )}
+                            {activeTab === "history" && (
+                                <motion.div
+                                    key="history"
+                                    className="w-full h-[90vh] overflow-y-auto thin-scrollbar"
+                                >
+                                    <div className="p-4 h-full mx-auto">
+                                        History
+                                    </div>
+                                </motion.div>
+                            )}
+                            {activeTab === "publish" && (
+                                <motion.div
+                                    key="publish"
+                                    className="w-full h-[90vh] overflow-y-auto thin-scrollbar"
+                                >
+                                    <div className="p-4 h-full mx-auto">
+                                        Publish
+                                    </div>
+                                </motion.div>
+                            )}
+                        </div>
+
+                        <motion.div
+                            key={"chat-input"}
+                            className="bottom-0 pb-4 z-50 mx-auto left-0 right-0 w-full max-w-[800px] overflow-visible"
+                            initial={{ x: getSlideDirection("chat"), opacity: 0 }}
+                            animate={{ x: 0, opacity: 1 }}
+                            transition={{ duration: 0.1 }}
+                        >
+                            {activeTab === "chat" && (
+                                <ChatInputBox
+                                    key={"chat-input"}
+                                    lastMessage={messages[messages.length - 1]}
+                                    messageStatus={status}
+                                />
+                            )}
+                        </motion.div>
+                    </AnimatePresence>
+                ) : (
+                    !isSessionLoading &&
+                    !isLoading &&
+                    messages.length === 0 &&
+                    (!serverMessages || serverMessages.length === 0) && (
+                        <div className="flex relative -mt-10 flex-col gap-4 justify-center items-center h-full">
+                            <h1 className="text-4xl font-bold">
+                                What can I do for you?
+                            </h1>
+                            <p className="text-gray-500">
+                                Please select a tool/agent from the bottom right for better results.
+                            </p>
+                            <ChatInputBox
+                                messageStatus={status}
+                                className="relative max-w-[800px]"
+                            />
+                        </div>
+                    )
+                )}
+            </Tabs>
+        </div>
+    );
+}
+
+export default function ChatWindowWithProvider() {
+    return (
+        <ChatWindow />
+    );
+}
diff --git a/examples/contact-extractor-agent/components/studio/layout/PlaceholderPage.tsx b/examples/contact-extractor-agent/components/studio/layout/PlaceholderPage.tsx
new file mode 100644
index 0000000..0f47f25
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/layout/PlaceholderPage.tsx
@@ -0,0 +1,37 @@
+"use client";
+
+import { useLayout } from "../context/LayoutProvider";
+import { ResizablePanel } from "@/components/ui/resizable";
+
+export const PlaceholderPage = ({
+    title,
+    description,
+}: {
+    title: string;
+    description: string;
+}) => {
+    const {
+        isLeftCollapsed,
+        isRightCollapsed,
+        isRightTransitioning,
+        rightPanelRef,
+        handleLeftCollapse,
+        handleRightCollapse,
+        handleLeftResizeHandleClick,
+        handleRightResizeHandleClick,
+        rightPanelContent,
+    } = useLayout();
+
+    return (
+        <ResizablePanel
+            defaultSize={isLeftCollapsed ? 96 : 84}
+            minSize={isLeftCollapsed ? 96 : 84}
+            maxSize={isLeftCollapsed ? 96 : 84}
+            className={`flex h-screen flex-col items-center overflow-hidden justify-center
+  `}
+        >
+            <h1 className="text-2xl font-bold">{title}</h1>
+            <p className="text-sm text-gray-500">{description}</p>
+        </ResizablePanel>
+    )
+}
diff --git a/examples/contact-extractor-agent/components/studio/layout/StudioLayout.tsx b/examples/contact-extractor-agent/components/studio/layout/StudioLayout.tsx
new file mode 100644
index 0000000..baabae0
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/layout/StudioLayout.tsx
@@ -0,0 +1,46 @@
+'use client';
+
+import React from 'react';
+import { ResizablePanelGroup } from '@/components/ui/resizable';
+import { ResizableSidebar } from '@/components/studio/layout/sidebar/ResizableSidebar';
+import { Toaster } from 'sonner';
+import { FileUploadProvider } from '@/components/studio/context/FileUploadProvider';
+import { Suspense } from 'react';
+import { AppSessionProvider } from '@/components/studio/context/AppSessionProvider';
+import { LayoutProvider } from '@/components/studio/context/LayoutProvider';
+import { Loader2 } from 'lucide-react';
+import { useParams } from 'next/navigation';
+
+export const AppLayout = ({ children }: { children: React.ReactNode }) => {
+  const params = useParams<{ sessionId: string }>();
+  const sessionId = params?.sessionId;
+
+  return (
+    <Suspense
+      fallback={
+        <div className="flex justify-center items-center overflow-hidden h-screen">
+          <Loader2 className="w-full h-6 animate-spin" />
+        </div>
+      }
+    >
+      <FileUploadProvider>
+        <AppSessionProvider sessionId={sessionId}>
+          <LayoutProvider>
+            <main className="relative flex max-h-screen overflow-hidden flex-col bg-background">
+              {/* {!isPlayground && !isProject && <CustomBotsHeader />} */}
+              <Toaster position="top-right" richColors duration={3000} />
+              <ResizablePanelGroup
+                direction="horizontal"
+                autoSaveId="request-page"
+                className="!h-screen"
+              >
+                <ResizableSidebar />
+                <>{children}</>
+              </ResizablePanelGroup>
+            </main>
+          </LayoutProvider>
+        </AppSessionProvider>
+      </FileUploadProvider>
+    </Suspense>
+  );
+};
diff --git a/examples/contact-extractor-agent/components/studio/layout/sidebar/ResizableSidebar.tsx b/examples/contact-extractor-agent/components/studio/layout/sidebar/ResizableSidebar.tsx
new file mode 100644
index 0000000..fbbfee9
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/layout/sidebar/ResizableSidebar.tsx
@@ -0,0 +1,39 @@
+"use client";
+import { ResizablePanel } from "@/components/ui/resizable";
+import React from "react";
+import { useLayout } from "@/components/studio/context/LayoutProvider";
+import { useAppSession } from "@/components/studio/context/AppSessionProvider";
+import { cn } from "@/lib/utils";
+import Sidebar from "./Sidebar";
+
+export const ResizableSidebar = () => {
+    const {
+        isLeftCollapsed,
+        isLeftTransitioning,
+        leftPanelRef,
+        handleLeftCollapse,
+    } = useLayout();
+
+    return (
+        <ResizablePanel
+            ref={leftPanelRef}
+            collapsible={true}
+            collapsedSize={4}
+            minSize={4}
+            maxSize={16}
+            onCollapse={() => handleLeftCollapse(true)}
+            onExpand={() => handleLeftCollapse(false)}
+            className={cn(
+                "z-50",
+                "transition-all duration-100 linear"
+            )}
+        >
+            <div className="flex h-full flex-col">
+                <Sidebar
+                    isCollapsed={isLeftCollapsed}
+                    onCollapse={handleLeftCollapse}
+                />
+            </div>
+        </ResizablePanel>
+    );
+};
diff --git a/examples/contact-extractor-agent/components/studio/layout/sidebar/Sidebar.tsx b/examples/contact-extractor-agent/components/studio/layout/sidebar/Sidebar.tsx
new file mode 100644
index 0000000..f35c5f9
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/layout/sidebar/Sidebar.tsx
@@ -0,0 +1,592 @@
+/* eslint-disable @next/next/no-img-element */
+"use client";
+
+import { Button } from "@/components/ui/button";
+import {
+    Bot,
+    ChevronRight,
+    CircleCheck,
+    FileCheck,
+    Flag,
+    MessageSquare,
+    MessagesSquare,
+    PanelLeftIcon,
+    Plus,
+    LayoutDashboard,
+    Store,
+    KeyRound,
+    Settings,
+    ListIcon,
+    Search,
+    X,
+    Triangle,
+    BookIcon,
+    SplitIcon,
+    HomeIcon,
+    GitPullRequest,
+    CircleDot,
+} from "lucide-react";
+import { useParams, usePathname } from "next/navigation";
+
+import Link from "next/link";
+import { cn } from "@/lib/utils";
+import {
+    Tooltip,
+    TooltipContent,
+    TooltipProvider,
+    TooltipTrigger,
+} from "@/components/ui/tooltip";
+import { useLayout } from "@/components/studio/context/LayoutProvider";
+import { useAppSession } from "@/components/studio/context/AppSessionProvider";
+import dayjs from "dayjs";
+import React from "react";
+import { Input } from "@/components/ui/input";
+import { ChatSession } from "@/app/api/studio/chat/sessions/chatSessionUpstash";
+
+
+interface SidebarProps {
+    isCollapsed: boolean;
+    onCollapse?: (collapsed: boolean) => void;
+}
+
+interface NavigationItemProps {
+    icon: React.ReactNode;
+    collapsedIcon?: React.ReactNode;
+    label: string;
+    href?: string;
+    hrefCallback?: (selectedProject: any) => string;
+    onClick?: () => void;
+    isCollapsed: boolean;
+}
+
+interface NavigationConfig {
+    icon: React.ReactNode;
+    collapsedIcon?: React.ReactNode;
+    label: string;
+    href?: string;
+    attributes?: any;
+    hrefCallback?: (selectedProject: any) => string;
+    requiresProject?: boolean;
+    onClick?: (props: {
+        isCollapsed: boolean;
+        onCollapse?: (collapsed: boolean) => void;
+        setIsFeedbackModalOpen: (open: boolean) => void;
+    }) => void;
+}
+
+const navigationConfig: NavigationConfig[] = [
+    {
+        icon: <HomeIcon strokeWidth={2.5} className={cn("h-4 w-4")} />,
+        collapsedIcon: (
+            <HomeIcon strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+        ),
+        label: "Home",
+        href: "/studio",
+    },
+    {
+        icon: <SplitIcon strokeWidth={2.5} className={cn("h-4 w-4")} />,
+        collapsedIcon: (
+            <SplitIcon strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+        ),
+        label: "Agent Map",
+        href: "/studio/agent-map",
+    },
+    // {
+    //     icon: <Triangle strokeWidth={2.5} className={cn("h-4 w-4")} />,
+    //     collapsedIcon: (
+    //         <Triangle strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+    //     ),
+    //     label: "Agent Map",
+    //     href: "/studio/agent-map",
+    // },
+    {
+        icon: <BookIcon strokeWidth={2.5} className={cn("h-4 w-4")} />,
+        collapsedIcon: (
+            <BookIcon strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+        ),
+        label: "Read Docs",
+        href: "https://docs.microfox.app/ai-router/overview/why",
+    },
+    {
+        icon: <CircleDot strokeWidth={2.5} className={cn("h-4 w-4")} />,
+        collapsedIcon: (
+            <CircleDot strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+        ),
+        label: "Report Issue",
+        href: "https://github.com/microfox-ai/ai-router/issues",
+    },
+    // {
+    //     icon: <LayoutDashboard strokeWidth={2.5} className={cn("h-4 w-4")} />,
+    //     collapsedIcon: (
+    //         <LayoutDashboard strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+    //     ),
+    //     label: "Playground",
+    //     href: "/",
+    // },
+    // {
+    //   requiresProject: true,
+    //   icon: <ListIcon strokeWidth={2.5} className={cn("h-4 w-4")} />,
+    //   collapsedIcon: (
+    //     <ListIcon strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+    //   ),
+    //   label: "All Running Tasks",
+    //   hrefCallback: (selectedProject: BotProject) => `/project/${selectedProject?.id}/tasks`,
+    // },
+    // {
+    //   icon: <Store strokeWidth={2.5} className={cn("h-4 w-4")} />,
+    //   collapsedIcon: (
+    //     <Store strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+    //   ),
+    //   label: "Store",
+    //   href: "/store",
+    // },
+    // {
+    //   icon: <FileCheck strokeWidth={2.5} className={cn("h-4 w-4")} />,
+    //   collapsedIcon: (
+    //     <FileCheck strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+    //   ),
+    //   label: "Whitepaper",
+    //   href: "/whitepaper",
+    // },
+    // {
+    //     icon: <Bot strokeWidth={2.5} className={cn("h-4 w-4")} />,
+    //     collapsedIcon: (
+    //         <Bot strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+    //     ),
+    //     label: "My Bots",
+    //     href: "/my-bots",
+    //     requiresProject: true,
+    // },
+    // {
+    //     icon: <KeyRound strokeWidth={2.5} className={cn("h-4 w-4")} />,
+    //     collapsedIcon: (
+    //         <KeyRound strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+    //     ),
+    //     label: "Connections",
+    //     href: "/my-data",
+    //     requiresProject: true,
+    // },
+    // {
+    //     requiresProject: true,
+    //     icon: <Settings strokeWidth={2.5} className={cn("h-4 w-4")} />,
+    //     collapsedIcon: (
+    //         <Settings strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+    //     ),
+    //     label: "Settings",
+    // },
+    // {
+    //   requiresProject: true,
+    //   icon: <Flag strokeWidth={2.5} className={cn("h-4 w-4")} />,
+    //   collapsedIcon: (
+    //     <Flag strokeWidth={2.5} className={cn("h-[18px] w-[18px]")} />
+    //   ),
+    //   label: "Beta-Feedback",
+    //   href: "/feedback",
+    //   //attributes: FeatureBaseLinkAttributes,
+    //   //onClick: ({ setIsFeedbackModalOpen }) => setIsFeedbackModalOpen(true),
+    // },
+    // {
+    //   requiresProject: true,
+    //   icon: (
+    //     <MessagesSquare
+    //       strokeWidth={2.2}
+    //       className={cn("h-[1.1rem] w-[1.1rem]")}
+    //     />
+    //   ),
+    //   collapsedIcon: (
+    //     <MessageSquare strokeWidth={2.2} className={cn("h-[20px] w-[20px]")} />
+    //   ),
+    //   label: "Chat",
+    //   onClick: ({ isCollapsed, onCollapse }) => {
+    //     if (isCollapsed) {
+    //       onCollapse?.(false);
+    //     }
+    //   },
+    // },
+];
+
+export default function Sidebar({
+    isCollapsed = false,
+    onCollapse,
+}: SidebarProps) {
+    const { setIsFeedbackModalOpen } = useLayout();
+    const { session, sessions, createNewEmptySession, sessionId } = useAppSession();
+
+    return (
+        <div
+            className={`h-full flex-1 overflow-y-auto overflow-x-hidden bg-neutral-50 transition-all duration-300`}
+        >
+            <TooltipProvider>
+                <div
+                    className={`flex h-screen flex-col ${isCollapsed ? "px-2" : "px-4"}`}
+                >
+                    <SidebarHeader isCollapsed={isCollapsed} onCollapse={onCollapse} />
+
+                    <div className="flex-1">
+
+                        <NewRequestButton
+                            isCollapsed={isCollapsed}
+                            onNewRequest={() => createNewEmptySession()}
+                            text="New Chat"
+                        />
+                        <ul
+                            className={`${isCollapsed ? "flex flex-col items-center gap-2" : "flex flex-col"}`}
+                        >
+                            {navigationConfig
+                                .map((item, index) => (
+                                    <NavigationItem
+                                        key={item.label}
+                                        icon={item.icon}
+                                        collapsedIcon={item.collapsedIcon}
+                                        label={item.label}
+                                        href={item.href}
+                                        hrefCallback={item.hrefCallback}
+                                        onClick={
+                                            item.onClick
+                                                ? () =>
+                                                    item.onClick?.({
+                                                        isCollapsed,
+                                                        onCollapse,
+                                                        setIsFeedbackModalOpen,
+                                                    })
+                                                : undefined
+                                        }
+                                        isCollapsed={isCollapsed}
+                                        {...item.attributes}
+                                    />
+                                ))}
+                        </ul>
+
+                        {sessions.length > 0 && (
+                            <RequestsList
+                                clientRequests={sessions}
+                                requestParamId={session?.id}
+                                isCollapsed={isCollapsed}
+                            />
+                        )}
+                    </div>
+
+                </div>
+            </TooltipProvider>
+        </div>
+    );
+}
+
+const NavigationItem = ({
+    icon,
+    collapsedIcon,
+    label,
+    href,
+    hrefCallback,
+    onClick,
+    isCollapsed,
+}: NavigationItemProps) => {
+    const pathname = usePathname();
+    const isActive = href ? pathname === href : false;
+
+    const content = (
+        <div className="flex items-center justify-between">
+            <div
+                className={`flex items-center gap-2 ${isActive ? "text-black" : "text-neutral-500"} group-hover:text-black transition-all duration-200`}
+            >
+                {!isCollapsed ? (
+                    icon
+                ) : (
+                    <Tooltip>
+                        <TooltipTrigger asChild>{collapsedIcon || icon}</TooltipTrigger>
+                        <TooltipContent
+                            side="right"
+                            className="bg-white !text-black border border-gray-300 text-xs rounded-full"
+                            sideOffset={10}
+                        >
+                            {label}
+                        </TooltipContent>
+                    </Tooltip>
+                )}
+                {!isCollapsed && <span className="text-sm font-medium">{label}</span>}
+            </div>
+        </div>
+    );
+
+    return (
+        <li
+            className={`${isActive ? "bg-gray-200" : "hover:bg-gray-100"} rounded-lg cursor-pointer ${isCollapsed ? "p-2 w-full flex justify-center" : "p-2 px-3"} group`}
+        >
+            {href ? (
+                <Link href={href} target={href.startsWith('http') ? '_blank' : undefined} className="flex items-center justify-between">
+                    {content}
+                </Link>
+            ) : (
+                <div onClick={onClick}>{content}</div>
+            )}
+        </li>
+    );
+};
+
+const SidebarHeader = ({
+    isCollapsed,
+    onCollapse,
+}: {
+    isCollapsed?: boolean;
+    onCollapse?: (collapsed: boolean) => void;
+}) => {
+    const pathname = usePathname();
+
+    return (
+        <div className="flex items-center justify-between mb-4">
+            <div
+                onClick={() => onCollapse?.(!isCollapsed)}
+                className={`flex mt-4 cursor-pointer items-center ${isCollapsed ? "justify-center" : "gap-2"} text-2xl`}
+            >
+                <img
+                    src="https://microfox.app/logo-mini-color.png"
+                    alt=""
+                    width={32}
+                    height={32}
+                    className={`rounded-md w-10 min-w-10 h-10 min-h-10 ${isCollapsed && "ml-1"}`}
+                />
+                {!isCollapsed && (
+                    <div className="flex items-center gap-2">
+                        <h1 className="font-medium text-xl text-gray-800">Microfox</h1>
+                        <p className="text-xs font-medium text-gray-500 mt-1">v1.0.1</p>
+                    </div>
+                )}
+            </div>
+            {!isCollapsed && (
+                <Button
+                    variant="ghost"
+                    size="icon"
+                    onClick={(e: any) => {
+                        e.stopPropagation();
+                        onCollapse?.(!isCollapsed);
+                    }}
+                    title={isCollapsed ? "Expand sidebar" : "Collapse sidebar"}
+                    style={{ padding: "0.25rem" }}
+                    className="opacity-50 hover:opacity-100 -mb-5"
+                >
+                    <PanelLeftIcon className="h-4" />
+                </Button>
+            )}
+        </div>
+    );
+};
+
+const RequestsList = ({
+    clientRequests,
+    requestParamId,
+    isCollapsed,
+}: {
+    clientRequests: ChatSession[];
+    requestParamId?: string;
+    isCollapsed: boolean;
+}) => {
+    if (isCollapsed) return null;
+
+    const [searchQuery, setSearchQuery] = React.useState("");
+    const [searchResults, setSearchResults] = React.useState<ChatSession[] | null>(null);
+    const [isSearching, setIsSearching] = React.useState(false);
+    const [showSearch, setShowSearch] = React.useState(false);
+
+    React.useEffect(() => {
+        if (searchQuery.trim() === "") {
+            setSearchResults(null);
+            return;
+        }
+
+        const search = async () => {
+            setIsSearching(true);
+            try {
+                const response = await fetch(`/api/studio/chat/sessions/search?q=${encodeURIComponent(searchQuery)}`);
+                if (response.ok) {
+                    const data = await response.json();
+                    setSearchResults(data);
+                } else {
+                    setSearchResults([]);
+                }
+            } catch (error) {
+                console.error("Failed to search requests", error);
+                setSearchResults([]);
+            } finally {
+                setIsSearching(false);
+            }
+        }
+
+        const timer = setTimeout(() => {
+            search();
+        }, 500); // 500ms debounce
+
+        return () => clearTimeout(timer);
+    }, [searchQuery]);
+
+
+    const renderDateSeparator = (currentDate: Date, prevDate?: Date) => {
+        if (!prevDate || !dayjs(currentDate).isSame(prevDate, "day")) {
+            return (
+                <div className="my-2 px-2 text-center text-xs font-semibold text-gray-400">
+                    {dayjs(currentDate).format("DD MMM YYYY")}
+                </div>
+            );
+        }
+        return null;
+    };
+
+    const requestsToDisplay = searchResults !== null ? searchResults : clientRequests;
+
+    return (
+        <div className="relative my-4 mx-1">
+            {!showSearch ? (
+                <div className="absolute -top-2 right-1 z-10">
+                    <Button
+                        variant="ghost"
+                        size="icon"
+                        onClick={() => setShowSearch(true)}
+                        title="Search chats"
+                        className="h-8 w-8"
+                    >
+                        <Search className="h-4 w-4 text-gray-500 hover:text-black" />
+                    </Button>
+                </div>
+            ) : (
+                <div className="relative mb-2">
+                    <Search className="absolute left-3 top-1/2 -translate-y-1/2 h-4 w-4 text-gray-400 pointer-events-none" />
+                    <Input
+                        type="text"
+                        placeholder="Search..."
+                        value={searchQuery}
+                        onChange={(e) => setSearchQuery(e.target.value)}
+                        className="w-full pl-8 pr-8 h-9"
+                        autoFocus
+                        onKeyDown={(e) => {
+                            if (e.key === 'Escape') {
+                                setShowSearch(false);
+                                setSearchQuery('');
+                            }
+                        }}
+                    />
+                    <Button
+                        variant="ghost"
+                        size="icon"
+                        onClick={() => {
+                            setShowSearch(false);
+                            setSearchQuery('');
+                        }}
+                        className="absolute right-1 top-1/2 -translate-y-1/2 h-7 w-7"
+                    >
+                        <X className="h-4 w-4" />
+                    </Button>
+                </div>
+            )}
+            <div className="space-y-1 max-h-[50vh] overflow-y-auto" style={{
+                maxHeight: showSearch ? 'calc(50vh - 44px)' : '50vh'
+            }}>
+                {isSearching ? (
+                    <div className="px-4 py-2 text-sm text-muted-foreground">Searching...</div>
+                ) : requestsToDisplay?.length > 0 ? (
+                    <>
+
+                        <p className="text-sm text-gray-500">Chat History</p>
+                        {requestsToDisplay?.map(
+                            (request: ChatSession, index) => {
+                                const prevRequest = requestsToDisplay[index - 1];
+                                return (
+                                    <React.Fragment key={request.id}>
+                                        {renderDateSeparator(dayjs(request.createdAt).toDate(), dayjs(prevRequest?.createdAt).toDate())}
+                                        <Link
+                                            key={request?.id}
+                                            href={`/studio/chat/${request?.id}`}
+                                            className={`flex cursor-pointer w-full line-clamp-1 items-center rounded-sm px-2 py-2 text-sm ${request?.id === requestParamId
+                                                ? "bg-gray-200 text-black"
+                                                : "hover:bg-gray-100"
+                                                }`}
+                                        >
+                                            {request.id === requestParamId ? (
+                                                <ChevronRight
+                                                    style={{
+                                                        marginRight: "0.5rem",
+                                                        height: "1rem",
+                                                        width: "1rem",
+                                                    }}
+                                                />
+                                            ) : (
+                                                <MessageSquare
+                                                    style={{
+                                                        marginRight: "0.5rem",
+                                                        height: "1rem",
+                                                        width: "1rem",
+                                                        color: "#4c4c4c",
+                                                    }}
+                                                />
+                                            )}
+                                            <span
+                                                className={`flex-1 truncate text-left ${request.id === requestParamId ? "font-semibold" : ""}`}
+                                            >
+                                                {request.title}
+                                            </span>
+                                        </Link>
+                                    </React.Fragment>
+                                )
+                            }
+                        )}
+                    </>
+
+                ) : (
+                    <div className="px-4 py-2 text-sm text-muted-foreground">
+                        No requests
+                    </div>
+                )}
+            </div>
+        </div>
+    );
+};
+
+const NewRequestButton = ({
+    isCollapsed,
+    onNewRequest,
+    text,
+}: {
+    isCollapsed: boolean;
+    onNewRequest: () => void;
+    text: string;
+}) => {
+    if (isCollapsed) {
+        return (
+            <Tooltip>
+                <TooltipTrigger asChild>
+                    <div
+                        onClick={(e: any) => {
+                            e.stopPropagation();
+                            onNewRequest();
+                        }}
+                        className={cn(
+                            "cursor-pointer w-fit mx-auto my-4 rounded-full shadow-sm p-2 border border-gray-300 flex items-center justify-center",
+                            isCollapsed && "my-5"
+                        )}
+                    >
+                        <Plus className="h-5 w-5" />
+                    </div>
+                </TooltipTrigger>
+                <TooltipContent
+                    side="right"
+                    className="bg-white !text-black border border-gray-300 text-xs rounded-full"
+                    sideOffset={10}
+                >
+                    <p>{text}</p>
+                </TooltipContent>
+            </Tooltip>
+        );
+    }
+
+    return (
+        <Button
+            variant="outline"
+            onClick={(e: any) => {
+                e.stopPropagation();
+                onNewRequest();
+            }}
+            className="w-full my-4 rounded-full shadow-md overflow-hidden bg-black text-white hover:bg-black/80 hover:text-white"
+            style={{ padding: "0.25rem", marginRight: "0.25rem" }}
+        >
+            {text}
+        </Button>
+    );
+};
diff --git a/examples/contact-extractor-agent/components/studio/messages/MessageList.tsx b/examples/contact-extractor-agent/components/studio/messages/MessageList.tsx
new file mode 100644
index 0000000..d673b10
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/MessageList.tsx
@@ -0,0 +1,85 @@
+import { UIMessage } from "ai";
+import dayjs from "dayjs";
+import { useMemo } from "react";
+import { MessageWrapper } from "./message/MessageWrapper";
+import { useChatUI } from "../context/ChatUiProvider";
+import { useAppChat } from "../context/AppChatProvider";
+import { getUiParts } from "../context/helpers/parts";
+import { MessageProvider } from "../context/MessageProvider";
+import { Skeleton } from "@/components/ui/skeleton";
+
+interface TabMessagesProps {
+    isLoading: boolean;
+}
+
+export default function MessageList({
+    isLoading,
+}: TabMessagesProps) {
+
+    const { messages, status } = useAppChat();
+    const isStreaming = status === "streaming";
+    const { messagesEndRef } = useChatUI();
+
+    const renderDateSeparator = (currentDate: string, prevDate?: string) => {
+        if (!prevDate || !dayjs(currentDate).isSame(prevDate, "day")) {
+            return (
+                <div className="my-2 text-center text-xs font-semibold text-gray-500">
+                    {dayjs(currentDate).format("DD MMM YYYY")}
+                </div>
+            );
+        }
+        return null;
+    };
+
+    // const lastAnnotationIndices = useMemo(() => {
+    //     const map = new Map<string, number>();
+    //     messages.forEach((message, index) => {
+    //         const uiParts = getUiParts(message);
+    //         (uiParts as any[]).forEach(part => {
+    //             if (part.output?.uiComponent) {
+    //                 map.set(part.output.uiComponent, index);
+    //             }
+    //         });
+    //     });
+    //     return map;
+    // }, [messages]);
+
+    return (
+        <>
+            {isLoading ? (
+                <Skeleton className="w-full h-20" />
+            ) : messages?.length > 0 ? (
+                messages.map((update, index) => {
+                    return (
+                        <div
+                            key={update.id + index}
+                            className={`${index === messages.length - 1 ? "min-h-[calc(85vh-258px)]" : ""}`}
+                        >
+                            <MessageProvider message={update}>
+                                <MessageWrapper
+                                    message={update}
+                                    index={index}
+                                    length={messages.length}
+                                    renderDateSeperator={(currDate) =>
+                                        renderDateSeparator(
+                                            currDate,
+                                            index > 0
+                                                ?
+                                                messages?.[index - 1]?.metadata?.createdAt
+                                                : ""
+                                        )
+                                    }
+                                />
+                            </MessageProvider>
+                        </div>
+                    );
+                })
+            ) : (
+                <div className="text-center text-gray-500">
+                    No messages yet. Start the conversation!
+                </div>
+            )}
+            <div ref={messagesEndRef} />
+        </>
+    );
+}
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/LoadingIndicator.tsx b/examples/contact-extractor-agent/components/studio/messages/message/LoadingIndicator.tsx
new file mode 100644
index 0000000..18fd7ec
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/LoadingIndicator.tsx
@@ -0,0 +1,53 @@
+import { AnimatePresence, motion } from "framer-motion";
+import { UIMessage } from "ai";
+import { useAppChat } from "../../context/AppChatProvider";
+
+// Define types for annotations
+export type ThinkingAnnotation = {
+    type: "thinking";
+    contents: string;
+    content: string;
+};
+
+export type LoadingAnnotation = {
+    type: "loading";
+    text: string;
+    content: string;
+    contents: string;
+};
+
+export type StatusAnnotation = ThinkingAnnotation | LoadingAnnotation;
+
+interface LoadingIndicatorProps {
+    message: UIMessage<{
+        loader?: string;
+    }, any, any>;
+}
+
+export const LoadingIndicator = ({ message }: LoadingIndicatorProps) => {
+    const { status } = useAppChat();
+    const loader = message.metadata?.loader;
+
+    return (
+        <div className="flex gap-2 items-center sticky top-0 z-10 bg-white py-4">
+            <div className="bg-black/80 animate-bounce h-4 w-4 rounded-full p-0 text-xs text-white"></div>
+            {(() => {
+
+                return (
+                    <AnimatePresence mode="wait">
+                        <motion.div
+                            key={loader}
+                            className="loading-text line-clamp-1"
+                            initial={{ opacity: 0, y: 10 }}
+                            animate={{ opacity: 1, y: 0 }}
+                            exit={{ opacity: 0, y: -10 }}
+                            transition={{ duration: 0.3 }}
+                        >
+                            {loader || "Loading..."}
+                        </motion.div>
+                    </AnimatePresence>
+                );
+            })()}
+        </div>
+    );
+}; 
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/MessageWrapper.tsx b/examples/contact-extractor-agent/components/studio/messages/message/MessageWrapper.tsx
new file mode 100644
index 0000000..a83a81f
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/MessageWrapper.tsx
@@ -0,0 +1,242 @@
+import { UIMessage } from "ai";
+import dayjs from "dayjs";
+import { FileText, RefreshCcw, EditIcon } from "lucide-react";
+import { useState } from "react";
+import { getMessageClass } from "./messageHelpers";
+import { useAppChat } from "../../context/AppChatProvider";
+import { LoadingIndicator } from "./LoadingIndicator";
+import { DisplayPart } from "./wrappers/DisplayPart";
+import { RenderUiTool } from "./wrappers/RenderUiTool";
+import { StickyUiPartsWrapper } from "./wrappers/StickyUiPartsWrapper";
+import { RenderToolFooter } from "./wrappers/RenderToolFooter";
+import { useMessageParts } from "../../context/MessageProvider";
+import { StepBanner } from "./wrappers/Stepbanner";
+import { RenderToolHeader } from "./wrappers/RenderToolHeader";
+import { Button } from "@/components/ui/button";
+import {
+  Dialog,
+  DialogContent,
+  DialogDescription,
+  DialogFooter,
+  DialogHeader,
+  DialogTitle,
+} from "@/components/ui/dialog";
+
+// Define types for annotations
+export type ThinkingAnnotation = {
+  type: "thinking";
+  contents: string;
+  content: string;
+};
+
+export type LoadingAnnotation = {
+  type: "loading";
+  text: string;
+  content: string;
+  contents: string;
+};
+
+export type StatusAnnotation = ThinkingAnnotation | LoadingAnnotation;
+
+// TODO: error boundary for ui annotations
+//import { ErrorBoundary } from "react-error-boundary";
+interface MessageWrapperProps {
+  message: UIMessage<any, any, any>;
+  index: number;
+  renderDateSeperator: (currentDate: string) => React.ReactNode;
+  length: number;
+}
+
+// RENDER CONTENT BY PARTS AND NOT BY CONTENT, BECAUSE CONTENT MIGHT BE A MERGE OF MULTIPLE PARTS.
+export const MessageWrapper = ({
+  message,
+  index,
+  renderDateSeperator,
+  length,
+}: MessageWrapperProps) => {
+  const { activePart, setActivePart, displayParts, toolParts, stickyUiParts } =
+    useMessageParts();
+  const { handleRefresh, status } = useAppChat();
+  const [showEditConfirmation, setShowEditConfirmation] = useState(false);
+
+  const onRefresh = async () => {
+    await handleRefresh(index);
+  };
+
+  return (
+    <div key={message.id + index}>
+      <EditMessageConfirmationDialog
+        showEditConfirmation={showEditConfirmation}
+        onClose={() => setShowEditConfirmation(false)}
+        index={index}
+      />
+      {message.metadata?.createdAt &&
+        renderDateSeperator(
+          new Date(message.metadata?.createdAt)?.toISOString()
+        )}
+
+      {message.role === "system" ? (
+        <div className="my-2 text-center text-xs text-gray-600">
+          {message.metadata?.content} •{" "}
+          {message.metadata?.createdAt &&
+            dayjs(message.metadata?.createdAt).format("h:mm A")}
+        </div>
+      ) : (
+        <div
+          className={`group flex items-start gap-3 ${(message.role as any) === "user" ? "justify-end" : "justify-start"}`}
+        >
+          {message.role == "user" && index <= length - 1 && (
+            <>
+              <RefreshCcw
+                className="h-4 w-4 text-neutral-500 cursor-pointer self-center opacity-0 group-hover:opacity-100 hover:text-neutral-700"
+                onClick={onRefresh}
+              />
+              <EditIcon
+                className="h-4 w-4 text-neutral-500 cursor-pointer self-center opacity-0 group-hover:opacity-100 hover:text-neutral-700"
+                onClick={() => {
+                  setShowEditConfirmation(true);
+                }}
+              />
+            </>
+          )}
+          <div
+            className={`relative flex flex-col rounded-lg p-3 ${getMessageClass(message.role as any)} ${message.role === "user" ? "max-w-xs sm:max-w-md" : "w-full"}`}
+          >
+            {message.role != "user" && (
+              <span
+                className={`mb-3 text-[10px] font-light ${(message.role as any) === "user" ? "text-gray-500 ml-auto" : "text-gray-500 mr-auto"}`}
+              >
+                {message.metadata?.createdAt &&
+                  dayjs(message.metadata?.createdAt).format("h:mm A")}
+              </span>
+            )}
+            {status !== "streaming" &&
+              message.role === "assistant" &&
+              message.metadata?.error && (
+                <div className="text-red-500">
+                  {message.metadata?.error ||
+                    "Something went wrong! Try again."}
+                </div>
+              )}
+            {message.role === "assistant" &&
+              status === "streaming" &&
+              index === length - 1 && (
+                <LoadingIndicator message={message} />
+              )}
+            {message?.parts &&
+              message?.parts?.length > 0 &&
+              displayParts.length === 1 && (
+                <DisplayPart
+                  part={displayParts?.[0] as any}
+                  messageId={message.id}
+                  lastMessage={index === length - 1}
+                  messageIndex={index}
+                  message={message}
+                />
+              )}
+            {displayParts.length > 1 && (
+              <div
+                className={`${message.role === "user" ? "w-[400px]" : "w-full"} p-0 bg-transparent`}
+              >
+                <StepBanner />
+                {toolParts && toolParts?.length > 0 && <RenderToolHeader />}
+                {displayParts?.[activePart] && (
+                  <DisplayPart
+                    part={displayParts?.[activePart]}
+                    messageId={message.id}
+                    lastMessage={index === length - 1}
+                    messageIndex={index}
+                    message={message}
+                  />
+                )}
+                {toolParts && toolParts?.length > 0 && <RenderToolFooter />}
+              </div>
+            )}
+            {stickyUiParts.length > 0 && (
+              <StickyUiPartsWrapper>
+                {stickyUiParts.map((part) => (
+                  <RenderUiTool
+                    key={part.toolCallId}
+                    tool={part as any}
+                    lastMessage={index === length - 1}
+                    messageIndex={index}
+                  />
+                ))}
+              </StickyUiPartsWrapper>
+            )}
+            {message.metadata?.attachments && (
+              <div className="mt-2 flex flex-wrap justify-evenly gap-2">
+                {message.metadata?.attachments.map((m: any, idx: number) =>
+                  m?.mediaType?.startsWith("image") ? (
+                    <img
+                      key={idx}
+                      src={m.mediaUrl}
+                      alt={m.mediaName}
+                      className={`rounded object-cover ${(message.role as any) === "user" ? "max-h-60" : "max-h-20"}`}
+                    />
+                  ) : (
+                    <a key={idx} href={m.mediaUrl} target="_blank">
+                      <span className="flex items-center gap-1">
+                        <FileText className="h-12 w-12 text-gray-600" />
+                        {m.mediaName}
+                      </span>
+                    </a>
+                  )
+                )}
+              </div>
+            )}
+          </div>
+        </div>
+      )}
+    </div>
+  );
+};
+
+export const EditMessageConfirmationDialog = ({
+  showEditConfirmation,
+  onClose,
+  index,
+}: {
+  showEditConfirmation: boolean;
+  onClose: () => void;
+  index: number;
+}) => {
+  const { handleEditMessage } = useAppChat();
+  const [isLoading, setIsLoading] = useState(false);
+  const [error, setError] = useState<string | null>(null);
+  const onEdit = () => {
+    setIsLoading(true);
+    handleEditMessage(index)
+      .then(() => {
+        onClose();
+      })
+      .catch((error) => {
+        setError(error.message);
+      })
+      .finally(() => {
+        setIsLoading(false);
+      });
+  };
+  return (
+    <Dialog open={showEditConfirmation} onOpenChange={onClose}>
+      <DialogContent>
+        <DialogHeader>
+          <DialogTitle>Edit Message</DialogTitle>
+          <DialogDescription>
+            Are you sure you want to edit this message? This action cannot be
+            undone and will delete all messages that came after this one.
+          </DialogDescription>
+        </DialogHeader>
+        <DialogFooter className="gap-2">
+          <Button variant="outline" onClick={onClose}>
+            Cancel
+          </Button>
+          <Button variant="destructive" onClick={onEdit} disabled={isLoading}>
+            Edit
+          </Button>
+          {error && <p className="text-red-500">{error}</p>}
+        </DialogFooter>
+      </DialogContent>
+    </Dialog>
+  );
+};
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/messageHelpers.tsx b/examples/contact-extractor-agent/components/studio/messages/message/messageHelpers.tsx
new file mode 100644
index 0000000..6c2ce50
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/messageHelpers.tsx
@@ -0,0 +1,135 @@
+
+import { UIMessage } from "@ai-sdk/react";
+import {
+  MessageCircle,
+  Mail,
+  Instagram,
+  Slack,
+  Send,
+  Twitter,
+  Phone,
+  Youtube,
+  Settings,
+} from "lucide-react";
+
+/**
+ * Helper functions for constructing message objects for the chat interface
+ */
+
+/**
+ * Constructs a message object from a button for appendMessage action
+ */
+export const constructMessageFromButton = (button: any) => {
+  return {
+    id: crypto.randomUUID(),
+    content: button.value ?? button.text,
+    role: 'user' as const,
+    parts: [
+      {
+        type: 'text' as const,
+        text: button.value ?? button.text,
+      },
+    ],
+  };
+};
+
+export const constructAutoSubmitMessage = (autoSubmit: string) => {
+  return {
+    id: crypto.randomUUID(),
+    content: autoSubmit,
+    role: 'user' as const,
+    parts: [
+      {
+        type: 'text' as const,
+        text: autoSubmit,
+      },
+    ],
+  };
+};
+
+export const constructAutoSubmitBody = (autoSubmitAnnotations: any[]) => {
+  return autoSubmitAnnotations.reduce((acc: any, annotation: any) => {
+    if (annotation.type === 'body') {
+      acc[annotation.key] = annotation.value;
+      return acc;
+    }
+    return acc;
+  }, {});
+};
+
+/**
+ * Constructs a message object for shiftMinion action
+ */
+export const constructShiftMinionMessage = (button: any) => {
+  return {
+    id: crypto.randomUUID(),
+    content: button.actionText ?? button.text ?? 'Changing gears..',
+    role: 'user' as const,
+    parts: [
+      {
+        type: 'text' as const,
+        text: button.actionText ?? button.text ?? 'Changing gears..',
+      },
+    ],
+  };
+};
+
+/**
+ * Constructs the body object for append function
+ */
+export const constructAppendBody = (minionType: string, extraProps?: any) => {
+  return {
+    body: {
+      minionType,
+      ...(extraProps ?? {}),
+    },
+  };
+};
+
+
+
+export const getTemplateIcon = (type?: string) => {
+  switch (type) {
+    case "DISCORD":
+      return <MessageCircle className="mr-2 h-5 w-5" />;
+    case "EMAIL":
+      return <Mail className="mr-2 h-5 w-5" />;
+    case "INSTAGRAM":
+      return <Instagram className="mr-2 h-5 w-5" />;
+    case "SLACK":
+      return <Slack className="mr-2 h-5 w-5" />;
+    case "TELEGRAM":
+      return <Send className="mr-2 h-5 w-5" />;
+    case "X":
+      return <Twitter className="mr-2 h-5 w-5" />;
+    case "WHATSAPP":
+      return <Phone className="mr-2 h-5 w-5" />;
+    case "YOUTUBE":
+      return <Youtube className="mr-2 h-5 w-5" />;
+    default:
+      return <Settings className="mr-2 h-5 w-5" />; // For CUSTOM or undefined types.
+  }
+};
+
+export const getMessageClass = (role: UIMessage["role"]) => {
+  switch (role) {
+    case "user":
+      return "bg-neutral-100 text-black";
+    case "assistant":
+      return "bg-transparent text-black";
+    case "system":
+      return "bg-gray-300 text-gray-700 text-center italic";
+    default:
+      return "bg-gray-100 text-black";
+  }
+};
+
+const statusVariantMapping: Record<string, { variant: string; color: string }> =
+{
+  UN_ASSIGNED: { variant: "secondary", color: "#a4a7ae" },
+  IN_DEVELOPMENT: { variant: "default", color: "#3b82f6" },
+  IN_REVIEW: { variant: "warning", color: "#f59e0b" },
+  CLOSED: { variant: "error", color: "#ef4444" },
+  COMPLETED: { variant: "success", color: "#10b981" },
+};
+
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/UiComponentProps.ts b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/UiComponentProps.ts
new file mode 100644
index 0000000..631cc16
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/UiComponentProps.ts
@@ -0,0 +1,43 @@
+// import { uiHitlMap } from './uiHitl';
+// import { AgentUi } from '@microfox/types';
+
+// export interface Button {
+//   type: 'confirm' | 'deny';
+//   text: string;
+//   action?: {
+//     id: string;
+//     props?: any;
+//     actionText: string;
+//   };
+//   className?: string;
+// }
+
+// export type CardObject = any;
+
+// export interface UiComponentProps {
+//   buttons_list: {
+//     uiType: 'buttons_list';
+//     isUISticky?: boolean;
+//     buttonHeaderText?: string;
+//     buttons: Button[];
+//   };
+//   card: {
+//     uiType: 'card';
+//     isUISticky?: boolean;
+//     text: string;
+//     description?: string;
+//     reason?: string;
+//     buttons?: Button[];
+//     object?: CardObject;
+//   };
+//   hitl: {
+//     uiType: 'hitl';
+//   };
+//   hitl_output: {
+//     uiType: 'hitl_output';
+//     uiOutput?: AgentUi['outputUi'];
+//     object?: {
+//       [key in keyof uiHitlMap]?: uiHitlMap[key];
+//     };
+//   };
+// }
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/buttons_list/ActionButtons.tsx b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/buttons_list/ActionButtons.tsx
new file mode 100644
index 0000000..9574c30
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/buttons_list/ActionButtons.tsx
@@ -0,0 +1,88 @@
+// import { Button } from "@/components/ui/button";
+// import { cn } from "@/lib/utils";
+// import {
+//   constructAppendBody,
+//   constructMessageFromButton,
+//   constructShiftMinionMessage,
+// } from "../../messageHelpers";
+// import { useAppChat } from "@/components/studio/context/AppChatProvider";
+// import { UiComponentProps } from "../../../../../ai/mappers/UiComponentProps";
+
+// type ActionButtonsProps = Omit<UiComponentProps["buttons_list"], "uiType"> & {
+//   areKeysRequired?: boolean;
+//   areKeysFilled?: boolean;
+// } & {
+//   className?: string;
+//   disabled?: boolean;
+//   lastMessage?: boolean;
+// };
+
+// export const ActionButtons = (props: ActionButtonsProps) => {
+//   const { status, append, setInput } = useAppChat();
+
+//   if (status === "streaming" || !props.lastMessage) {
+//     return null;
+//   }
+
+//   return (
+//     <div className={cn("flex flex-col gap-2 mt-4", props.className)}>
+//       {props?.buttonHeaderText && (
+//         <div className="text-md text-gray-500">{props?.buttonHeaderText}</div>
+//       )}
+//       <div className="flex gap-2 w-full">
+//         {props?.buttons?.map((button) => (
+//           <Button
+//             variant={"outline"}
+//             key={button.text}
+//             className={cn(
+//               `
+//               text-sm font-medium px-4 py-2 rounded-lg 
+//               bg-white hover:bg-gray-50 
+//               text-gray-700 hover:text-gray-900
+//               border border-gray-200 hover:border-gray-300
+//               transition-colors duration-200
+//               disabled:opacity-50 disabled:cursor-not-allowed
+//             `,
+//               button.type === "confirm" &&
+//               "bg-black text-white hover:bg-black/80 hover:text-white"
+//             )}
+//             disabled={
+//               props.disabled ||
+//               (props.areKeysRequired &&
+//                 !props.areKeysFilled &&
+//                 button.type === "confirm")
+//             }
+//             onClick={() => {
+//               console.log("button", button);
+//               if (button.action?.id === "highlightInput") {
+//               }
+//               if (button.action?.id === "appendMessage") {
+//                 setInput("");
+//                 append({
+//                   message: constructMessageFromButton(button),
+//                   chatRequestOptions: constructAppendBody(
+//                     button.action?.props?.minionType,
+//                     button.action?.props
+//                   ),
+//                 });
+//               }
+//               if (button.action?.id === "shiftMinion") {
+//                 console.log("shiftMinion", button.action?.props);
+//                 setInput("");
+//                 append({
+//                   message: constructShiftMinionMessage(button),
+//                   chatRequestOptions: constructAppendBody(button.action?.props),
+//                 });
+//               }
+//               if (button.action?.id === "link") {
+//                 window.open(button.action?.props, "_blank");
+//               }
+//             }}
+//           >
+//             {button.text}
+//           </Button>
+//         ))}
+//       </div>
+//     </div>
+//   );
+// };
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/Accept.tsx b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/Accept.tsx
new file mode 100644
index 0000000..c480c95
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/Accept.tsx
@@ -0,0 +1,267 @@
+// import { ToolResultPart, ToolUIPart } from "ai";
+// import { Button } from "@/components/ui/button";
+// import { useMicrofoxChat } from "../../../MicrofoxChatProvider";
+// import { ToolMetadata } from "@microfox/tool-kit";
+// import { useHitl } from "./HitlProvider";
+// import { CheckIcon, ChevronRightIcon, XIcon } from "lucide-react";
+// import { useEffect, useState } from "react";
+// import { Textarea } from "@/components/ui/textarea";
+// import { cn } from "@/lib/utils";
+// import isEqual from "lodash.isequal";
+// import { useChatUI } from "../../../ChatUiProvider";
+// import { motion, useMotionValue, useTransform, animate } from "framer-motion";
+// import McpRegistry, { shouldShowReviewAction } from "./helpers/McpRegistry";
+// import { parseMcpType } from "../mappers/uiHitl";
+// import SlackToolRenderer from "./slack/SlackToolRenderer";
+// import { useLayout } from "@/components/screens/providers/LayoutProvider";
+// import { AgentInfo } from "@microfox/types";
+// import useSWR from "swr";
+
+
+// const YesNoButtons = ({
+//     onYes,
+//     onNo,
+//     error,
+//     toolCallId,
+// }: {
+//     onYes?: () => void;
+//     onNo?: () => void;
+//     error?: string | null;
+//     toolCallId: string;
+// }) => {
+//     const { addHitlToolResult } = useHitl();
+
+//     return (
+//         <div className="flex gap-2 pt-2 justify-end items-stretch">
+//             <Button
+//                 variant="outline"
+//                 className="h-full text-black"
+//                 onClick={() => {
+//                     addHitlToolResult({
+//                         toolCallId,
+//                         output: {
+//                             approved: false,
+//                         },
+//                     });
+//                     onNo?.();
+//                 }}
+//             >
+//                 No
+//             </Button>
+//             <motion.div className="rounded-md p-[3px]">
+//                 <Button
+//                     variant="ghost"
+//                     className="bg-black hover:bg-black/70 hover:text-white px-4 text-white p-0"
+//                     onClick={() => {
+//                         addHitlToolResult({
+//                             toolCallId,
+//                             output: {
+//                                 approved: true,
+//                             },
+//                         });
+//                         onYes?.();
+//                     }}
+//                     disabled={!!error}
+//                 >
+//                     <CheckIcon className="w-3 h-3" />
+//                     <span className="text-sm">Yes</span>
+//                 </Button>
+//             </motion.div>
+//         </div>
+//     );
+// };
+
+// export const AcceptHitl = ({
+//     tool,
+//     lastMessage,
+// }: {
+//     tool: ToolUIPart<any>;
+//     lastMessage: boolean;
+// }) => {
+//     const { addHitlToolResult, mutateInput } = useHitl();
+//     const { setRightPanelContent, handleRightCollapse } = useLayout();
+//     const { scrollToBottom } = useChatUI();
+//     if (tool.state !== "output-available") {
+//         return null;
+//     }
+//     const toolMetadata = tool.output.metadata;
+//     const { mcpName, toolName, mcpType } = parseMcpType(tool.type as `tool-${string}`);
+//     const { data: agentInfos, mutate: mutateAgentInfos } = useSWR<AgentInfo[]>(
+//         mcpType != "" ? `/api/agents/infos?agentNames=${mcpName}` : null,
+//         async (url: string) => {
+//             const res = await fetch(url);
+//             if (!res.ok) throw new Error("Failed to fetch agents");
+//             return res.json();
+//         }, {
+//         revalidateOnFocus: false,
+//     });
+//     const agentInfo = agentInfos?.find(a => a.agentName === mcpName);
+
+
+//     const [expanded, setExpanded] = useState(false);
+//     const [showJson, setShowJson] = useState(false);
+
+//     const [jsonString, setJsonString] = useState(
+//         JSON.stringify(tool.input, null, 2)
+//     );
+//     const [error, setError] = useState<string | null>(null);
+
+//     const handleJsonChange = (e: React.ChangeEvent<HTMLTextAreaElement>) => {
+//         const newJsonString = e.target.value;
+//         setJsonString(newJsonString);
+
+//         console.log("handleJsonChange", newJsonString, tool.input);
+//         try {
+//             const parsedJson = JSON.parse(newJsonString);
+//             setError(null);
+//             if (isEqual(parsedJson, tool.input)) {
+//                 mutateInput(undefined);
+//             } else {
+//                 mutateInput(parsedJson);
+//             }
+//         } catch (err: any) {
+//             setError("Invalid JSON: " + err.message);
+//             mutateInput(undefined);
+//         }
+//     };
+
+//     // Check if this is an MCP tool that can be enhanced
+//     const isMcpTool = (toolType: string): boolean => {
+//         return (
+//             toolType.startsWith("tool-pkgAgent") ||
+//             toolType.startsWith("tool-microAgent")
+//         );
+//     };
+
+//     const shouldShowEnhancedUI = isMcpTool(tool.type) && toolMetadata?.jsonSchema;
+//     const _shouldShowReviewAction = shouldShowEnhancedUI && shouldShowReviewAction(tool);
+
+//     return (
+//         <div className="flex flex-col gap-2 p-4 rounded-xl">
+//             <h4 className="text-lg font-bold">
+//                 {toolMetadata?.summary || toolMetadata?.name}
+//             </h4>
+//             <div
+//                 className={`text-sm text-gray-500 ${expanded ? "line-clamp-none" : "line-clamp-2"
+//                     }`}
+//             >
+//                 {toolMetadata?.description}
+//             </div>
+//             {toolMetadata?.description?.length > 100 && (
+//                 <button
+//                     onClick={() => setExpanded(!expanded)}
+//                     className="text-sm -mt-2 text-gray-400 hover:underline self-start"
+//                 >
+//                     {expanded ? "Read less" : "Read more"}
+//                 </button>
+//             )}
+//             {Object.keys(tool.input)?.length > 0 &&
+//                 (showJson ? (
+//                     <div className="relative max-w-[380px] self-stretch">
+//                         <Textarea
+//                             value={jsonString}
+//                             onChange={handleJsonChange}
+//                             className={cn(
+//                                 "font-mono bg-gray-100 p-2 max-w-full w-full max-h-[200px] overflow-y-auto rounded-xl text-xs whitespace-pre-wrap",
+//                                 error && "border-red-500"
+//                             )}
+//                             rows={10}
+//                         />
+//                         {error && <p className="text-red-500 text-xs mt-1">{error}</p>}
+//                         <Button
+//                             variant="ghost"
+//                             size="icon"
+//                             className="absolute top-1 right-1 h-6 w-6 rounded-full"
+//                             onClick={() => setShowJson(false)}
+//                         >
+//                             <XIcon className="w-3 h-3" />
+//                         </Button>
+//                     </div>
+//                 ) : shouldShowEnhancedUI ? (
+//                     <McpRegistry
+//                         tool={tool}
+//                         input={tool.input}
+//                         metadata={toolMetadata}
+//                         placement="in-accept-box"
+//                     />
+//                 ) : (
+//                     <div></div>
+//                 ))}
+//             <div className="flex gap-2 pt-2 justify-end items-stretch">
+//                 {!showJson && (
+//                     <Button
+//                         variant="ghost"
+//                         size="sm"
+//                         onClick={() => {
+//                             setShowJson(true);
+//                             setTimeout(() => {
+//                                 scrollToBottom();
+//                             }, 50);
+//                         }}
+//                         className="flex-1 h-full bg-neutral-100 hover:bg-neutral-200"
+//                     >
+//                         Raw parameters
+//                     </Button>
+//                 )}
+//                 {_shouldShowReviewAction && (
+//                     <motion.div className="rounded-md p-[3px]">
+//                         <Button
+//                             variant="ghost"
+//                             className="bg-black hover:bg-black/70 hover:text-white px-4 text-white p-0"
+//                             onClick={() => {
+//                                 setRightPanelContent(
+//                                     <div className="relative bg-[#4A154B] text-white flex p-4 h-full flex-col justify-start items-stretch overflow-y-auto">
+//                                         <div className="flex flex-row justify-between items-center">
+//                                             <div className="flex flex-row gap-2">
+//                                                 <img src={agentInfo?.iconUrl} alt="tool icon" className="w-6 h-6" />
+//                                                 <p className="text-sm font-bold">{agentInfo?.title ?? mcpName}</p>
+//                                             </div>
+//                                             <Button variant="ghost" size="icon" onClick={() => {
+//                                                 setRightPanelContent(null);
+//                                                 handleRightCollapse(true);
+//                                             }}>
+//                                                 <XIcon className="w-3 h-3" />
+//                                             </Button>
+//                                         </div>
+//                                         <h4 className="text-lg font-bold mt-3 mb-6">
+//                                             {toolMetadata?.summary || toolMetadata?.name}
+//                                         </h4>
+//                                         <McpRegistry
+//                                             tool={tool}
+//                                             input={tool.input}
+//                                             metadata={toolMetadata}
+//                                             placement="sidebar"
+//                                         />
+//                                         <div className="h-[50vh] min-h-[200px]"></div>
+//                                         <div className="absolute bottom-0 bg-[#4A154B] right-2 p-4 flex gap-2 pt-2 justify-end items-center">
+//                                             <p className="text-sm opacity-50">
+//                                                 Click yes to approve the above action.
+//                                             </p>
+//                                             <YesNoButtons
+//                                                 toolCallId={tool.toolCallId}
+//                                                 error={error}
+//                                                 onYes={() => {
+//                                                     handleRightCollapse(true);
+//                                                     setRightPanelContent(null);
+//                                                 }}
+//                                                 onNo={() => {
+//                                                     handleRightCollapse(true);
+//                                                     setRightPanelContent(null);
+//                                                 }}
+//                                             />
+//                                         </div>
+//                                     </div>)
+//                                 handleRightCollapse(false);
+//                             }}
+//                             disabled={!!error}
+//                         >
+//                             <span className="text-sm">Review</span>
+//                             <ChevronRightIcon className="w-3 h-3" />
+//                         </Button>
+//                     </motion.div>
+//                 )}
+//                 {!_shouldShowReviewAction && <YesNoButtons toolCallId={tool.toolCallId} error={error} />}
+//             </div>
+//         </div>
+//     );
+// };
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/HitlProvider.tsx b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/HitlProvider.tsx
new file mode 100644
index 0000000..585b418
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/HitlProvider.tsx
@@ -0,0 +1,121 @@
+// "use client";
+
+// import { HitlAuthObject } from "../mappers/uiTool";
+// import { useAppSession } from "@/components/context/AppSessionProvider";
+// import { RestSdk } from "@/utils/services/RestSdk";
+// import { ClientSecret } from "@prisma/client";
+// import {
+//     createContext,
+//     ReactNode,
+//     useCallback,
+//     useContext,
+//     useState
+// } from "react";
+// import { useAppChat } from "@/components/context/AppChatProvider";
+
+// type HitlContextType = ReturnType<typeof useHitlContext>;
+
+// const HitlContext = createContext<HitlContextType | undefined>(undefined);
+
+// function useHitlContext() {
+
+//     const { addToolResult } = useAppChat();
+//     const { session } = useAppSession();
+//     const [auth, setAuth] = useState<HitlAuthObject | undefined>(undefined);
+//     const [mutatedInput, setMutatedInput] = useState<any | undefined>(undefined);
+
+//     const selectSecret = (secret: ClientSecret, packageName: string) => {
+//         setAuth((as) => {
+//             if (!as) return undefined;
+//             const newAuthSecrets = [...as?.secrets ?? []];
+//             const index = newAuthSecrets.findIndex((s) => s.packageName === packageName);
+//             let updatedVariables = as?.variables ? as.variables : [];
+//             if (index !== -1 && newAuthSecrets[index]) {
+//                 // first remove the variables of the old secret
+//                 // const oldSecret = newAuthSecrets[index].secrets.find((s) => s.id === newAuthSecrets[index]?.selectedSecretId);
+//                 // if (oldSecret) {
+//                 //     updatedVariables = removeVariables(updatedVariables, oldSecret);
+//                 // }
+//                 // // next carefully add the new variables (while overwriting if any)
+//                 // updatedVariables = replaceVariables(updatedVariables, secret);
+//                 newAuthSecrets[index] = {
+//                     ...newAuthSecrets[index],
+//                     packageName,
+//                     selectedSecretId: secret.id,
+//                 };
+//             }
+//             return {
+//                 ...as,
+//                 secrets: newAuthSecrets,
+//                 //variables: updatedVariables,
+//             };
+//         })
+//     }
+
+//     const addHitlToolResult = useCallback((toolResult: any) => {
+//         // console.log("addHitlToolResult", toolResult, "stateAuth", auth, "mutatedInput", mutatedInput);
+//         addToolResult({
+//             ...toolResult,
+//             output: {
+//                 ...toolResult.output,
+//                 ...(mutatedInput && { mutatedInput }),
+//                 auth: {
+//                     ...toolResult.output.auth,
+//                     ...auth,
+//                 },
+//             },
+//         });
+//         setMutatedInput(undefined);
+//     }, [auth, mutatedInput]);
+
+//     const refetchHitlAuth = () => {
+//         RestSdk.postData("/api/client-secrets/hitl-auth", {
+//             authOptions: {
+//                 packages: auth?.secrets.map((s) => ({
+//                     packageName: s.packageName,
+//                     packageConstructor: s.packageConstructor,
+//                 })),
+//                 //customSecrets: auth?.
+//             },
+//             clientRequestId: session?.id,
+//             // userId: session?.userId,
+//         }).then((res) => {
+//             console.log("REFETCHED AUTH", res);
+//             setAuth(res);
+//         }).catch((err) => {
+//             console.error("Error fetching secrets", err);
+//         });
+//     }
+
+//     const mutateInput = (_input: any) => {
+//         console.log("mutateInput", _input);
+//         setMutatedInput(_input);
+//     }
+
+//     return {
+//         auth,
+//         selectSecret,
+//         setAuth,
+//         addHitlToolResult,
+//         refetchHitlAuth,
+//         mutatedInput,
+//         mutateInput,
+//     };
+// }
+
+// export function useHitl() {
+//     const context = useContext(HitlContext);
+//     if (context === undefined) {
+//         throw new Error("useHitl must be used within a HitlProvider");
+//     }
+//     return context;
+// }
+
+// interface HitlProviderProps {
+//     children: ReactNode;
+// }
+
+// export function HitlProvider({ children }: HitlProviderProps) {
+//     const value = useHitlContext();
+//     return <HitlContext.Provider value={value}>{children}</HitlContext.Provider>;
+// }
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/HitlWrapper.tsx b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/HitlWrapper.tsx
new file mode 100644
index 0000000..4352396
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/HitlWrapper.tsx
@@ -0,0 +1,202 @@
+// import { UiComponentProps } from "../mappers/UiComponentProps"
+// import { parseMcpType } from "../mappers/uiHitl"
+// import { HitlInput, MyUiTool } from "../mappers/uiTool"
+// import { useAppSession } from "@/components/context/AppSessionProvider"
+// import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip"
+// import { cn } from "@/lib/utils"
+// import { AgentInfo } from "@microfox/types"
+// import { ChevronDown, HelpCircleIcon } from "lucide-react"
+// import { useEffect, useState } from "react"
+// import useSWR from "swr"
+// import { Package } from "../../types"
+// import { TaskIntegrations } from "../card/task_integrations/TaskIntegrations"
+// import { useHitl } from "./HitlProvider"
+// import { SecretSelectorForAuth } from "./SecretSelectorForAuth"
+
+// export const HitlAuthWrapper = ({ tool, lastMessage, lastAnnotationIndices, messageIndex, children }: {
+//     tool: MyUiTool & {
+//         type: `tool-ui-${keyof UiComponentProps}` | `tool-${string}`
+//     },
+//     lastMessage: boolean
+//     lastAnnotationIndices: Map<string, number>,
+//     messageIndex: number
+//     children: React.ReactNode
+// }) => {
+//     const { session } = useAppSession();
+//     const auth = (tool.output as HitlInput).auth;
+//     const { auth: stateAuth, setAuth, selectSecret, refetchHitlAuth } = useHitl();
+//     const [popoverOpen, setPopoverOpen] = useState(false);
+//     const { mcpType, mcpName, toolName } = parseMcpType(tool.type);
+//     const [expanded, setExpanded] = useState(false);
+
+//     const { data: packageInfos, mutate: mutatePackageInfos } = useSWR<Package[]>(
+//         auth ? `/api/packages/infos?packageNames=${auth?.secrets?.map(s => s.packageName).join(",")}` : null,
+//         async (url: string) => {
+//             const res = await fetch(url);
+//             if (!res.ok) throw new Error("Failed to fetch packages");
+//             return res.json();
+//         }, {
+//         revalidateOnFocus: false,
+//     });
+
+//     const { data: agentInfos, mutate: mutateAgentInfos } = useSWR<AgentInfo[]>(
+//         `/api/agents/infos?agentNames=${mcpName}`,
+//         async (url: string) => {
+//             const res = await fetch(url);
+//             if (!res.ok) throw new Error("Failed to fetch agents");
+//             return res.json();
+//         }, {
+//         revalidateOnFocus: false,
+//     });
+//     const agentInfo = agentInfos?.find(a => a.agentName === mcpName);
+
+//     const isSinglePackage = stateAuth?.secrets?.length === 1;
+//     const singlePackageSecret = stateAuth?.secrets[0];
+//     const singlePackage = packageInfos?.find(p => p.name === singlePackageSecret?.packageName);
+//     const selectedSinglePackageSecret = singlePackageSecret?.secrets.find(s => s.id === singlePackageSecret?.selectedSecretId);
+
+//     const missingSecrets = stateAuth?.secrets?.filter(s => !s.selectedSecretId && s.isAuthNeeded);
+
+//     useEffect(() => {
+//         if (auth) {
+//             setAuth(auth);
+//         }
+//     }, [auth?.secrets]);
+
+//     if (!stateAuth) {
+//         return <div>{children}</div>
+//     };
+
+
+//     if (missingSecrets && missingSecrets?.length > 0) {
+//         return (
+//             <div className="flex flex-col my-2 bg-white shadow-md rounded-xl border border-gray-200">
+//                 <div className="flex flex-row items-end justify-start gap-2 border-b border-gray-200 pt-3 px-3">
+//                     <img src="/logo-mini-color.png" alt="Secret Icon" className="w-18 h-18" />
+//                     <div className="flex flex-col justify-end py-2 pl-4">
+//                         <div className="flex flex-row items-center gap-2 mb-1">
+//                             <h2 className="text-xl font-bold">Connect me.</h2>
+//                             <TooltipProvider>
+//                                 <Tooltip>
+//                                     <TooltipTrigger asChild>
+//                                         <HelpCircleIcon className="w-4 h-4 text-gray-500 cursor-pointer" />
+//                                     </TooltipTrigger>
+//                                     <TooltipContent className="max-w-[300px]">
+//                                         <p>Microfox will always ask you permission before doing any action.</p>
+//                                     </TooltipContent>
+//                                 </Tooltip>
+//                             </TooltipProvider>
+//                         </div>
+//                         <h3 className="text-sm text-gray-500">Hey ! Can you give me access,<br /> i need it to finish your request.</h3>
+//                     </div>
+//                 </div>
+//                 <div className="p-4">
+//                     <TaskIntegrations
+//                         buttons={[]}
+//                         object={{
+//                             objectType: "task_integrations",
+//                             object: {
+//                                 platforms: missingSecrets.map(s => ({
+//                                     name: packageInfos?.find(p => p.name === s.packageName)?.title ?? s.packageName,
+//                                     reason: s.reason ?? "",
+//                                     optional: false,
+//                                     package: s.packageName,
+//                                     scopes: s.scopes ?? [],
+//                                 })),
+//                             },
+//                         }}
+//                         onAllSecretsFilled={() => {
+//                             refetchHitlAuth();
+//                         }}
+//                         hideMetaInfo={true}
+//                         hideButtons={true}
+//                         text=""
+//                         isLastInQueue={true}
+//                         lastMessage={false}
+//                     />
+//                 </div>
+//             </div>
+//         )
+//     }
+
+
+//     return <div className="flex flex-col my-2 bg-white shadow-md rounded-xl border border-gray-200">
+
+//         <div className="flex flex-col w-full">
+//             <div
+//                 className="flex flex-row items-start justify-between gap-2 border-b border-gray-200 py-3 px-3 cursor-pointer"
+//             >
+//                 <TooltipProvider>
+//                     <Tooltip>
+//                         <TooltipTrigger asChild>
+//                             <div className="flex flex-row gap-2 items-center">
+//                                 {agentInfo?.iconUrl && (
+//                                     <img src={agentInfo.iconUrl} alt={agentInfo.title} className="w-6 h-6 rounded-full" />
+//                                 )}
+//                                 <span className="text-sm text-muted-foreground">
+//                                     {agentInfo?.title ?? mcpName}
+//                                 </span>
+//                             </div>
+//                         </TooltipTrigger>
+//                         {agentInfo?.description && (
+//                             <TooltipContent className="max-w-[300px]">
+//                                 <p>{agentInfo.description}</p>
+//                             </TooltipContent>
+//                         )}
+//                     </Tooltip>
+//                 </TooltipProvider>
+//                 <TooltipProvider>
+//                     <div className="flex flex-row gap-2 items-center"
+//                         onClick={() => setExpanded(!expanded)}
+//                     >
+//                         {stateAuth.secrets?.map((s) => {
+//                             const packageInfo = packageInfos?.find(p => p.name === s.packageName);
+//                             return (
+//                                 <Tooltip>
+//                                     <TooltipTrigger asChild>
+//                                         <img
+//                                             src={packageInfo?.icon ?? "/favicon_io/favicon.ico"} alt="Project Logo" className="w-4 h-4 rounded-full cursor-pointer" />
+//                                     </TooltipTrigger>
+//                                     <TooltipContent className="max-w-[300px]">
+//                                         <p>{packageInfo?.name}</p>
+//                                     </TooltipContent>
+//                                 </Tooltip>
+//                             )
+//                         })}
+//                         {/* <h3 className="text-sm text-muted-foreground">{stateAuth.secrets?.length} Connections</h3> */}
+//                         <ChevronDown className={cn("min-w-2 min-h-2 text-gray-500 transition-transform", expanded && "rotate-180")} />
+//                     </div>
+//                 </TooltipProvider>
+//             </div>
+//             {(expanded) && (
+//                 <div className="flex flex-col w-full">
+//                     {stateAuth.secrets?.map((s) => {
+//                         const packageInfo = packageInfos?.find(p => p.name === s.packageName);
+//                         if (!packageInfo) return null;
+//                         return (
+//                             <SecretSelectorForAuth
+//                                 key={s.packageName}
+//                                 packageAuth={s}
+//                                 packageInfo={packageInfo}
+//                                 onSelectSecret={selectSecret}
+//                                 refetchSecrets={refetchHitlAuth}
+//                             />
+//                         )
+//                     })}
+//                 </div>
+//             )}
+//         </div>
+//         {/* <h4 className="text-lg font-bold">{auth.metadata.summary}</h4>
+//         <div className="text-sm text-gray-500">
+//             {auth.metadata.description} So, can i call the tool {Object.keys(auth.args)?.length > 0 ? "with the below args?" : "?"}
+//         </div>
+//         {Object.keys(auth.args)?.length > 0 &&
+//             (<div className="font-mono bg-gray-200 p-2 rounded text-xs">
+//                 {JSON.stringify(auth.args, null, 2)}
+//             </div>
+//             )} */}
+//         <div className="flex">
+//             {children}
+//         </div>
+//     </div >
+// }
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/RenderHitl.tsx b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/RenderHitl.tsx
new file mode 100644
index 0000000..7e80dd9
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/RenderHitl.tsx
@@ -0,0 +1,34 @@
+// import { UiComponentProps } from "@/components/screens/Chat/message/uiTool/mappers/UiComponentProps"
+// import { MyUiTool } from "@/components/screens/Chat/message/uiTool/mappers/uiTool"
+// import { AcceptHitl } from "./Accept"
+// import { ToolUIPart } from "ai"
+
+
+
+// /**
+//  * RenderUiTool is a component that renders a UI tool (tool-ui-<component>) or sticky parts (tool-<component>).
+//  * usually all hitl or sticky parts (but better make a seperation by them having tool-hitl-)
+//  * @param param0 
+//  * @returns 
+//  */
+// export const RenderHiltTool = ({ tool, lastMessage, lastAnnotationIndices, messageIndex }: {
+//     tool: MyUiTool & {
+//         type: `tool-ui-${keyof UiComponentProps}` | `tool-${string}`
+//     },
+//     lastMessage: boolean
+//     lastAnnotationIndices: Map<string, number>,
+//     messageIndex: number
+// }) => {
+
+//     switch (tool.output?.props?.uiType) {
+//         case "hitl":
+//             return <AcceptHitl
+//                 tool={tool as ToolUIPart}
+//                 lastMessage={lastMessage}
+//             />
+//         default:
+//             return null;
+//     }
+
+//     return null;
+// }
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/SecretSelectorForAuth.tsx b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/SecretSelectorForAuth.tsx
new file mode 100644
index 0000000..4c1dc4a
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/SecretSelectorForAuth.tsx
@@ -0,0 +1,231 @@
+// import { ClientSecret } from "@prisma/client";
+// import { Popover, PopoverContent, PopoverTrigger } from "@/components/ui/popover";
+// import { Check, ChevronDown, HelpCircleIcon, XIcon } from "lucide-react";
+// import { useState } from "react";
+// import { Identity } from "@microfox/oauth-kit";
+// import { ClientSecretVariable } from "@/server/types";
+// import { cn } from "@/lib/utils";
+// import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip";
+// import { Badge } from "@/components/ui/badge";
+// import { Package } from "../../types";
+// import { prettyPrintDuration, prettySinceTime } from "@/utils/helpers/prettyprint";
+// import { Dialog, DialogClose, DialogContent } from "@/components/ui/dialog";
+// import { TaskIntegrations } from "../card/task_integrations/TaskIntegrations";
+
+// export type AuthSecretRequest = {
+//     packageName: string;
+//     secrets: ClientSecret[];
+//     selectedSecretId?: string;
+//     isAuthNeeded: boolean;
+//     scopes?: string[];
+//     reason?: string;
+// };
+
+// interface SecretSelectorForAuthProps {
+//     packageAuth: AuthSecretRequest;
+//     packageInfo: Package;
+//     onSelectSecret: (secret: ClientSecret, packageName: string) => void;
+//     refetchSecrets: () => void;
+// }
+
+// const fetchDisplayName = (secret: ClientSecret | undefined) => {
+//     if (!secret) {
+//         return "Unknown";
+//     }
+//     if (secret.identityMetadata as Identity && Object.keys(secret.identityMetadata as any).length > 0) {
+//         const identity = secret.identityMetadata as Identity;
+//         return identity.teamInfo?.name ?? identity.organisationInfo?.name ?? identity.userInfo?.name;
+//     }
+//     if (secret.name) {
+//         return secret.name;
+//     }
+//     if (secret.updatedAt) {
+//         return prettySinceTime(new Date(secret.updatedAt).toISOString());
+//     }
+//     return "Unknown";
+// }
+
+// const fetchDisplayIcon = (secret: ClientSecret | undefined) => {
+//     if (!secret) {
+//         return "/favicon_io/favicon.ico";
+//     }
+//     if (secret.identityMetadata as Identity) {
+//         const identity = secret.identityMetadata as Identity;
+//         return identity.teamInfo?.icon ?? identity.organisationInfo?.icon ?? identity.userInfo?.avatarUrl;
+//     }
+//     const botConfigVariables = secret.botConfig as any[] as ClientSecretVariable[];
+//     const botConfigIcon = botConfigVariables.find(v => v.key.toLowerCase().includes("icon") || v.key.toLowerCase().includes("logo"));
+//     if (botConfigIcon) {
+//         return botConfigIcon.value;
+//     }
+//     return "/favicon_io/favicon.ico";
+// }
+
+// const fetchTooltipContent = (secret: ClientSecret | undefined): string => {
+//     if (!secret) {
+//         return "No secret is selected. Please select a secret to proceed.";
+//     }
+//     let content = "";
+//     if (secret.packageType === "oauth2") {
+//         const identity = secret.identityMetadata as Identity;
+//         if (!identity) {
+//             return "No identity is selected. Please select a secret to proceed.";
+//         }
+//         const name = identity.teamInfo?.name ?? identity.organisationInfo?.name ?? identity.userInfo?.name;
+//         if (identity.teamInfo?.name && identity?.userInfo?.name) {
+//             content += `This will use the connected account for team "${identity.teamInfo?.name}" which was first made by user "${identity.userInfo?.name}".`;
+//         } else if (name) {
+//             content += `This will use the connected account for "${name}".`;
+//         } else {
+//             content += "This will use the selected connected account.";
+//         }
+//     }
+//     else if (secret.name) {
+//         content += `This will use the API Key which was configured for bot nickname "${secret.name}".`;
+//     }
+//     else {
+//         content += "This will use the selected secret.";
+//     }
+//     return content;
+// }
+
+// interface AddNewSecretDialogProps {
+//     isOpen: boolean;
+//     onClose: () => void;
+//     packageAuth: AuthSecretRequest;
+//     packageInfo: Package;
+// }
+
+// const AddNewSecretDialog = ({ isOpen, onClose, packageAuth, packageInfo }: AddNewSecretDialogProps) => {
+//     return (
+//         <Dialog open={isOpen} onOpenChange={onClose}>
+//             <DialogContent>
+//                 <div className="flex flex-col bg-white rounded-xl">
+//                     <div className="flex flex-row items-end justify-start gap-2 border-b border-gray-200 pt-3 px-3">
+//                         <img src="/logo-mini-color.png" alt="Secret Icon" className="w-18 h-18" />
+//                         <div className="flex flex-col justify-end py-2 pl-4">
+//                             <div className="flex flex-row items-center gap-2 mb-1">
+//                                 <h2 className="text-xl font-bold">Connect me.</h2>
+//                                 <TooltipProvider>
+//                                     <Tooltip>
+//                                         <TooltipTrigger asChild>
+//                                             <HelpCircleIcon className="w-4 h-4 text-gray-500 cursor-pointer" />
+//                                         </TooltipTrigger>
+//                                         <TooltipContent className="max-w-[300px]">
+//                                             <p>Microfox will always ask you permission before doing any action.</p>
+//                                         </TooltipContent>
+//                                     </Tooltip>
+//                                 </TooltipProvider>
+//                             </div>
+//                             <h3 className="text-sm text-gray-500">Hey ! Can you give me access,<br /> i need it to finish your request.</h3>
+//                         </div>
+//                     </div>
+//                     <div className="p-4">
+//                         <TaskIntegrations
+//                             buttons={[]}
+//                             object={{
+//                                 objectType: "task_integrations",
+//                                 object: {
+//                                     platforms: [{
+//                                         name: packageInfo?.title ?? packageAuth.packageName,
+//                                         reason: packageAuth.reason ?? "",
+//                                         optional: false,
+//                                         package: packageAuth.packageName,
+//                                         scopes: packageAuth.scopes ?? [],
+//                                     }],
+//                                 },
+//                             }}
+//                             onAllSecretsFilled={() => {
+//                                 onClose();
+//                             }}
+//                             hideMetaInfo={true}
+//                             hideButtons={true}
+//                             text=""
+//                             isLastInQueue={true}
+//                             lastMessage={false}
+//                         />
+//                     </div>
+//                 </div>
+//             </DialogContent>
+//         </Dialog>
+//     )
+// }
+
+
+// export const SecretSelectorForAuth = ({ packageAuth, packageInfo, onSelectSecret, refetchSecrets }: SecretSelectorForAuthProps) => {
+//     const [popoverOpen, setPopoverOpen] = useState(false);
+//     const selectedSecret = packageAuth.secrets.find(s => s.id === packageAuth.selectedSecretId);
+//     const [addSecretOpen, setAddSecretOpen] = useState(false);
+
+//     return (
+//         <div className="flex flex-row items-start justify-between gap-2 border-b border-gray-200 py-3 px-3 w-full">
+//             <div className="flex flex-row gap-2 items-center">
+//                 <img src={packageInfo?.icon ?? "/favicon_io/favicon.ico"} alt="Project Logo" className="w-6 h-6 rounded-full" />
+//                 <h3 className="text-sm ">{packageInfo?.title}</h3>
+//             </div>
+//             {selectedSecret && (
+//                 <div className="flex flex-row gap-2 items-center">
+//                     <Popover open={popoverOpen} onOpenChange={setPopoverOpen}>
+//                         <PopoverTrigger asChild>
+//                             <div className="flex flex-row gap-2 text-black border border-gray-200 rounded-xl px-3 py-0 items-center cursor-pointer">
+//                                 <img src={fetchDisplayIcon(selectedSecret)} alt="Secret Icon" className="w-4 h-4 rounded-full" />
+//                                 <h3 className="text-sm text-muted-foreground">{fetchDisplayName(selectedSecret)}</h3>
+//                                 <ChevronDown className="min-w-4 min-h-4 text-gray-500 mr-2" />
+//                             </div>
+//                         </PopoverTrigger>
+//                         <PopoverContent className="p-0 rounded-xl">
+//                             <div className="flex flex-col max-h-[250px] overflow-y-auto rounded-xl">
+//                                 {packageAuth.secrets.map(s => (
+//                                     <div
+//                                         onClick={() => {
+//                                             onSelectSecret(s, packageAuth.packageName);
+//                                             setPopoverOpen(false);
+//                                         }}
+//                                         key={s.id} className={cn("flex flex-row gap-2 items-center hover:bg-gray-100 p-2 rounded-xl cursor-pointer", s.id === packageAuth.selectedSecretId && "bg-gray-100")}>
+//                                         <img src={fetchDisplayIcon(s)} alt="Secret Icon" className="w-4 h-4 rounded-full" />
+//                                         <h3 className="text-sm text-muted-foreground">{fetchDisplayName(s)}</h3>
+//                                         <Badge variant="outline" className="ml-2">
+//                                             <span className="text-[0.8em]">{s.packageType === "oauth2" ? "Connected" : "API Key"}</span>
+//                                         </Badge>
+//                                         {
+//                                             s.id === packageAuth.selectedSecretId && (
+//                                                 <Check className="ml-auto w-4 h-4 text-green-500" />
+//                                             )
+//                                         }
+//                                     </div>
+//                                 ))}
+//                                 <div
+//                                     onClick={() => {
+//                                         setAddSecretOpen(true);
+//                                         setPopoverOpen(false);
+//                                     }}
+//                                     className="flex flex-row gap-2 items-center hover:bg-gray-100 p-2 rounded-xl cursor-pointer">
+//                                     <h3 className="text-sm text-muted-foreground">Add new secret</h3>
+//                                 </div>
+//                             </div>
+//                         </PopoverContent>
+//                     </Popover>
+//                     <TooltipProvider>
+//                         <Tooltip>
+//                             <TooltipTrigger asChild>
+//                                 <HelpCircleIcon className="w-4 h-4 text-gray-500 cursor-pointer" />
+//                             </TooltipTrigger>
+//                             <TooltipContent className="max-w-[300px]">
+//                                 <p>{fetchTooltipContent(selectedSecret)}</p>
+//                             </TooltipContent>
+//                         </Tooltip>
+//                     </TooltipProvider>
+//                 </div>
+//             )}
+//             <AddNewSecretDialog
+//                 isOpen={addSecretOpen}
+//                 onClose={() => {
+//                     setAddSecretOpen(false);
+//                     refetchSecrets();
+//                 }}
+//                 packageAuth={packageAuth}
+//                 packageInfo={packageInfo}
+//             />
+//         </div>
+//     )
+// } 
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/GenericMcpRenderer.tsx b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/GenericMcpRenderer.tsx
new file mode 100644
index 0000000..7169a02
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/GenericMcpRenderer.tsx
@@ -0,0 +1,274 @@
+// import React, { useEffect, useState } from 'react';
+// import { Label } from '@/components/ui/label';
+// import { Input } from '@/components/ui/input';
+// import { Checkbox } from '@/components/ui/checkbox';
+// import { Textarea } from '@/components/ui/textarea';
+// import {
+//     Select,
+//     SelectContent,
+//     SelectItem,
+//     SelectTrigger,
+//     SelectValue,
+// } from '@/components/ui/select';
+// import { Badge } from '@/components/ui/badge';
+// import { XIcon, ChevronDown, ChevronRight, ExpandIcon, ListCollapseIcon } from 'lucide-react';
+// import { useHitl } from '../HitlProvider';
+// import { Button } from '@/components/ui/button';
+
+// interface GenericMcpRendererProps {
+//     input: any;
+//     metadata: any;
+//     mcpName: string;
+//     toolName: string;
+// }
+
+// const GenericMcpRenderer: React.FC<GenericMcpRendererProps> = ({
+//     input,
+//     metadata,
+//     mcpName,
+//     toolName
+// }) => {
+//     const { mutateInput } = useHitl();
+//     const [formData, setFormData] = useState(input || {});
+//     const [isExpanded, setIsExpanded] = useState(false);
+
+//     const parameterCount = metadata?.jsonSchema?.properties
+//         ? Object.keys(metadata.jsonSchema.properties).filter(key => !key.startsWith('microfox')).length
+//         : 0;
+
+//     const handleFieldChange = (fieldPath: string, value: any) => {
+//         const newFormData = { ...formData };
+//         const pathParts = fieldPath.split('.');
+
+//         let current = newFormData;
+//         for (let i = 0; i < pathParts.length - 1; i++) {
+//             const part = pathParts[i];
+//             if (!part) continue; // Skip if undefined
+
+//             if (!(part in current)) {
+//                 current[part] = {};
+//             }
+//             current = current[part];
+//         }
+//         const lastPart = pathParts[pathParts.length - 1];
+//         if (lastPart) {
+//             current[lastPart] = value;
+//         }
+
+//         setFormData(newFormData);
+//         mutateInput(newFormData);
+//     };
+
+//     const getFieldValue = (fieldPath: string) => {
+//         const pathParts = fieldPath.split('.');
+//         let current = formData;
+
+//         for (const part of pathParts) {
+//             if (current && typeof current === 'object' && part in current) {
+//                 current = current[part];
+//             } else {
+//                 return undefined;
+//             }
+//         }
+//         return current;
+//     };
+
+//     const renderField = (
+//         fieldName: string,
+//         schema: any,
+//         fieldPath: string = fieldName,
+//         isRequired: boolean = false
+//     ) => {
+//         const value = getFieldValue(fieldPath);
+//         const description = schema.description || '';
+//         const label = fieldName.charAt(0).toUpperCase() + fieldName.slice(1).replace(/([A-Z])/g, ' $1').trim();
+
+//         // Skip microfox internal fields
+//         if (fieldName.startsWith('microfox')) {
+//             return null;
+//         }
+
+//         switch (schema.type) {
+//             case 'string':
+//                 if (description.length > 100 || fieldName.toLowerCase().includes('text') || fieldName.toLowerCase().includes('message')) {
+//                     return (
+//                         <div key={fieldPath} className="flex flex-col gap-2">
+//                             <Label>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                             <Textarea
+//                                 value={value || ''}
+//                                 onChange={(e) => handleFieldChange(fieldPath, e.target.value)}
+//                                 placeholder={description}
+//                                 rows={3}
+//                             />
+//                             {description && (
+//                                 <div className="text-xs text-gray-500">{description}</div>
+//                             )}
+//                         </div>
+//                     );
+//                 }
+//                 return (
+//                     <div key={fieldPath} className="flex flex-col gap-2">
+//                         <Label>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                         <Input
+//                             value={value || ''}
+//                             onChange={(e) => handleFieldChange(fieldPath, e.target.value)}
+//                             placeholder={description}
+//                         />
+//                         {description && (
+//                             <div className="text-xs text-gray-500">{description}</div>
+//                         )}
+//                     </div>
+//                 );
+
+//             case 'number':
+//             case 'integer':
+//                 return (
+//                     <div key={fieldPath} className="flex flex-col gap-2">
+//                         <Label>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                         <Input
+//                             type="number"
+//                             value={value || ''}
+//                             onChange={(e) => handleFieldChange(fieldPath, parseInt(e.target.value) || 0)}
+//                             placeholder={description}
+//                         />
+//                         {description && (
+//                             <div className="text-xs text-gray-500">{description}</div>
+//                         )}
+//                     </div>
+//                 );
+
+//             case 'boolean':
+//                 return (
+//                     <div key={fieldPath} className="flex items-center gap-2">
+//                         <Checkbox
+//                             id={fieldPath}
+//                             checked={value || false}
+//                             onCheckedChange={(checked) => handleFieldChange(fieldPath, checked)}
+//                         />
+//                         <Label htmlFor={fieldPath}>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                         {description && (
+//                             <div className="text-xs text-gray-500 ml-2">{description}</div>
+//                         )}
+//                     </div>
+//                 );
+
+//             case 'array':
+//                 if (schema.items?.type === 'string') {
+//                     const arrayValue = value || [];
+//                     return (
+//                         <div key={fieldPath} className="flex flex-col gap-2">
+//                             <Label>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                             <div className="flex flex-wrap gap-2 p-2 border rounded-md min-h-[40px]">
+//                                 {arrayValue.map((item: string, index: number) => (
+//                                     <Badge key={index} variant="secondary" className="gap-1">
+//                                         {item}
+//                                         <button
+//                                             onClick={() => {
+//                                                 const newArray = arrayValue.filter((_: any, i: number) => i !== index);
+//                                                 handleFieldChange(fieldPath, newArray);
+//                                             }}
+//                                         >
+//                                             <XIcon className="w-3 h-3" />
+//                                         </button>
+//                                     </Badge>
+//                                 ))}
+//                             </div>
+//                             <Input
+//                                 placeholder={`Add ${label.toLowerCase()} (press Enter)`}
+//                                 onKeyDown={(e) => {
+//                                     if (e.key === 'Enter' && e.currentTarget.value.trim()) {
+//                                         e.preventDefault();
+//                                         const newArray = [...arrayValue, e.currentTarget.value.trim()];
+//                                         handleFieldChange(fieldPath, newArray);
+//                                         e.currentTarget.value = '';
+//                                     }
+//                                 }}
+//                             />
+//                             {description && (
+//                                 <div className="text-xs text-gray-500">{description}</div>
+//                             )}
+//                         </div>
+//                     );
+//                 }
+//                 break;
+
+//             case 'object':
+//                 const cleanedProps = Object.keys(schema.properties).filter((key) => !key.startsWith('microfox'));
+//                 if (cleanedProps.length > 0) {
+//                     return (
+//                         <div key={fieldPath} className="flex flex-col gap-4 px-2 py-2 rounded-md">
+//                             <Label className="font-semibold">{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                             {description && (
+//                                 <div className="text-xs text-gray-500">{description}</div>
+//                             )}
+//                             <div className="flex flex-col gap-4">
+//                                 {Object.entries(schema.properties).map(([propName, propSchema]: [string, any]) => {
+//                                     const isSubRequired = schema.required?.includes(propName) || false;
+//                                     return renderField(propName, propSchema, `${fieldPath}.${propName}`, isSubRequired);
+//                                 })}
+//                             </div>
+//                         </div>
+//                     );
+//                 }
+//                 break;
+
+//             default:
+//                 return (
+//                     <div key={fieldPath} className="flex flex-col gap-2">
+//                         <Label>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                         <Input
+//                             value={typeof value === 'string' ? value : JSON.stringify(value || '')}
+//                             onChange={(e) => {
+//                                 try {
+//                                     const parsed = JSON.parse(e.target.value);
+//                                     handleFieldChange(fieldPath, parsed);
+//                                 } catch {
+//                                     handleFieldChange(fieldPath, e.target.value);
+//                                 }
+//                             }}
+//                             placeholder={description || `Enter ${label.toLowerCase()}`}
+//                         />
+//                         {description && (
+//                             <div className="text-xs text-gray-500">{description}</div>
+//                         )}
+//                     </div>
+//                 );
+//         }
+//     };
+
+//     if (!metadata?.jsonSchema?.properties) {
+//         return (
+//             <div className="text-sm text-gray-500">
+//                 No form fields available for this tool.
+//             </div>
+//         );
+//     }
+
+//     return (
+//         <div className="border rounded-lg">
+//             <div
+//                 className="flex items-center justify-between cursor-pointer p-2"
+//                 onClick={() => setIsExpanded(!isExpanded)}
+//             >
+//                 <div className="flex items-center gap-2">
+//                     {isExpanded ? <ChevronDown className="w-4 h-4" /> : <ChevronRight className="w-4 h-4" />}
+//                     Filters
+//                     <Badge variant="secondary" className="">
+//                         {parameterCount}
+//                     </Badge>
+//                 </div>
+//             </div>
+
+//             {isExpanded && (
+//                 <div className="flex flex-col gap-4 border-t pt-2 mt-2">
+//                     {Object.entries(metadata.jsonSchema.properties).map(([fieldName, schema]: [string, any]) => {
+//                         const isRequired = metadata.jsonSchema.required?.includes(fieldName) || false;
+//                         return renderField(fieldName, schema, fieldName, isRequired);
+//                     })}
+//                 </div>
+//             )}
+//         </div>
+//     );
+// };
+
+// export default GenericMcpRenderer; 
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/McpRegistry.tsx b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/McpRegistry.tsx
new file mode 100644
index 0000000..399869c
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/McpRegistry.tsx
@@ -0,0 +1,67 @@
+// import React, { useState } from 'react';
+// import { parseMcpType } from '../../mappers/uiHitl';
+// import GenericMcpRenderer from './GenericMcpRenderer';
+// import SlackToolRenderer from '../slack/SlackToolRenderer';
+// import { useHitl } from '../HitlProvider';
+
+// interface McpRegistryProps {
+//     tool: any;
+//     input: any;
+//     metadata: any;
+//     placement: 'sidebar' | 'in-accept-box';
+// }
+
+// export const shouldShowReviewAction = (tool: any) => {
+//     const { mcpName, toolName } = parseMcpType(tool.type);
+//     return mcpName === 'slack' && (toolName === 'messageMultipleUsers' || toolName === 'messageMultipleChannels' || toolName === 'addUsersToChannel');
+// }
+
+// const McpRegistry: React.FC<McpRegistryProps> = ({ tool, input, metadata, placement = 'in-accept-box' }) => {
+//     const { mcpName, toolName } = parseMcpType(tool.type);
+//     const { mutatedInput, mutateInput } = useHitl();
+
+//     const _shouldShowReviewAction = shouldShowReviewAction(tool);
+
+//     if (placement === 'in-accept-box' && _shouldShowReviewAction) {
+//         if (mcpName === 'slack') {
+//             return (
+//                 <div className='hidden invisible'>
+//                     <SlackToolRenderer
+//                         toolName={toolName as any}
+//                         input={mutatedInput ?? input}
+//                         onInputChange={(newInput) => {
+//                             console.log("onInputChange", newInput);
+//                             mutateInput(newInput);
+//                         }}
+//                     />
+//                 </div>
+//             )
+//         }
+//     }
+
+//     // Check if this is a Slack tool
+//     if (mcpName === 'slack') {
+//         return (
+//             <SlackToolRenderer
+//                 toolName={toolName as any}
+//                 input={mutatedInput ?? input}
+//                 onInputChange={(newInput) => {
+//                     console.log("onInputChange", newInput);
+//                     mutateInput(newInput);
+//                 }}
+//             />
+//         );
+//     }
+
+//     // Fall back to generic renderer
+//     return (
+//         <GenericMcpRenderer
+//             input={input}
+//             metadata={metadata}
+//             mcpName={mcpName}
+//             toolName={toolName}
+//         />
+//     );
+// };
+
+// export default McpRegistry;
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/McpRenderer.tsx b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/McpRenderer.tsx
new file mode 100644
index 0000000..21f7e37
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/McpRenderer.tsx
@@ -0,0 +1,239 @@
+// import React, { useEffect, useState } from 'react';
+// import { Label } from '@/components/ui/label';
+// import { Input } from '@/components/ui/input';
+// import { Checkbox } from '@/components/ui/checkbox';
+// import { Textarea } from '@/components/ui/textarea';
+// import { Badge } from '@/components/ui/badge';
+// import { XIcon } from 'lucide-react';
+// import { useHitl } from '../HitlProvider';
+
+// interface McpRendererProps {
+//     input: any;
+//     metadata: any;
+// }
+
+// const McpRenderer: React.FC<McpRendererProps> = ({ 
+//     input, 
+//     metadata, 
+// }) => {
+//     const { mutateInput } = useHitl();
+//     const [formData, setFormData] = useState(input || {});
+
+//     const handleFieldChange = (fieldPath: string, value: any) => {
+//         const newFormData = { ...formData };
+//         const pathParts = fieldPath.split('.');
+        
+//         let current = newFormData;
+//         for (let i = 0; i < pathParts.length - 1; i++) {
+//             const part = pathParts[i];
+//             if (!part) continue; // Skip if undefined
+            
+//             if (!(part in current)) {
+//                 current[part] = {};
+//             }
+//             current = current[part];
+//         }
+//         const lastPart = pathParts[pathParts.length - 1];
+//         if (lastPart) {
+//             current[lastPart] = value;
+//         }
+        
+//         setFormData(newFormData);
+//         mutateInput(newFormData);
+//     };
+
+//     const getFieldValue = (fieldPath: string) => {
+//         const pathParts = fieldPath.split('.');
+//         let current = formData;
+        
+//         for (const part of pathParts) {
+//             if (current && typeof current === 'object' && part in current) {
+//                 current = current[part];
+//             } else {
+//                 return undefined;
+//             }
+//         }
+//         return current;
+//     };
+
+//     const renderField = (
+//         fieldName: string,
+//         schema: any,
+//         fieldPath: string = fieldName,
+//         isRequired: boolean = false
+//     ) => {
+//         const value = getFieldValue(fieldPath);
+//         const description = schema.description || '';
+//         const label = fieldName.charAt(0).toUpperCase() + fieldName.slice(1).replace(/([A-Z])/g, ' $1').trim();
+
+//         // Skip microfox internal fields
+//         if (fieldName.startsWith('microfox')) {
+//             return null;
+//         }
+
+//         switch (schema.type) {
+//             case 'string':
+//                 if (description.length > 100 || fieldName.toLowerCase().includes('text') || fieldName.toLowerCase().includes('message')) {
+//                     return (
+//                         <div key={fieldPath} className="flex flex-col gap-2">
+//                             <Label>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                             <Textarea
+//                                 value={value || ''}
+//                                 onChange={(e) => handleFieldChange(fieldPath, e.target.value)}
+//                                 placeholder={description}
+//                                 rows={3}
+//                             />
+//                             {description && (
+//                                 <div className="text-xs text-gray-500">{description}</div>
+//                             )}
+//                         </div>
+//                     );
+//                 }
+//                 return (
+//                     <div key={fieldPath} className="flex flex-col gap-2">
+//                         <Label>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                         <Input
+//                             value={value || ''}
+//                             onChange={(e) => handleFieldChange(fieldPath, e.target.value)}
+//                             placeholder={description}
+//                         />
+//                         {description && (
+//                             <div className="text-xs text-gray-500">{description}</div>
+//                         )}
+//                     </div>
+//                 );
+
+//             case 'number':
+//             case 'integer':
+//                 return (
+//                     <div key={fieldPath} className="flex flex-col gap-2">
+//                         <Label>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                         <Input
+//                             type="number"
+//                             value={value || ''}
+//                             onChange={(e) => handleFieldChange(fieldPath, parseInt(e.target.value) || 0)}
+//                             placeholder={description}
+//                         />
+//                         {description && (
+//                             <div className="text-xs text-gray-500">{description}</div>
+//                         )}
+//                     </div>
+//                 );
+
+//             case 'boolean':
+//                 return (
+//                     <div key={fieldPath} className="flex items-center gap-2">
+//                         <Checkbox
+//                             id={fieldPath}
+//                             checked={value || false}
+//                             onCheckedChange={(checked) => handleFieldChange(fieldPath, checked)}
+//                         />
+//                         <Label htmlFor={fieldPath}>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                         {description && (
+//                             <div className="text-xs text-gray-500 ml-2">{description}</div>
+//                         )}
+//                     </div>
+//                 );
+
+//             case 'array':
+//                 if (schema.items?.type === 'string') {
+//                     const arrayValue = value || [];
+//                     return (
+//                         <div key={fieldPath} className="flex flex-col gap-2">
+//                             <Label>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                             <div className="flex flex-wrap gap-2 p-2 border rounded-md min-h-[40px]">
+//                                 {arrayValue.map((item: string, index: number) => (
+//                                     <Badge key={index} variant="secondary" className="gap-1">
+//                                         {item}
+//                                         <button
+//                                             onClick={() => {
+//                                                 const newArray = arrayValue.filter((_: any, i: number) => i !== index);
+//                                                 handleFieldChange(fieldPath, newArray);
+//                                             }}
+//                                         >
+//                                             <XIcon className="w-3 h-3" />
+//                                         </button>
+//                                     </Badge>
+//                                 ))}
+//                             </div>
+//                             <Input
+//                                 placeholder={`Add ${label.toLowerCase()} (press Enter)`}
+//                                 onKeyDown={(e) => {
+//                                     if (e.key === 'Enter' && e.currentTarget.value.trim()) {
+//                                         e.preventDefault();
+//                                         const newArray = [...arrayValue, e.currentTarget.value.trim()];
+//                                         handleFieldChange(fieldPath, newArray);
+//                                         e.currentTarget.value = '';
+//                                     }
+//                                 }}
+//                             />
+//                             {description && (
+//                                 <div className="text-xs text-gray-500">{description}</div>
+//                             )}
+//                         </div>
+//                     );
+//                 }
+//                 break;
+
+//             case 'object':
+//                 if (schema.properties) {
+//                     return (
+//                         <div key={fieldPath} className="flex flex-col gap-4 p-4 border rounded-md">
+//                             <Label className="font-semibold">{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                             {description && (
+//                                 <div className="text-xs text-gray-500">{description}</div>
+//                             )}
+//                             <div className="flex flex-col gap-4">
+//                                 {Object.entries(schema.properties).map(([propName, propSchema]: [string, any]) => {
+//                                     const isSubRequired = schema.required?.includes(propName) || false;
+//                                     return renderField(propName, propSchema, `${fieldPath}.${propName}`, isSubRequired);
+//                                 })}
+//                             </div>
+//                         </div>
+//                     );
+//                 }
+//                 break;
+
+//             default:
+//                 return (
+//                     <div key={fieldPath} className="flex flex-col gap-2">
+//                         <Label>{label} {isRequired && <span className="text-red-500">*</span>}</Label>
+//                         <Input
+//                             value={typeof value === 'string' ? value : JSON.stringify(value || '')}
+//                             onChange={(e) => {
+//                                 try {
+//                                     const parsed = JSON.parse(e.target.value);
+//                                     handleFieldChange(fieldPath, parsed);
+//                                 } catch {
+//                                     handleFieldChange(fieldPath, e.target.value);
+//                                 }
+//                             }}
+//                             placeholder={description || `Enter ${label.toLowerCase()}`}
+//                         />
+//                         {description && (
+//                             <div className="text-xs text-gray-500">{description}</div>
+//                         )}
+//                     </div>
+//                 );
+//         }
+//     };
+
+//     if (!metadata?.jsonSchema?.properties) {
+//         return (
+//             <div className="text-sm text-gray-500">
+//                 No form fields available for this tool.
+//             </div>
+//         );
+//     }
+
+//     return (
+//         <div className="flex flex-col gap-4">
+//             {Object.entries(metadata.jsonSchema.properties).map(([fieldName, schema]: [string, any]) => {
+//                 const isRequired = metadata.jsonSchema.required?.includes(fieldName) || false;
+//                 return renderField(fieldName, schema, fieldName, isRequired);
+//             })}
+//         </div>
+//     );
+// };
+
+// export default McpRenderer; 
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/SlackMcpRenderer.tsx b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/SlackMcpRenderer.tsx
new file mode 100644
index 0000000..c0d5b03
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl/helpers/SlackMcpRenderer.tsx
@@ -0,0 +1,102 @@
+// import React, { useEffect, useState } from 'react';
+// import { getActiveUsersIds, getChannelsIds } from '../slack/dataFetchers';
+// import McpRenderer from './McpRenderer';
+// import { useClientProject } from '@/components/screens/providers/ClientProjectProvider';
+
+// interface SlackMcpRendererProps {
+//     toolName: string;
+//     input: any;
+//     metadata: any;
+//     mcpName: string;
+// }
+
+// const SlackMcpRenderer: React.FC<SlackMcpRendererProps> = ({ input, metadata }) => {
+//     const [users, setUsers] = useState<{ value: string, label: string }[]>([]);
+//     const [channels, setChannels] = useState<{ value: string, label: string }[]>([]);
+//     const [loading, setLoading] = useState(true);
+//     const [useEnhanced, setUseEnhanced] = useState(false);
+//     const { selectedRequest } = useClientProject();
+    
+//     useEffect(() => {
+//         // Check if this tool needs user/channel data
+//         const needsUsers = hasFieldType(metadata?.jsonSchema, ['userId', 'userIds']);
+//         const needsChannels = hasFieldType(metadata?.jsonSchema, ['channelId', 'channelIds']);
+        
+//         if (needsUsers || needsChannels) {
+//             setUseEnhanced(true);
+//             fetchDropdownData(needsUsers, needsChannels);
+//         } else {
+//             setLoading(false);
+//         }
+//     }, [metadata]);
+
+//     const hasFieldType = (schema: any, fieldNames: string[]): boolean => {
+//         if (!schema?.properties) return false;
+        
+//         const checkProperties = (props: any): boolean => {
+//             for (const [key, value] of Object.entries(props)) {
+//                 if (fieldNames.some(name => key.toLowerCase().includes(name.toLowerCase()))) {
+//                     return true;
+//                 }
+//                 if ((value as any)?.properties) {
+//                     if (checkProperties((value as any).properties)) {
+//                         return true;
+//                     }
+//                 }
+//             }
+//             return false;
+//         };
+        
+//         return checkProperties(schema.properties);
+//     };
+
+//     const fetchDropdownData = async (needsUsers: boolean, needsChannels: boolean) => {
+//         try {
+//             setLoading(true);
+//             const promises = [];
+            
+//             if (needsUsers) {
+//                 promises.push(getActiveUsersIds(selectedRequest?.id));
+//             }
+//             if (needsChannels) {
+//                 promises.push(getChannelsIds(selectedRequest?.id));
+//             }
+
+//             const results = await Promise.all(promises);
+//             let resultIndex = 0;
+            
+//             if (needsUsers) {
+//                 const usersData = results[resultIndex++] as any;
+//                 if (usersData?.users) {
+//                     setUsers(usersData.users.map((u: any) => ({ value: u.id, label: u.name })));
+//                 }
+//             }
+            
+//             if (needsChannels) {
+//                 const channelsData = results[resultIndex++] as any;
+//                 if (channelsData?.channels) {
+//                     setChannels(channelsData.channels.map((c: any) => ({ value: c.id, label: c.name })));
+//                 }
+//             }
+//         } catch (error) {
+//             console.error('Failed to fetch Slack data:', error);
+//         } finally {
+//             setLoading(false);
+//         }
+//     };
+
+//     if (loading) {
+//         return <div className="text-sm text-gray-500">Loading Slack data...</div>;
+//     }
+
+//     return (
+//         <div className="flex flex-col gap-4">
+//             <McpRenderer
+//                 input={input}
+//                 metadata={metadata}
+//             />
+//         </div>
+//     );
+// };
+
+// export default SlackMcpRenderer; 
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl_output/TaskPlaceholder.tsx b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl_output/TaskPlaceholder.tsx
new file mode 100644
index 0000000..7f213c6
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl_output/TaskPlaceholder.tsx
@@ -0,0 +1,19 @@
+export const TaskPlaceholder = ({
+  taskId,
+  fullOutput,
+  mcpName,
+  toolName,
+}: {
+  taskId: string;
+  fullOutput: any;
+  mcpName: string;
+  toolName: string;
+}) => {
+  return (
+    <div className="flex flex-col gap-2">
+      <div className="flex flex-col gap-6">
+        <p>{fullOutput.backgroundTask.message}</p>
+      </div>
+    </div>
+  );
+};
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl_output/temp.ts b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl_output/temp.ts
new file mode 100644
index 0000000..ec43902
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/hitl_output/temp.ts
@@ -0,0 +1,214 @@
+import { prettySinceTime } from '@/lib/studio/helpers/prettyprint';
+import {
+  CellAvatar,
+  CellLink,
+  CellText,
+  DataTableRow,
+  DataTableCell,
+  UiCommonTypes,
+} from '@microfox/types';
+
+export const TempMapper = (
+  data: {
+    avatar: string;
+    color: string;
+    commentCount: number;
+    createdAt: number;
+    lastIndexedAt: number;
+    updatedAt: number;
+    subreddit: string;
+    title: string;
+    url: string;
+    username: string;
+    description: string;
+    relevance_score: number;
+    id: string;
+    subredditId: string;
+    name: string;
+  }[],
+): UiCommonTypes['DataTable'] => {
+  return {
+    title: 'Subreddits',
+    description: 'Subreddits that are relevant to the query',
+    rows: data.map((item) => {
+      return {
+        className: 'px-2 py-1',
+        items: [
+          {
+            className: 'flex-1',
+            cell: {
+              type: 'mixed',
+              className: 'flex flex-col items-start gap-2',
+              items: [
+                {
+                  type: 'link',
+                  href: 'https://www.reddit.com' + item.url,
+                  text: 'r/' + item.id,
+                  style: {
+                    borderColor: item.color,
+                  },
+                  className: `flex items-center gap-2 bg-neutral-100 rounded-3xl px-2 py-1 hover:bg-neutral-200 hover:no-underline`,
+                  items: [
+                    {
+                      type: 'avatar',
+                      img: {
+                        src: item.avatar,
+                        title: item.id,
+                      },
+                      imgClassName: 'h-6 w-6 rounded-full',
+                    } as CellAvatar,
+                    {
+                      type: 'text',
+                      value: 'r/' + item.id,
+                      style: {
+                        color: item.color,
+                      },
+                      className: 'text-xs font-medium text-black',
+                    } as CellText,
+                  ],
+                },
+                {
+                  type: 'text',
+                  value: `Score: ${item.relevance_score.toFixed(2)}`,
+                  className:
+                    'text-xs uppercase font-medium text-gray-500 tracking-[0.1em]',
+                } as CellText,
+              ],
+            },
+          },
+          // column 2. description
+          {
+            className: 'flex-2',
+            cell: {
+              type: 'text',
+              value: item.description,
+              className: 'text-sm font-medium line-clamp-2',
+            } as CellText,
+          },
+        ],
+      } as DataTableRow;
+    }),
+  };
+};
+
+export const PostMapper = (
+  data: {
+    data: string;
+    id: string;
+    metadata: {
+      author: string;
+      created_utc: number;
+      downs: number;
+      permalink: string;
+      score: number;
+      selftext_html: string;
+      ups: number;
+      subreddit: string;
+      title: string;
+      url: string;
+      upvote_ratio: number;
+      num_comments: number;
+    };
+  }[],
+): UiCommonTypes['DataTable'] => {
+  return {
+    title: 'Reddit Posts',
+    description: 'Relevant posts found on Reddit.',
+    rows: data.map((post) => {
+      const { metadata } = post;
+      return {
+        className: 'px-2 py-2 border-b border-neutral-200',
+        items: [
+          // Column 1: Title, subreddit, author, date
+          {
+            className: 'flex-3 pr-4',
+            cell: {
+              type: 'mixed',
+              className: 'flex flex-col items-start gap-1',
+              items: [
+                {
+                  type: 'text',
+                  value: prettySinceTime(
+                    new Date(metadata.created_utc * 1000).toISOString(),
+                  ),
+                  className: 'text-xs text-neutral-500',
+                } as CellText,
+                {
+                  //   type: "link",
+                  //   href: `${metadata.permalink}`,
+                  type: 'text',
+                  value: metadata.title,
+                  className:
+                    'text-md font-medium text-black hover:no-underline no-underline line-clamp-2',
+                  hoverCard: {
+                    title: metadata.title,
+                    description: metadata.selftext_html,
+                    url: `${metadata.permalink}`,
+                    footerItems: [],
+                  },
+                } as CellText,
+                {
+                  type: 'mixed',
+                  className: 'flex flex-row items-center gap-2',
+                  items: [
+                    {
+                      type: 'link',
+                      href: `https://www.reddit.com/r/${metadata.subreddit}`,
+                      text: `r/${metadata.subreddit}`,
+                      className:
+                        'text-xs text-neutral-500 hover:underline no-underline',
+                    } as CellLink,
+                    {
+                      type: 'text',
+                      value: '•',
+                      className: 'text-xs text-neutral-500',
+                    },
+                    {
+                      type: 'link',
+                      href: `https://www.reddit.com/user/${metadata.author}`,
+                      text: `u/${metadata.author}`,
+                      className:
+                        'text-xs text-neutral-500 hover:underline no-underline',
+                    } as CellLink,
+                    {
+                      type: 'text',
+                      value: '•',
+                      className: 'text-xs text-neutral-500',
+                    },
+                    {
+                      type: 'text',
+                      value: prettySinceTime(
+                        new Date(metadata.created_utc * 1000).toISOString(),
+                      ),
+                      className: 'text-xs text-neutral-500',
+                    } as CellText,
+                  ],
+                },
+              ],
+            },
+          },
+          // Column 2: Score
+          {
+            className: 'flex-1',
+            cell: {
+              type: 'mixed',
+              className: 'flex flex-col items-end',
+              items: [
+                {
+                  type: 'text',
+                  value: `${metadata.num_comments} comments`,
+                  className: 'text-sm font-bold',
+                } as CellText,
+                {
+                  type: 'text',
+                  value: `(${Math.round(metadata.upvote_ratio * 100)}% upvoted)`,
+                  className: 'text-xs text-neutral-500',
+                } as CellText,
+              ],
+            },
+          },
+        ],
+      } as DataTableRow;
+    }),
+  };
+};
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/uiTool/uiTool.ts b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/uiTool.ts
new file mode 100644
index 0000000..d69ab38
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/uiTool/uiTool.ts
@@ -0,0 +1,44 @@
+// import { AuthObject, ToolMetadata } from '@microfox/tool-kit';
+// import { UiComponentProps } from './UiComponentProps';
+// // import { ClientSecret } from "@prisma/client";
+// import { AuthOptions } from '@microfox/tool-kit';
+
+// type HitlAuthObject = AuthObject & {
+//   customSecrets?: AuthOptions['customSecrets'];
+//   secrets: {
+//     packageName: string;
+//     packageConstructor?: string;
+//     // secrets: ClientSecret[];
+//     secrets?: any[];
+//     selectedSecretId?: string;
+//     isAuthNeeded: boolean;
+//     scopes?: string[];
+//     reason?: string;
+//   }[];
+// };
+
+// type HitlInput = {
+//   uiComponent: string;
+//   _humanIntervention: true;
+//   args: any;
+//   metadata: ToolMetadata;
+//   auth: HitlAuthObject;
+//   props: UiComponentProps[keyof UiComponentProps];
+// };
+
+// export type MyUiTool = {
+//   input: {
+//     uiType: string;
+//     type: 'ui';
+//     uiComponent: string;
+//     props?: UiComponentProps[keyof UiComponentProps];
+//   };
+//   output?:
+//     | {
+//         type: 'ui';
+//         uiComponent: string;
+//         props: UiComponentProps[keyof UiComponentProps];
+//         _humanIntervention?: boolean;
+//       }
+//     | HitlInput;
+// };
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/wrappers/DisplayPart.tsx b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/DisplayPart.tsx
new file mode 100644
index 0000000..07c8de1
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/DisplayPart.tsx
@@ -0,0 +1,84 @@
+import { ToolUIPart, UIMessage, UIMessagePart } from "ai";
+import { useAppChat } from "../../../context/AppChatProvider";
+import { MessageMarkdown } from "@/components/studio/global/MessageThoughtWrapper";
+import { RenderToolInput } from "./RenderToolInput";
+import { RenderToolOutput } from "./RenderToolOutput";
+import { RenderUiTool } from "./RenderUiTool";
+import { useComponents } from "@/components/studio/context/ComponentProvider";
+
+type MessagePartType = UIMessage["parts"][number];
+
+const MessagePart = ({
+    part,
+    messageId,
+    message
+}: {
+    part: MessagePartType;
+    messageId: string;
+    message: UIMessage;
+}) => {
+
+    const { status, messages } = useAppChat();
+    if (part.type === "text") {
+        return (
+            <div className={`flex flex-col text-md ${message.role === "user" ? "" : "p-4"}`}>
+                <MessageMarkdown isStreaming={status === "streaming"}>{part.text}</MessageMarkdown>
+            </div>
+        );
+    }
+
+
+    if (part.type === "source-url") {
+        return <MessageMarkdown isStreaming={status === "streaming"}>{part.sourceId}</MessageMarkdown>;
+    }
+};
+
+export const DisplayPart = ({ part, messageId, lastMessage, messageIndex, message }: {
+    part: UIMessagePart<any, any>,
+    messageId: string,
+    lastMessage: boolean
+    messageIndex: number;
+    message: UIMessage;
+}) => {
+    const { getToolComponent, getDataComponent } = useComponents();
+
+    if (part.type === "text") {
+        return <MessagePart
+            part={part}
+            messageId={messageId}
+            message={message}
+        />
+    }
+    if (part.type.startsWith("tool-ui-")) {
+        return <RenderUiTool tool={part as any} lastMessage={lastMessage} messageIndex={messageIndex} />
+    }
+    if (part.type.startsWith("tool-") && (part as any).state == "output-available" && (part as any).output) {
+        // if (part.type.match(/summary/i) && (part as any).output?.summary) {
+        //     return (
+        //         <div className="flex flex-col gap-2 text-xs">
+        //             <MessageMarkdown>{(part as any).output?.summary}</MessageMarkdown>
+        //         </div>
+        //     )
+        // }
+        const FullComponent = getToolComponent(part.type, "full");
+        if (FullComponent) {
+            return <FullComponent tool={part as any} />
+        }
+
+        return (
+            <div className="flex flex-col gap-2">
+                <RenderToolInput tool={part as any} />
+                <RenderToolOutput
+                    tool={part as ToolUIPart<any>}
+                />
+            </div>
+        )
+    }
+    if (part.type.startsWith("data-") && (part as any).data) {
+        const FullComponent = getDataComponent(part.type, "full");
+        if (FullComponent) {
+            return <FullComponent data={part as any} />
+        }
+    }
+    return null;
+}
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolFooter.tsx b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolFooter.tsx
new file mode 100644
index 0000000..be12abf
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolFooter.tsx
@@ -0,0 +1,33 @@
+import { useComponents } from "@/components/studio/context/ComponentProvider";
+import { getLastActiveToolPart } from "@/components/studio/context/helpers/parts";
+import { useMessageParts } from "@/components/studio/context/MessageProvider";
+import { ToolUIPart } from "ai";
+
+/**
+ * Render the footer for the previous step / tool call. 
+ * @returns 
+ */
+export const RenderToolFooter = () => {
+    const { activePart, setActivePart, displayParts, message } = useMessageParts();
+    const { aiRouterMetadata, getToolComponent } = useComponents();
+    const lastActiveToolPart = getLastActiveToolPart(message, activePart, displayParts) as ToolUIPart;
+
+    const FooterComponent = lastActiveToolPart ?
+        getToolComponent(lastActiveToolPart.type, "footer_sticky")
+        : null;
+    if (FooterComponent) {
+        return <FooterComponent tool={lastActiveToolPart as any} isStickyRender={true} />
+    }
+
+    //const { toolName, mcpName } = parseMcpType(lastActiveToolPart?.type ?? "");
+    // const packageNames = toolPackages.map((p) => p.packageName).join(",");
+
+    // 1. check for the tooLPart that is last & display its banner.
+
+    //console.log("lastActiveToolPart", lastActiveToolPart);
+    // if (mcpName === "brave" && lastActiveToolPart.state == "output-available") {
+    //     return <BraveSourceBanner toolName={toolName} output={((lastActiveToolPart.output as any)?.ui as UiComponentProps["hitl_output"])?.object?.brave} />
+    // }
+
+    return null;
+}
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolHeader.tsx b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolHeader.tsx
new file mode 100644
index 0000000..7c3e576
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolHeader.tsx
@@ -0,0 +1,35 @@
+import { useComponents } from "@/components/studio/context/ComponentProvider";
+import { useMessageParts } from "@/components/studio/context/MessageProvider";
+import { getLastActiveToolPart } from "@/components/studio/context/helpers/parts";
+import { ToolUIPart } from "ai";
+
+/**
+ * Render the header for the current step / tool call.
+ * @returns 
+ */
+export const RenderToolHeader = () => {
+    const { activePart, setActivePart, displayParts, message } = useMessageParts();
+    const { aiRouterMetadata, getToolComponent } = useComponents();
+    const lastActiveToolPart = getLastActiveToolPart(message, activePart, displayParts) as ToolUIPart;
+
+    const HeaderComponent =
+        lastActiveToolPart ?
+            getToolComponent(lastActiveToolPart.type, "header_sticky")
+            : null;
+
+    if (HeaderComponent) {
+        return <HeaderComponent tool={lastActiveToolPart as any} isStickyRender={true} />
+    }
+
+    //console.log("lastActiveToolPart", mcpName, toolName, lastActiveToolPart);
+    // const packageNames = toolPackages.map((p) => p.packageName).join(",");
+
+    // 1. check for the tooLPart that is last & display its banner.
+
+    //console.log("lastActiveToolPart", lastActiveToolPart);
+    // if (mcpName === "brave" && lastActiveToolPart.state == "output-available") {
+    //     return <BraveSourceHeader toolName={toolName} output={((lastActiveToolPart.output as any)?.ui as UiComponentProps["hitl_output"])?.object?.brave} />
+    // }
+
+    return null
+}
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolInput.tsx b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolInput.tsx
new file mode 100644
index 0000000..64cf6fb
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolInput.tsx
@@ -0,0 +1,53 @@
+import { useComponents } from "@/components/studio/context/ComponentProvider";
+import { cn } from "@/lib/utils";
+import { ToolUIPart } from "ai";
+import { ChevronDown } from "lucide-react";
+import { useState } from "react";
+
+export const RenderToolInput = ({ tool }: {
+    tool: ToolUIPart<any>
+}) => {
+    const [expanded, setExpanded] = useState(false);
+    const toolOutput = tool.output as any;
+    const toolInput = tool.input as any;
+
+    const { getToolComponent, aiRouterMetadata } = useComponents();
+    const InputComponent = getToolComponent(tool.type, "input");
+    if (InputComponent) {
+        return <InputComponent tool={tool as any} />
+    }
+
+    //const { mcpName, toolName } = parseMcpType(tool.type);
+    //const auth = toolOutput.auth;
+    const toolKey = tool.type.replace("tool-", "");
+
+    const toolInfo = aiRouterMetadata[toolKey as keyof typeof aiRouterMetadata];
+
+    const title = toolOutput?.toolSummary || `${toolInfo?.title}`;
+    const description = toolInput?.microfoxReasoning || toolInput?.body?.microfoxReasoning || toolInfo?.description;
+
+    return (
+        <div className="flex flex-col gap-2 p-4 rounded-xl bg-white hover:bg-gray-50 transition-colors cursor-pointer mb-2 max-w-xs sm:max-w-md">
+            <div className="flex flex-row justify-between items-start cursor-pointer" onClick={() => setExpanded(!expanded)}>
+                <div className="flex flex-row gap-3 items-center">
+                    {toolInfo?.metadata?.icon && (
+                        <img src={toolInfo.icon} alt={toolInfo.title} className="w-4 h-4 rounded-full" />
+                    )}
+                    <div className="flex flex-col">
+                        <span className="font-semibold">{title}</span>
+                        {description && (
+                            <p className="text-sm text-gray-500 line-clamp-1">{description}</p>
+                        )}
+                    </div>
+                </div>
+                <ChevronDown className={cn("h-4 w-4 transition-transform", expanded && "rotate-180")} />
+            </div>
+
+            {expanded && Object.keys(toolInput || {}).length > 0 && (
+                <div className="font-mono bg-gray-100 p-2 rounded text-xs mt-2 w-full overflow-x-auto">
+                    <pre>{JSON.stringify(toolInput, null, 2)}</pre>
+                </div>
+            )}
+        </div>
+    );
+}
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolOutput.tsx b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolOutput.tsx
new file mode 100644
index 0000000..558b3c8
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderToolOutput.tsx
@@ -0,0 +1,136 @@
+import { useComponents } from "@/components/studio/context/ComponentProvider";
+import { ToolUIPart } from "ai";
+import { EyeOffIcon } from "lucide-react";
+
+const map = [
+    // {
+    //     id: "ui",
+    //     name: "ui",
+    //     description: "To Render UI",
+    // },
+    {
+        id: "input",
+        name: "Input",
+        description: "Renders input UI replacing the above header",
+    },
+    {
+        id: "output",
+        name: "Output",
+        description: "Renders output UI replacing this gray box",
+    },
+    {
+        id: "full",
+        name: "Full",
+        description: "Renders Full Componenet which replaces both",
+    },
+    // {
+    //     id: "header",
+    //     name: "Header",
+    //     description: "To Render Header like replacing the above header UI box",
+    // },
+    // {
+    //     id: "footer",
+    //     name: "Footer",
+    //     description: "To Render Footer like replacing the above footer UI box",
+    // }
+]
+
+export const RenderToolOutput = ({ tool }: { tool: ToolUIPart<any> }) => {
+
+    const { getToolComponent, aiRouterMetadata } = useComponents();
+    const InputComponent = getToolComponent(tool.type, "input");
+    if (InputComponent) {
+        return <InputComponent tool={tool as any} />
+    }
+
+
+    const toolKey = tool.type.replace("tool-", "");
+    const toolInfo = aiRouterMetadata[toolKey as keyof typeof aiRouterMetadata];
+
+    // const outputUi = uiOutput?.uiOutput;
+    // const isMainSupport = uiOutput?.uiOutput?.supports?.find((s) => s.type === "main");
+
+    // // a placeholder UI for taskId type of outputs (if a match is done, update the message both on frontend & backend)
+    // if (fullOutput.backgroundTask?.taskId) {
+    //     return <TaskPlaceholder taskId={fullOutput.backgroundTask.taskId} fullOutput={fullOutput} mcpName={mcpName} toolName={toolName} />
+    // }
+
+    // switch (mcpName) {
+    //     case "brave":
+    //         switch (toolName) {
+    //             case "webSearch":
+    //                 return (
+    //                     <div className="flex flex-col gap-2">
+    //                         <BraveSourceHeader output={uiOutput.object?.brave} toolName={toolName} />
+    //                         <BraveWebResults output={uiOutput.object?.brave} toolName={toolName} />
+    //                         <BraveSourceBanner toolName={toolName} output={uiOutput.object?.brave} />
+    //                     </div>
+    //                 )
+    //             case "imageSearch":
+    //                 return <BraveMediaGrid toolName={toolName} output={uiOutput.object?.brave} />
+    //         }
+    //     case "puppeteer-sls":
+    //         switch (toolName) {
+    //             case "extractImagesFromURL":
+    //                 return <BrowseMediaGrid toolName={toolName} output={mapBrowseImageSearch(fullOutput?.data)} />
+    //         }
+    //     case "ragreddit":
+    //         // const uiFunctionString = TempMapper.toString();
+    //         // const uiFunction = new Function('data', `return (${uiFunctionString})(data);`);
+    //         // const data = uiFunction(fullOutput.data);
+    //         //console.log("ragreddit", data, fullOutput.data, toolName);
+    //         switch (toolName) {
+    //             case "searchSubreddits":
+    //                 return <InfoTable data={TempMapper(fullOutput.data)} />
+    //             case "searchSubredditPosts":
+    //                 return <InfoTable data={PostMapper(fullOutput.data)} />
+    //         }
+    //     // case "sparkboard":
+    //     //     return SparkBoardMapper(toolName as any, fullOutput.data)
+    // }
+
+    // if (outputUi?.namespace === "common" && isMainSupport) {
+    //     const uiFunctionString = isMainSupport?.mapperFunction;
+    //     if (!uiFunctionString) {
+    //         return null;
+    //     }
+    //     const uiFunction = new Function('data', `return (${uiFunctionString})(data);`);
+    //     if (!uiFunction) {
+    //         return null;
+    //     }
+    //     const uiMappedOutput = uiFunction(fullOutput.data);
+    //     if (!uiMappedOutput) {
+    //         return null;
+    //     }
+    //     switch (isMainSupport?.mapInNameSpace as keyof UiCommonTypes) {
+    //         case "MediaGrid": {
+    //             if (uiMappedOutput) {
+    //                 return <MediaGrid images={uiMappedOutput.image_sources} />
+    //             }
+    //             return null;
+    //         }
+    //         case "InfoTable": {
+    //             if (uiMappedOutput) {
+    //                 // return <MediaGrid images={uiMappedOutput.image_sources} />
+    //                 return <InfoTable data={uiMappedOutput} />
+    //             }
+    //             return null;
+    //         }
+    //     }
+    // }
+    // somehow get the uiNamespace from the agentInfo (without builking up the requestCount)
+    return (
+        <div className="relative flex flex-col gap-2 bg-neutral-50 rounded-xl py-15 px-15 gap-5 flex flex-col items-center justify-center max-w-xs sm:max-w-md">
+            <EyeOffIcon className="w-4 h-4 text-neutral-800 absolute top-4 right-4" />
+            <div className="flex flex-col">
+                <h4 className="mb-0 pb-1"> No UI Configured for {toolInfo?.title} </h4>
+                <p className="text-xs text-black mt-0"> tool-{toolInfo?.toolKey} {"->"} {toolInfo?.absolutePath} </p>
+                <ul className="mt-4">
+                    {map.map((info) => {
+                        return <li className="text-xs text-gray-500" key={info.id}>{info.id} - {info.description}</li>
+                    })}
+                </ul>
+            </div>
+        </div>
+    );
+}
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderUiTool.tsx b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderUiTool.tsx
new file mode 100644
index 0000000..4c78b55
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/RenderUiTool.tsx
@@ -0,0 +1,78 @@
+import { UITools } from "@microfox/ai-router"
+// import { ActionButtons } from "../uiTool/buttons_list/ActionButtons"
+// import { AcceptHitl } from "../uiTool/hitl/Accept"
+// import { HitlAuthWrapper } from "../uiTool/hitl/HitlWrapper"
+// import { RenderHiltTool } from "../uiTool/hitl/RenderHitl"
+import { ToolUIPart } from "ai"
+
+/**
+ * RenderUiTool is a component that renders a UI tool (tool-ui-<component>) or sticky parts (tool-<component>).
+ * usually all hitl or sticky parts (but better make a seperation by them having tool-hitl-)
+ * @param param0 
+ * @returns 
+ */
+export const RenderUiTool = ({ tool, lastMessage, messageIndex }: {
+    tool: ToolUIPart<UITools>,
+    lastMessage: boolean
+    messageIndex: number
+    bypassHitlAuth?: boolean
+}) => {
+    if (!tool.output) {
+        return null;
+    }
+    //const isLastInQueue = lastAnnotationIndices.get(tool.output.uiComponent) === messageIndex;
+    if ((tool.output as any)?._humanIntervention) {
+        const manipulated_tool = {
+            ...tool,
+            output: {
+                ...tool.output,
+                props: {
+                    ...(tool.output as any).props,
+                    uiType: "hitl" as const,
+                }
+            }
+        }
+
+        // if ((tool.output as HitlInput).auth?.secrets?.length > 0) {
+        //     return (
+        //         <HitlAuthWrapper
+        //             tool={tool}
+        //             lastMessage={lastMessage}
+        //             lastAnnotationIndices={lastAnnotationIndices}
+        //             messageIndex={messageIndex}
+        //         >
+        //             <RenderHiltTool
+        //                 tool={manipulated_tool}
+        //                 lastMessage={lastMessage}
+        //                 lastAnnotationIndices={lastAnnotationIndices}
+        //                 messageIndex={messageIndex}
+        //             />
+        //         </HitlAuthWrapper>
+        //     )
+        // }
+        // else {
+        // return (
+        //     <AcceptHitl
+        //         tool={tool as ToolUIPart}
+        //         lastMessage={lastMessage}
+        //     />
+        // )
+        // }
+    }
+    switch ((tool.output as any)?.props?.uiType) {
+        // case "buttons_list":
+        //     return <ActionButtons
+        //         {...(tool.output as any).props}
+        //         lastMessage={lastMessage}
+        //     />
+        // case "taskIntegrations":
+        //     return <TaskIntegrations
+        //         {...tool.output.props}
+        //     />
+        // case "taskStructure":
+        //     return <TaskStructure
+        //         {...tool.output.props}
+        default:
+            return null;
+    }
+}
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/wrappers/Stepbanner.tsx b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/Stepbanner.tsx
new file mode 100644
index 0000000..b17d592
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/Stepbanner.tsx
@@ -0,0 +1,184 @@
+import { Tooltip, TooltipContent, TooltipTrigger } from "@/components/ui/tooltip";
+import { AgentData, AgentTool } from "@microfox/ai-router";
+import { AlignStartHorizontalIcon, ChevronDown, ChevronLeft, ChevronRight, CircleIcon, CommandIcon, NotebookTextIcon, NotepadTextIcon, TypeIcon, TypeOutlineIcon } from "lucide-react";
+import { useAppChat } from "../../../context/AppChatProvider";
+import { useMessageParts } from "../../../context/MessageProvider";
+import { useComponents } from "../../../context/ComponentProvider";
+import { DataUIPart } from "ai"
+export const StepBanner = () => {
+    const { status } = useAppChat();
+    const { activePart, setActivePart, displayParts, message, setActivePartByToolCallId } = useMessageParts();
+
+    const lastPartIndex = displayParts ? displayParts.length - 1 : -1;
+
+    const hasPendingHumanIntervention = message?.parts?.some(p => {
+        if (p.type?.startsWith("tool-") && (p as any).output) {
+            try {
+                // p.output can be a stringified JSON
+                const output = typeof (p as any).output === 'string' ? JSON.parse((p as any).output) : (p as any).output;
+                return output?._humanIntervention === true;
+            } catch (error) {
+                // Not a valid JSON, so it can't have _humanIntervent
+                return false;
+            }
+        }
+        return false;
+    });
+
+    const lastPart = displayParts[lastPartIndex];
+    const lastPartIsSummary = lastPart?.type.match(/summary/i) || lastPart?.type === "text";
+    const hasFinalSummary = lastPartIndex !== -1 && lastPartIsSummary && !hasPendingHumanIntervention && status !== "streaming";
+    const isFinalSummaryActive = hasFinalSummary && activePart === lastPartIndex;
+
+    const { aiRouterMetadata } = useComponents();
+    const partsWithMetadata = displayParts?.map((p) => {
+        if (p.type.startsWith(`tool-`)) {
+            const thisToolMetadata = aiRouterMetadata[p.type.replace("tool-", "") as keyof typeof aiRouterMetadata];
+            // get the info conforming the metadata for this toolpart.
+            return {
+                ...p,
+                metadata: thisToolMetadata,
+            };
+        }
+        if (p.type.startsWith(`data-`)) {
+            // get the info conforming the metadata for this datapart.
+            return {
+                ...p,
+                metadata: ((p as DataUIPart<any>).data as AgentData)?.metadata,
+            };
+        }
+        if (p.type === "text") {
+            return {
+                ...p,
+                metadata: {
+                }
+            };
+        }
+        return {
+            ...p, metadata: {
+            }
+        };
+    }).filter((p) => p !== null);
+
+    return (
+        <div className="flex mb-4 border-b border-neutral-200 gap-1 bg-transparent items-center sticky bg-white z-9 top-[0px] shadow-xs">
+            <ChevronLeft
+                className={`h-4 w-4 text-gray-500 cursor-pointer ${activePart > 0 ? "opacity-100" : "opacity-50"
+                    }`}
+                onClick={() => {
+                    if (activePart > 0) {
+                        setActivePart(activePart - 1)
+                    }
+                }}
+            />
+            <div
+                className={`text-xs align-items-center p-0 bg-transparent hover:text-black cursor-pointer line-height-[0.5em]`}
+            >
+                Step {activePart + 1}
+            </div>
+            <ChevronRight
+                className={`h-4 w-4 text-gray-500 cursor-pointer ${activePart < (displayParts?.length ?? 0) - 1
+                    ? "opacity-100"
+                    : "opacity-50"
+                    }`}
+                onClick={() => {
+                    if (displayParts && activePart < displayParts.length - 1) {
+                        setActivePart(activePart + 1)
+                    }
+                }}
+            />
+            <div className="flex flex-row items-center gap-2 px-2">
+                {partsWithMetadata.map((p, _index) => {
+                    //const mcpType = p.mcpType;
+                    const isActivePart = (p as any).toolCallId === (displayParts[activePart] as any)?.toolCallId;
+                    const isLastPart = _index === partsWithMetadata.length - 1;
+                    const icon = p.metadata?.icon;
+                    const title = p.metadata?.title;
+                    const parentTitle = p.metadata?.parentTitle;
+                    const isTextPart = p.type === "text";
+
+                    if (isTextPart) {
+
+                        if (isActivePart) {
+                            return null;
+                            // return (<span className="text-md font-medium text-neutral-800">{
+                            //     p.type === "text" ?
+                            //         isFinalSummaryActive ? "Final Summary" : "Text" :
+                            //         title
+                            // }</span>)
+                        }
+
+                        if (_index === partsWithMetadata.length - 1) {
+                            return null;
+                        }
+
+                        return (
+                            <div key={p.type + _index} className="flex items-center gap-2">
+                                <NotepadTextIcon className="w-4 h-4" />
+                                <span className="text-md font-medium text-neutral-800">Text</span>
+                            </div>
+                        )
+                    }
+
+                    if (isTextPart && isActivePart && isFinalSummaryActive) {
+                        return null;
+                    }
+
+
+                    return (
+                        <div key={p.type + _index} className="flex items-center gap-2">
+                            <div
+                                onClick={() => {
+                                    setActivePartByToolCallId((p as any).toolCallId);
+                                }}
+                                className={`flex items-center gap-2 cursor-pointer py-1 ${isActivePart ? "border-b-2 border-black" : ""
+                                    }`}
+                            >
+                                <Tooltip>
+                                    <TooltipTrigger>
+                                        {icon ?
+                                            <img src={icon ?? ""} alt={title} className="w-4 h-4 rounded-full" /> :
+                                            <TypeIcon className="w-4 h-4" />
+                                        }
+                                    </TooltipTrigger>
+                                    <TooltipContent>
+                                        {(title && title.length > 0) ?
+                                            `${title} ${parentTitle ? `in ${parentTitle}` : ``}` :
+                                            `Toolcall ${parentTitle ? `in ${parentTitle}` : ``}`}
+                                    </TooltipContent>
+                                </Tooltip>
+                                {isActivePart && (
+                                    <span className="text-md font-medium text-neutral-800">{
+                                        title
+                                    }</span>
+                                )}
+                            </div>
+                            <ChevronRight className="w-3 h-3" />
+                        </div>
+                    )
+                })}
+                {hasFinalSummary && (
+                    <>
+                        <div
+                            onClick={() => {
+                                if (displayParts) {
+                                    setActivePart(displayParts.length - 1);
+                                }
+                            }}
+                            className="flex items-center gap-2 cursor-pointer"
+                        >
+                            <span
+                                className={`text-md py-1 ${isFinalSummaryActive
+                                    ? "text-neutral-800 border-b-2 border-black font-medium"
+                                    : "text-neutral-500"
+                                    }`}
+                            >
+                                {isFinalSummaryActive ? "Final Summary" : "Summary"}
+                            </span>
+                        </div>
+                    </>
+                )}
+            </div>
+        </div>
+    )
+}
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/messages/message/wrappers/StickyUiPartsWrapper.tsx b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/StickyUiPartsWrapper.tsx
new file mode 100644
index 0000000..a1337a9
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/messages/message/wrappers/StickyUiPartsWrapper.tsx
@@ -0,0 +1,9 @@
+import { ToolUIPart } from "ai";
+
+export const StickyUiPartsWrapper = ({ children }: { children: React.ReactNode }) => {
+    return (
+        <div className="mt-2 flex flex-col gap-2">
+            {children}
+        </div>
+    )
+}
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/tiptap.css b/examples/contact-extractor-agent/components/studio/tiptap.css
new file mode 100644
index 0000000..13dde67
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/tiptap.css
@@ -0,0 +1,184 @@
+/* apps/web/styles/tiptap.css */
+
+.ProseMirror {
+  padding: 0rem;
+  border-radius: 0.5rem;
+  min-height: 0;
+  outline: none;
+}
+
+.ProseMirror:focus {
+  outline: none;
+}
+
+.ProseMirror h1 {
+  font-size: 2.5em;
+  font-weight: 700;
+  line-height: 1.2;
+  margin-bottom: 1rem;
+}
+
+.ProseMirror h2 {
+  font-size: 1.5em;
+  font-weight: 500;
+  line-height: 1.4;
+  margin-top: 1.5rem;
+  margin-bottom: 0.5rem;
+}
+
+.ProseMirror h3 {
+  font-size: 1.4em;
+  font-weight: 700;
+  line-height: 1.4;
+  margin-top: 1.5rem;
+  margin-bottom: 0.5rem;
+}
+
+.ProseMirror p {
+  font-size: 1.2em;
+  line-height: 1.4;
+  margin-bottom: 0.5rem;
+  color: rgb(0, 0, 0);
+}
+
+.ProseMirror strong {
+  font-weight: 500;
+}
+
+.ProseMirror i {
+  font-style: italic;
+}
+
+.ProseMirror em {
+  font-style: italic;
+}
+
+.ProseMirror ul,
+.ProseMirror ol {
+  /* margin-left: 1.5rem; */
+  margin-bottom: 0.5rem;
+  padding-left: 1.5rem; /* Ensure padding is used for indentation */
+}
+
+.ProseMirror ul {
+  list-style-type: disc; /* Ensure bullet points are displayed */
+}
+
+.ProseMirror li {
+  margin-bottom: 0.25rem;
+}
+
+.ProseMirror li > p {
+  margin-bottom: 0rem;
+}
+
+.ProseMirror a {
+  color: rgb(93, 93, 93); /* blue-500 */
+  text-decoration: underline;
+  cursor: pointer;
+}
+
+.ProseMirror img {
+  max-width: 100%;
+  height: auto;
+  border-radius: 0.5rem;
+  margin-top: 1rem;
+  margin-bottom: 1rem;
+}
+
+/* Callout block styling */
+.callout {
+  display: flex;
+  align-items: flex-start;
+  background-color: #f1f1f1;
+  border-left: 4px solid #717171;
+  padding: 10px 15px;
+  margin: 1rem 0;
+  border-radius: 4px;
+}
+
+.callout .icon {
+  margin-right: 10px;
+  font-size: 1.2rem;
+  user-select: none;
+}
+
+.callout .content {
+  flex-grow: 1;
+}
+
+.callout .content p {
+  margin: 0;
+}
+
+/* Details/Toggle block styling */
+.ProseMirror details {
+  margin: 1.5rem 0;
+}
+
+.ProseMirror summary {
+  cursor: pointer;
+  list-style: none; /* Remove default marker */
+  display: flex;
+  align-items: center;
+  padding: 0.25rem 0;
+  font-weight: 600;
+}
+
+.ProseMirror summary::-webkit-details-marker {
+  display: none; /* For Chrome/Safari */
+}
+
+.ProseMirror summary:focus {
+  outline: none;
+}
+
+.ProseMirror summary::before {
+  content: '';
+  display: inline-block;
+  width: 0;
+  height: 0;
+  border-top: 4px solid transparent;
+  border-bottom: 4px solid transparent;
+  border-left: 6px solid currentColor;
+  margin-right: 0.75rem;
+  transform-origin: 3px 50%;
+  transition: transform 0.2s ease-in-out;
+  color: #9ca3af; /* gray-400 */
+}
+
+.ProseMirror details[open] > summary::before {
+  transform: rotate(90deg);
+}
+
+.ProseMirror div[data-type='details-content'] {
+  margin-left: 1.5rem;
+}
+
+.ProseMirror .columns {
+  display: flex;
+  gap: 1rem;
+}
+
+.ProseMirror .column {
+  flex: 1;
+  padding: 0.5rem;
+}
+
+.ProseMirror [data-type='file'] {
+  background: #f3f3f3;
+  border-radius: 4px;
+  padding: 0.5rem 1rem;
+  margin: 0.5rem 0;
+  display: block;
+}
+
+.ProseMirror [data-type='file'] a {
+  text-decoration: none;
+  color: inherit;
+}
+
+.ProseMirror audio {
+  width: 100%;
+  margin: 1rem 0;
+}
diff --git a/examples/contact-extractor-agent/components/studio/ui/info.tsx b/examples/contact-extractor-agent/components/studio/ui/info.tsx
new file mode 100644
index 0000000..91ebfd6
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/ui/info.tsx
@@ -0,0 +1,203 @@
+import React from 'react';
+import { UiCommonTypes, DataTableCell, HoverCard as HoverCardType, DataTableRow, DataTable, MixedCell, CellText, CellAvatar, CellLink, CellBadge, CellButton, CellImage } from "@microfox/types";
+import { cn } from "@/lib/utils";
+import { Badge } from '@/components/ui/badge';
+import { Button } from '@/components/ui/button';
+import { HoverCard, HoverCardContent, HoverCardTrigger } from '@/components/ui/hover-card';
+import Link from 'next/link';
+import { ExternalLinkIcon } from 'lucide-react';
+import { decodeHtmlEntities } from '@/lib/studio/html/decode';
+import { InternalMarkdown } from '@/components/studio/global/markdown';
+
+const InfoHoverCardContent = ({ data }: { data: HoverCardType }) => {
+    const { title, description, url, thumbnail, meta_url } = data as any;
+
+    // Sanitize the description by removing Reddit's specific HTML comments and decoding entities
+    const sanitizedDescription = description ? decodeHtmlEntities(
+        description.replace(/<!-- SC_OFF -->/g, '')
+            .replace(/<!-- SC_ON -->/g, '')
+            .replace(/^<div class="md">/, '')
+            .replace(/<\/div>$/, '')
+            .trim()
+    ) : '';
+
+    return (
+        <div className="flex flex-col gap-2 p-1">
+            <div className="flex items-center gap-2">
+                {meta_url?.favicon && (
+                    <img
+                        src={meta_url.favicon}
+                        alt={title}
+                        className="w-5 h-5 rounded-full"
+                    />
+                )}
+                {url ? (
+                    <a
+                        href={url}
+                        target="_blank"
+                        rel="noopener noreferrer"
+                        className="font-semibold text-lg line-clamp-2 hover:underline"
+                    >
+                        {title}
+                    </a>
+                ) : (
+                    <span className="font-semibold text-lg line-clamp-2">{title}</span>
+                )}
+            </div>
+
+            {(thumbnail?.src || thumbnail?.originalSrc) && (
+                <div className="w-full aspect-video rounded-lg overflow-hidden">
+                    <img
+                        src={thumbnail.originalSrc ?? thumbnail.src}
+                        alt={title}
+                        className="w-full h-full object-cover"
+                    />
+                </div>
+            )}
+
+            {sanitizedDescription && (
+                <div className="text-md text-neutral-600 space-y-4 gap-4">
+                    <InternalMarkdown>{sanitizedDescription}</InternalMarkdown>
+                </div>
+            )}
+
+            {url && (
+                <Link
+                    href={url}
+                    target="_blank"
+                    rel="noopener noreferrer"
+                    className="flex items-center justify-start gap-1 pt-3 border-t border-neutral-200 mt-1 hover:underline"
+                >
+                    <span className="text-xs text-neutral-500">
+                        {new URL(url).hostname}
+                    </span>
+                    <ExternalLinkIcon className="w-3 h-3" />
+                </Link>
+            )}
+        </div>
+    );
+};
+
+const renderCell = (cell: DataTableCell): React.ReactNode => {
+    const renderCellContent = (cell: DataTableCell): React.ReactNode => {
+        if (typeof cell === "string") {
+            return <span>{cell}</span>;
+        }
+
+        if (!cell || !cell.type) {
+            return null;
+        }
+
+        switch (cell.type) {
+            case "text": {
+                const c = cell as CellText;
+                return <span className={cn("text-sm", c.className)} style={{}}>{c.value}</span>;
+            }
+            case "link": {
+                const c = cell as CellLink;
+                return (
+                    <a
+                        href={c.href}
+                        target="_blank"
+                        rel="noopener noreferrer"
+                        className={cn("text-blue-500 hover:underline flex items-center gap-2", c.className)}
+                        style={c.style ?? {}}
+                    >
+                        {c.items && c.items.length > 0
+                            ? c.items.map((child, i) => <React.Fragment key={i}>{renderCell(child)}</React.Fragment>)
+                            : c.text
+                        }
+                    </a>
+                );
+            }
+            case "avatar": {
+                const c = cell as CellAvatar;
+                return (
+                    <div className={cn('flex items-center', c.bgClassName)}>
+                        {c.img?.src && <img
+                            src={c.img?.src}
+                            alt={c.img?.title || ''}
+                            className={cn("h-8 w-8 rounded-full object-cover", c.imgClassName)}
+                        />}
+                        {!c.img?.src && <div className={cn("h-8 w-8 rounded-full bg-gray-800 flex items-center justify-center", c.imgClassName)}>
+                            <span className={cn("text-xs font-medium text-gray-100")}>{c.img?.title?.charAt(0).toUpperCase()}</span>
+                        </div>}
+                    </div>
+                );
+            }
+            case "badge": {
+                const c = cell as CellBadge;
+                return (
+                    <Badge
+                        variant={c.variant}
+                        className={cn("inline-flex items-center px-2.5 py-0.5 rounded-full text-xs font-medium bg-gray-100 text-gray-800", c.className)}>
+                        {c.label}
+                    </Badge>
+                );
+            }
+            case "button": {
+                const c = cell as CellButton;
+                return (
+                    <Button
+                        variant={c.variant}
+                        type="button" className={cn("px-3 py-1.5 text-sm font-semibold rounded-md shadow-sm bg-white text-gray-900 ring-1 ring-inset ring-gray-300 hover:bg-gray-50", c.className)}>
+                        {c.items?.map((item, i) => <React.Fragment key={i}>{renderCell(item)}</React.Fragment>)}
+                    </Button>
+                );
+            }
+            case "mixed": {
+                const c = cell as MixedCell;
+                return (
+                    <div className={cn("flex items-center gap-1", c.className)}>
+                        {c.items?.map((child, i) => <React.Fragment key={i}>{renderCell(child)}</React.Fragment>)}
+                    </div>
+                )
+            }
+            default:
+                return null;
+        }
+    }
+
+    if (typeof cell === 'object' && cell !== null && (cell as any).hoverCard) {
+        const hoverCardData = (cell as any).hoverCard as HoverCardType;
+        return (
+            <HoverCard openDelay={200}>
+                <HoverCardTrigger asChild>
+                    <span className="cursor-pointer">{renderCellContent(cell)}</span>
+                </HoverCardTrigger>
+                <HoverCardContent className="w-[600px] max-h-[50vh] overflow-y-auto z-50">
+                    <InfoHoverCardContent data={hoverCardData} />
+                </HoverCardContent>
+            </HoverCard>
+        );
+    }
+    return renderCellContent(cell);
+};
+
+export const InfoTable = ({ data }: { data: UiCommonTypes["DataTable"] }) => {
+    const { caption, title, description, rows } = data;
+    console.log("ragreddit", data);
+    return (
+        <div className={cn("flex flex-col gap-2 ")}>
+            {title && <h1 className={cn("font-semibold text-lg")}>{title}</h1>}
+            {description && <p className={cn("text-sm text-gray-500")}>{description}</p>}
+            <div className="overflow-x-auto my-4 border rounded-lg border-gray-200">
+                <table className={cn("w-full border-collapse")}>
+                    {rows && rows.length > 0 && (
+                        <tbody className={cn("divide-y divide-gray-200")}>
+                            {rows.map((row, rowIndex) => (
+                                <tr key={rowIndex} className={cn("flex flex-row gap-2 divide-x divide-gray-200", row.className)}>
+                                    {row.items?.map((cell, cellIndex) => (
+                                        <td key={cellIndex} className={cn("flex-1 py-2 px-1", cell.className)}>
+                                            {renderCell(cell.cell)}
+                                        </td>
+                                    ))}
+                                </tr>
+                            ))}
+                        </tbody>
+                    )}
+                </table>
+            </div>
+        </div>
+    )
+};
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/studio/ui/media.tsx b/examples/contact-extractor-agent/components/studio/ui/media.tsx
new file mode 100644
index 0000000..262d539
--- /dev/null
+++ b/examples/contact-extractor-agent/components/studio/ui/media.tsx
@@ -0,0 +1,439 @@
+"use client";
+import React, { useState } from "react";
+import { Badge } from "@/components/ui/badge";
+import {
+    Dialog,
+    DialogClose,
+    DialogContent,
+    DialogPortal,
+} from "@/components/ui/dialog";
+import { Button } from "@/components/ui/button";
+import { DialogOverlay, DialogTitle } from "@radix-ui/react-dialog";
+import { Expand, ExternalLink, Film, User, View, XIcon, ClipboardIcon, Copy, Search, Palette } from "lucide-react";
+import { UiCommonTypes } from "@microfox/types";
+import {
+    Tooltip,
+    TooltipContent,
+    TooltipProvider,
+    TooltipTrigger,
+} from "@/components/ui/tooltip";
+
+
+export type MediaDialogItem = {
+    type: "image";
+    image: UiCommonTypes["ImageSet"];
+    video?: never;
+} | {
+    type: "video";
+    video: UiCommonTypes["VideoSet"];
+    image?: never;
+}
+
+const VideoEmbed = ({ video }: { video: UiCommonTypes["VideoSet"] }) => {
+    const getEmbedUrl = (url: string) => {
+        if (url.includes("youtube.com/watch?v=")) {
+            const videoId = url.split("v=")[1]?.split("&")[0];
+            return `https://www.youtube.com/embed/${videoId}`;
+        } else if (url.includes("youtu.be/")) {
+            const videoId = url.split("youtu.be/")[1]?.split("?")[0];
+            return `https://www.youtube.com/embed/${videoId}`;
+        } else if (url.includes("dailymotion.com/video/")) {
+            const videoId = url.split("/video/")[1]?.split("?")[0];
+            return `https://www.dailymotion.com/embed/video/${videoId}`;
+        }
+        return url;
+    };
+
+    const embedUrl = getEmbedUrl(video.src);
+
+    if (!embedUrl) {
+        return <div className="w-full aspect-video bg-black flex items-center justify-center text-white">Cannot play this video format.</div>;
+    }
+
+    return (
+        <iframe
+            src={embedUrl}
+            className="w-full aspect-video rounded-lg"
+            allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"
+            allowFullScreen
+            title={video.creator || "Video"}
+        ></iframe>
+    );
+};
+
+
+
+export const MediaDialog = ({
+    media,
+    setMedia
+}: {
+    media: MediaDialogItem | null;
+    setMedia: (media: MediaDialogItem | null) => void;
+}) => {
+    const item = media ? (media.type === 'image' ? media.image : media.video) : null;
+    const [showFullDescription, setShowFullDescription] = useState(false);
+    const [showFullKeywords, setShowFullKeywords] = useState(false);
+
+    return (
+        <Dialog open={!!media} onOpenChange={(open) => !open && setMedia(null)}>
+            <DialogPortal>
+                <DialogOverlay
+
+                    className="fixed z-100 inset-0 bg-black/50 backdrop-blur-xl" />
+                <DialogContent
+                    onClick={(e) => {
+                        setMedia(null);
+                    }}
+                    className="w-screen max-w-screen! h-screen z-101 bg-transparent border-none shadow-none grid grid-cols-3 items-center gap-4 overflow-y-auto">
+                    <div className="col-span-1  flex flex-col gap-4 justify-start h-full">
+                        {media?.type === 'image' && 'image' in media && media.image?.metadata && (
+                            <div
+                                className="bg-neutral-900 rounded-xl p-4 text-white shadow-lg"
+                            >
+                                <h3 className="px-2 pb-4 text-md text-neutral-300 mb-3 flex items-center gap-4">
+                                    <Palette className="w-4 h-4 text-neutral-400" />
+                                    Color Palette
+                                </h3>
+                                <div className="grid grid-cols-12 gap-3">
+                                    {media.image.metadata.dominantColor && typeof media.image.metadata.dominantColor === 'string' && (
+                                        <div className="col-span-4 flex flex-col gap-1">
+                                            <span className="text-xs text-neutral-400">Dominant Color</span>
+                                            <TooltipProvider>
+                                                <Tooltip>
+                                                    <TooltipTrigger asChild>
+                                                        <div
+                                                            className="w-full h-8 rounded-md cursor-pointer"
+                                                            style={{ backgroundColor: media.image.metadata.dominantColor }}
+                                                            onClick={() => {
+                                                                if (media.image?.metadata?.dominantColor) {
+                                                                    navigator.clipboard.writeText(media.image.metadata.dominantColor);
+                                                                }
+                                                            }}
+                                                        />
+                                                    </TooltipTrigger>
+                                                    <TooltipContent className="z-[200]">
+                                                        <p>Copy {media.image.metadata.dominantColor}</p>
+                                                    </TooltipContent>
+                                                </Tooltip>
+                                            </TooltipProvider>
+                                        </div>
+                                    )}
+                                    {media.image.metadata.secondaryColor && typeof media.image.metadata.secondaryColor === 'string' && (
+                                        <div className="col-span-4 flex flex-col gap-1">
+                                            <span className="text-xs text-neutral-400">Secondary Color</span>
+                                            <TooltipProvider>
+                                                <Tooltip>
+                                                    <TooltipTrigger asChild>
+                                                        <div
+                                                            className="w-full h-8 rounded-md cursor-pointer"
+                                                            style={{ backgroundColor: media.image.metadata.secondaryColor }}
+                                                            onClick={() => {
+                                                                if (media.image?.metadata?.secondaryColor) {
+                                                                    navigator.clipboard.writeText(media.image.metadata.secondaryColor);
+                                                                }
+                                                            }}
+                                                        />
+                                                    </TooltipTrigger>
+                                                    <TooltipContent className="z-[200]">
+                                                        <p>Copy {media.image.metadata.secondaryColor}</p>
+                                                    </TooltipContent>
+                                                </Tooltip>
+                                            </TooltipProvider>
+                                        </div>
+                                    )}
+                                    {media.image.metadata.accentColor && typeof media.image.metadata.accentColor === 'string' && (
+                                        <div className="col-span-4 flex flex-col gap-1">
+                                            <span className="text-xs text-neutral-400">Accent Color</span>
+                                            <TooltipProvider>
+                                                <Tooltip>
+                                                    <TooltipTrigger asChild>
+                                                        <div
+                                                            className="w-full h-8 rounded-md cursor-pointer"
+                                                            style={{ backgroundColor: media.image.metadata.accentColor }}
+                                                            onClick={() => {
+                                                                if (media.image?.metadata?.accentColor) {
+                                                                    navigator.clipboard.writeText(media.image.metadata.accentColor);
+                                                                }
+                                                            }}
+                                                        />
+                                                    </TooltipTrigger>
+                                                    <TooltipContent className="z-[200]">
+                                                        <p>Copy {media.image.metadata.accentColor}</p>
+                                                    </TooltipContent>
+                                                </Tooltip>
+                                            </TooltipProvider>
+                                        </div>
+                                    )}
+                                    {media.image.metadata.palette && Array.isArray(media.image.metadata.palette) && (
+                                        <div className="col-span-12 flex flex-col gap-1">
+                                            <span className="text-xs text-neutral-400">Color Palette</span>
+                                            <div className="grid grid-cols-6 gap-1">
+                                                {media.image.metadata.palette.map((color, index) => (
+                                                    <TooltipProvider key={color + index}>
+                                                        <Tooltip>
+                                                            <TooltipTrigger asChild>
+                                                                <div
+                                                                    className="h-6 rounded-md cursor-pointer"
+                                                                    style={{ backgroundColor: color }}
+                                                                    onClick={() => {
+                                                                        if (typeof color === 'string') {
+                                                                            navigator.clipboard.writeText(color);
+                                                                        }
+                                                                    }}
+                                                                />
+                                                            </TooltipTrigger>
+                                                            <TooltipContent className="z-[200]">
+                                                                <p>Copy {color}</p>
+                                                            </TooltipContent>
+                                                        </Tooltip>
+                                                    </TooltipProvider>
+                                                ))}
+                                            </div>
+                                        </div>
+                                    )}
+                                </div>
+                            </div>
+                        )}
+                        {media?.type === 'image' && 'image' in media && media.image?.metadata && (media.image.metadata.audienceKeywords || media.image.metadata.artStyle || media.image.metadata.keywords) &&
+                            <div
+                                onClick={(e) => e.stopPropagation()}
+                                className="bg-neutral-900 rounded-xl py-4 text-white shadow-lg">
+
+                                <h2 className="px-8 text-md text-neutral-300 mb-3 flex items-center gap-4">
+                                    <Search className="w-4 h-4 text-neutral-400" />
+                                    Search Finetuning
+                                </h2>
+
+                                <div className="w-full h-[0.5px] bg-neutral-700 my-4" />
+
+                                <div className="px-8">
+                                    {media.image.metadata.artStyle && media.image.metadata.artStyle.length > 0 && (
+                                        <div className="mb-8">
+                                            <h3 className="text-xs uppercase tracking-[0.5em] text-neutral-300 mb-2">Art Style</h3>
+                                            <div className="flex flex-wrap gap-2">
+                                                {media.image.metadata.artStyle?.map((word) => (
+                                                    <Badge
+                                                        key={word}
+                                                        variant="outline"
+                                                        className="cursor-pointer bg-white/10 hover:bg-white/20 text-white border-none"
+                                                        onClick={(e) => {
+                                                            e.stopPropagation();
+                                                            const url = new URL(window.location.href);
+                                                            url.searchParams.set('artStyle', word);
+                                                            window.open(url.toString(), '_blank');
+                                                        }}
+                                                    >
+                                                        @{word}
+                                                    </Badge>
+                                                ))}
+                                            </div>
+                                        </div>
+                                    )}
+
+                                    {media.image.metadata.audienceKeywords && media.image.metadata.audienceKeywords.length > 0 && (
+                                        <div className="mb-8">
+                                            <h3 className="text-xs uppercase tracking-[0.5em] text-neutral-300 mb-2">Suite to</h3>
+                                            <div className="flex flex-wrap gap-2">
+                                                {media.image.metadata.audienceKeywords.map((word) => (
+                                                    <Badge
+                                                        key={word}
+                                                        variant="outline"
+                                                        className="cursor-pointer bg-white/10 hover:bg-white/20 text-white border-none"
+                                                        onClick={(e) => {
+                                                            e.stopPropagation();
+                                                            const url = new URL(window.location.href);
+                                                            url.searchParams.set('audienceKeyword', word);
+                                                            window.open(url.toString(), '_blank');
+                                                        }}
+                                                    >
+                                                        !{word}
+                                                    </Badge>
+                                                ))}
+                                            </div>
+                                        </div>
+                                    )}
+
+                                    {media.image.metadata.keywords && (
+                                        <div>
+                                            <div className={`relative overflow-hidden transition-all duration-300 ${showFullKeywords ? 'max-h-full' : 'max-h-[160px]'}`}>
+                                                <h3 className="text-xs uppercase tracking-[0.5em] text-neutral-300 mb-2">Keywords</h3>
+                                                <div className="flex flex-wrap gap-2">
+                                                    {media.image.metadata.keywords.map((word) => (
+                                                        <Badge
+                                                            key={word}
+                                                            variant="outline"
+                                                            className="cursor-pointer bg-white/10 hover:bg-white/20 text-white border-none"
+                                                            onClick={(e) => {
+                                                                e.stopPropagation();
+                                                                const url = new URL(window.location.href);
+                                                                url.searchParams.set('keyword', word);
+                                                                window.open(url.toString(), '_blank');
+                                                            }}
+                                                        >
+                                                            #{word}
+                                                        </Badge>
+                                                    ))}
+                                                </div>
+                                                {!showFullKeywords && (
+                                                    <div className="absolute bottom-0 left-0 right-0 h-12 bg-gradient-to-t from-neutral-900 to-transparent" />
+                                                )}
+                                            </div>
+                                            <div className="mt-4 flex items-center justify-between">
+                                                <Button
+                                                    variant="ghost"
+                                                    size="sm"
+                                                    onClick={(e) => {
+                                                        e.stopPropagation();
+                                                        setShowFullKeywords(!showFullKeywords);
+                                                    }}
+                                                    className="text-xs text-neutral-400 hover:text-white bg-transparent hover:bg-transparent"
+                                                >
+                                                    {showFullKeywords ? 'Show Less' : 'Show More'}
+                                                </Button>
+                                            </div>
+                                        </div>
+                                    )}
+                                </div>
+                            </div>
+                        }
+                    </div>
+                    <div className="col-span-1 ">
+                        <div onClick={(e) => e.stopPropagation()} className="flex flex-col gap-4 max-w-xl">
+                            <DialogTitle title="Expanded view" hidden />
+                            <div className="flex-1">
+                                {media?.type === 'image' &&
+                                    <img src={media.image.originalSrc ?? media.image.src} alt={media.image.title ?? "Expanded view"} className="w-auto h-auto object-contain rounded-2xl mx-auto" />
+                                }
+                                {media?.type === 'video' &&
+                                    <VideoEmbed video={media.video} />
+                                }
+                            </div>
+                            {item && media?.type === 'video' && <div className=" w-full bg-neutral-900/80 p-4 rounded-xl text-white flex flex-col gap-2">
+                                {/* <h3 className="font-bold text-lg">{media?.video?.title}</h3> */}
+                                <div className="text-xs text-neutral-400 flex flex-row gap-2 mt-auto">
+                                    {media?.type === 'video' && media.video.creator && <div className="flex items-center gap-2"><User size={12} /><span>{media.video.creator}</span></div>}
+                                    {media?.type === 'video' && media.video.views && <div className="flex items-center gap-2"><View size={12} /><span>{media.video.views.toLocaleString()} views</span></div>}
+                                    {media?.type === 'video' && media.video.duration && <div className="flex items-center gap-2"><Film size={12} /><span>{media.video.duration}</span></div>}
+                                    <a href={media.video?.src} target="_blank" rel="noopener noreferrer" className="bg-white/80 text-black ml-auto hover:bg-white p-2 rounded-full transition-colors flex flex-row gap-2" title="View Source" onClick={(e) => e.stopPropagation()}>
+                                        <ExternalLink className="w-4 h-4 text-neutral-800" />
+                                        View Source
+                                    </a>
+                                </div>
+                            </div>}
+                            {item && media?.type === "image" && <div className=" w-full bg-neutral-900/80 p-2 rounded-3xl text-white flex flex-col gap-2">
+                                <div className="px-2 py-2 text-xs text-neutral-400 flex flex-row items-center gap-2 mt-auto">
+                                    <p className="font-bold text-white text-sm">{media?.image?.title}</p>
+                                    <a href={media.image?.src} target="_blank" rel="noopener noreferrer" className="bg-white/50 text-black ml-auto hover:bg-white p-2 rounded-full transition-colors flex flex-row gap-2" title="View Source" onClick={(e) => e.stopPropagation()}>
+                                        <ExternalLink className="w-4 h-4 text-neutral-800" />
+                                        Source
+                                    </a>
+                                </div>
+                            </div>}
+                            <DialogClose className="bg-black/50 rounded-full p-2 absolute top-4 right-4">
+                                <XIcon className="w-4 h-4 text-white" />
+                            </DialogClose>
+                        </div>
+                    </div>
+                    <div className="col-span-1 flex flex-col gap-4 justify-start h-full">
+                        {media?.image && media?.image?.metadata &&
+                            <div
+                                onClick={(e) => e.stopPropagation()}
+                                className="bg-neutral-900 rounded-xl p-4 text-white shadow-lg max-w-md">
+                                <div className={`relative overflow-hidden transition-all duration-300 ${showFullDescription ? 'max-h-full' : 'max-h-[160px]'}`}>
+                                    <h3 className="text-md text-neutral-300 mb-2 font-bold">Image Prompt</h3>
+                                    <p className="text-sm text-neutral-300 leading-relaxed">
+                                        {media?.image?.description
+                                        }
+
+                                    </p>
+                                    {!showFullDescription && (
+                                        <div className="absolute bottom-0 left-0 right-0 h-12 bg-gradient-to-t from-neutral-900 to-transparent" />
+                                    )}
+                                </div>
+                                <div className="mt-4 flex items-center justify-between">
+                                    <Button
+                                        variant="ghost"
+                                        size="sm"
+                                        onClick={(e) => {
+                                            e.stopPropagation();
+                                            setShowFullDescription(!showFullDescription);
+                                        }}
+                                        className="text-xs text-neutral-400 hover:text-white bg-transparent hover:bg-transparent"
+                                    >
+                                        {showFullDescription ? 'Show Less' : 'Read More'}
+                                    </Button>
+                                    <Button
+                                        variant="ghost"
+                                        onClick={(e) => {
+                                            e.stopPropagation();
+                                            const description = media?.type === 'image'
+                                                ? media.image.description || 'No image description available'
+                                                : 'No description available';
+                                            navigator.clipboard.writeText(description);
+                                        }}
+                                        className="bg-neutral-800 hover:bg-transparent hover:text-white text-xs"
+                                        title="Copy description"
+                                        style={{
+                                            backgroundColor: media?.image?.metadata?.dominantColor ? `${media.image.metadata.dominantColor}` : undefined,
+                                            color: media?.image?.metadata?.accentColor ? `${media.image.metadata.accentColor}` : "#ffffff",
+                                        }}
+                                    >
+                                        <span className="">Copy Prompt</span>
+                                        <Copy
+                                            style={{
+                                                color: media?.image?.metadata?.accentColor ? `${media.image.metadata.accentColor}` : undefined,
+                                            }}
+                                            className="w-4 h-4 text-white" />
+                                    </Button>
+                                </div>
+                            </div>
+                        }
+
+                    </div>
+                </DialogContent>
+            </DialogPortal>
+        </Dialog>
+    )
+}
+
+export const MediaGrid = ({ images }: { images: UiCommonTypes["ImageSet"][] }) => {
+    const [selectedMedia, setSelectedMedia] = useState<MediaDialogItem | null>(null);
+
+    if (!images || images.length === 0) {
+        return null;
+    }
+
+    let filteredImages = images.filter((image) => image.srcWidth ? image.srcWidth > 50 : true);
+    return (
+        <>
+            <div className="columns-1 sm:columns-2 md:columns-3 lg:columns-4 xl:columns-5 2xl:columns-6 gap-2 md:gap-4">
+                {filteredImages.map((source, idx) => (
+                    <div
+                        onClick={() => setSelectedMedia({ type: "image", image: source })}
+                        key={source.src + idx}
+                        className="relative group/media bg-neutral-900 rounded-lg overflow-hidden cursor-pointer break-inside-avoid mb-4"
+                    >
+                        <img key={source.src} src={source.src ?? ""} alt={source.title ?? ""} className="w-full h-auto transition-transform duration-300 group-hover/media:scale-110" />
+                        <div className="absolute inset-0 bg-black/30 opacity-0 group-hover/media:opacity-100 transition-opacity duration-300 flex items-end justify-end p-3">
+                            <div className="flex items-center gap-2 transform scale-75 group-hover/media:scale-100 transition-transform duration-300">
+                                <a href={source.imagePageUrl ?? source.pageUrl ?? source.url ?? undefined} target="_blank" rel="noopener noreferrer" className="bg-white/80 hover:bg-white p-2 rounded-full transition-colors" title="View Source" onClick={(e) => e.stopPropagation()}>
+                                    <ExternalLink className="w-4 h-4 text-neutral-800" />
+                                </a>
+                                <button
+                                    onClick={(e) => {
+                                        e.stopPropagation();
+                                        setSelectedMedia({ type: "image", image: source });
+                                    }}
+                                    className="bg-white/80 hover:bg-white p-2 rounded-full transition-colors" title="Expand Image"
+                                >
+                                    <Expand className="w-4 h-4 text-neutral-800" />
+                                </button>
+                            </div>
+                        </div>
+                    </div>
+                ))}
+            </div>
+            <MediaDialog media={selectedMedia} setMedia={setSelectedMedia} />
+        </>
+    );
+}; 
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/components/ui/accordion.tsx b/examples/contact-extractor-agent/components/ui/accordion.tsx
new file mode 100644
index 0000000..4a8cca4
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/accordion.tsx
@@ -0,0 +1,66 @@
+"use client"
+
+import * as React from "react"
+import * as AccordionPrimitive from "@radix-ui/react-accordion"
+import { ChevronDownIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function Accordion({
+  ...props
+}: React.ComponentProps<typeof AccordionPrimitive.Root>) {
+  return <AccordionPrimitive.Root data-slot="accordion" {...props} />
+}
+
+function AccordionItem({
+  className,
+  ...props
+}: React.ComponentProps<typeof AccordionPrimitive.Item>) {
+  return (
+    <AccordionPrimitive.Item
+      data-slot="accordion-item"
+      className={cn("border-b last:border-b-0", className)}
+      {...props}
+    />
+  )
+}
+
+function AccordionTrigger({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof AccordionPrimitive.Trigger>) {
+  return (
+    <AccordionPrimitive.Header className="flex">
+      <AccordionPrimitive.Trigger
+        data-slot="accordion-trigger"
+        className={cn(
+          "focus-visible:border-ring focus-visible:ring-ring/50 flex flex-1 items-start justify-between gap-4 rounded-md py-4 text-left text-sm font-medium transition-all outline-none hover:underline focus-visible:ring-[3px] disabled:pointer-events-none disabled:opacity-50 [&[data-state=open]>svg]:rotate-180",
+          className
+        )}
+        {...props}
+      >
+        {children}
+        <ChevronDownIcon className="text-muted-foreground pointer-events-none size-4 shrink-0 translate-y-0.5 transition-transform duration-200" />
+      </AccordionPrimitive.Trigger>
+    </AccordionPrimitive.Header>
+  )
+}
+
+function AccordionContent({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof AccordionPrimitive.Content>) {
+  return (
+    <AccordionPrimitive.Content
+      data-slot="accordion-content"
+      className="data-[state=closed]:animate-accordion-up data-[state=open]:animate-accordion-down overflow-hidden text-sm"
+      {...props}
+    >
+      <div className={cn("pt-0 pb-4", className)}>{children}</div>
+    </AccordionPrimitive.Content>
+  )
+}
+
+export { Accordion, AccordionItem, AccordionTrigger, AccordionContent }
diff --git a/examples/contact-extractor-agent/components/ui/alert-dialog.tsx b/examples/contact-extractor-agent/components/ui/alert-dialog.tsx
new file mode 100644
index 0000000..0863e40
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/alert-dialog.tsx
@@ -0,0 +1,157 @@
+"use client"
+
+import * as React from "react"
+import * as AlertDialogPrimitive from "@radix-ui/react-alert-dialog"
+
+import { cn } from "@/lib/utils"
+import { buttonVariants } from "@/components/ui/button"
+
+function AlertDialog({
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Root>) {
+  return <AlertDialogPrimitive.Root data-slot="alert-dialog" {...props} />
+}
+
+function AlertDialogTrigger({
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Trigger>) {
+  return (
+    <AlertDialogPrimitive.Trigger data-slot="alert-dialog-trigger" {...props} />
+  )
+}
+
+function AlertDialogPortal({
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Portal>) {
+  return (
+    <AlertDialogPrimitive.Portal data-slot="alert-dialog-portal" {...props} />
+  )
+}
+
+function AlertDialogOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Overlay>) {
+  return (
+    <AlertDialogPrimitive.Overlay
+      data-slot="alert-dialog-overlay"
+      className={cn(
+        "data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Content>) {
+  return (
+    <AlertDialogPortal>
+      <AlertDialogOverlay />
+      <AlertDialogPrimitive.Content
+        data-slot="alert-dialog-content"
+        className={cn(
+          "bg-background data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 fixed top-[50%] left-[50%] z-50 grid w-full max-w-[calc(100%-2rem)] translate-x-[-50%] translate-y-[-50%] gap-4 rounded-lg border p-6 shadow-lg duration-200 sm:max-w-lg",
+          className
+        )}
+        {...props}
+      />
+    </AlertDialogPortal>
+  )
+}
+
+function AlertDialogHeader({
+  className,
+  ...props
+}: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="alert-dialog-header"
+      className={cn("flex flex-col gap-2 text-center sm:text-left", className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogFooter({
+  className,
+  ...props
+}: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="alert-dialog-footer"
+      className={cn(
+        "flex flex-col-reverse gap-2 sm:flex-row sm:justify-end",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogTitle({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Title>) {
+  return (
+    <AlertDialogPrimitive.Title
+      data-slot="alert-dialog-title"
+      className={cn("text-lg font-semibold", className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Description>) {
+  return (
+    <AlertDialogPrimitive.Description
+      data-slot="alert-dialog-description"
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogAction({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Action>) {
+  return (
+    <AlertDialogPrimitive.Action
+      className={cn(buttonVariants(), className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogCancel({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Cancel>) {
+  return (
+    <AlertDialogPrimitive.Cancel
+      className={cn(buttonVariants({ variant: "outline" }), className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  AlertDialog,
+  AlertDialogPortal,
+  AlertDialogOverlay,
+  AlertDialogTrigger,
+  AlertDialogContent,
+  AlertDialogHeader,
+  AlertDialogFooter,
+  AlertDialogTitle,
+  AlertDialogDescription,
+  AlertDialogAction,
+  AlertDialogCancel,
+}
diff --git a/examples/contact-extractor-agent/components/ui/alert.tsx b/examples/contact-extractor-agent/components/ui/alert.tsx
new file mode 100644
index 0000000..1421354
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/alert.tsx
@@ -0,0 +1,66 @@
+import * as React from "react"
+import { cva, type VariantProps } from "class-variance-authority"
+
+import { cn } from "@/lib/utils"
+
+const alertVariants = cva(
+  "relative w-full rounded-lg border px-4 py-3 text-sm grid has-[>svg]:grid-cols-[calc(var(--spacing)*4)_1fr] grid-cols-[0_1fr] has-[>svg]:gap-x-3 gap-y-0.5 items-start [&>svg]:size-4 [&>svg]:translate-y-0.5 [&>svg]:text-current",
+  {
+    variants: {
+      variant: {
+        default: "bg-card text-card-foreground",
+        destructive:
+          "text-destructive bg-card [&>svg]:text-current *:data-[slot=alert-description]:text-destructive/90",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+    },
+  }
+)
+
+function Alert({
+  className,
+  variant,
+  ...props
+}: React.ComponentProps<"div"> & VariantProps<typeof alertVariants>) {
+  return (
+    <div
+      data-slot="alert"
+      role="alert"
+      className={cn(alertVariants({ variant }), className)}
+      {...props}
+    />
+  )
+}
+
+function AlertTitle({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="alert-title"
+      className={cn(
+        "col-start-2 line-clamp-1 min-h-4 font-medium tracking-tight",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function AlertDescription({
+  className,
+  ...props
+}: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="alert-description"
+      className={cn(
+        "text-muted-foreground col-start-2 grid justify-items-start gap-1 text-sm [&_p]:leading-relaxed",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Alert, AlertTitle, AlertDescription }
diff --git a/examples/contact-extractor-agent/components/ui/aspect-ratio.tsx b/examples/contact-extractor-agent/components/ui/aspect-ratio.tsx
new file mode 100644
index 0000000..3df3fd0
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/aspect-ratio.tsx
@@ -0,0 +1,11 @@
+"use client"
+
+import * as AspectRatioPrimitive from "@radix-ui/react-aspect-ratio"
+
+function AspectRatio({
+  ...props
+}: React.ComponentProps<typeof AspectRatioPrimitive.Root>) {
+  return <AspectRatioPrimitive.Root data-slot="aspect-ratio" {...props} />
+}
+
+export { AspectRatio }
diff --git a/examples/contact-extractor-agent/components/ui/avatar.tsx b/examples/contact-extractor-agent/components/ui/avatar.tsx
new file mode 100644
index 0000000..71e428b
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/avatar.tsx
@@ -0,0 +1,53 @@
+"use client"
+
+import * as React from "react"
+import * as AvatarPrimitive from "@radix-ui/react-avatar"
+
+import { cn } from "@/lib/utils"
+
+function Avatar({
+  className,
+  ...props
+}: React.ComponentProps<typeof AvatarPrimitive.Root>) {
+  return (
+    <AvatarPrimitive.Root
+      data-slot="avatar"
+      className={cn(
+        "relative flex size-8 shrink-0 overflow-hidden rounded-full",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function AvatarImage({
+  className,
+  ...props
+}: React.ComponentProps<typeof AvatarPrimitive.Image>) {
+  return (
+    <AvatarPrimitive.Image
+      data-slot="avatar-image"
+      className={cn("aspect-square size-full", className)}
+      {...props}
+    />
+  )
+}
+
+function AvatarFallback({
+  className,
+  ...props
+}: React.ComponentProps<typeof AvatarPrimitive.Fallback>) {
+  return (
+    <AvatarPrimitive.Fallback
+      data-slot="avatar-fallback"
+      className={cn(
+        "bg-muted flex size-full items-center justify-center rounded-full",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Avatar, AvatarImage, AvatarFallback }
diff --git a/examples/contact-extractor-agent/components/ui/badge.tsx b/examples/contact-extractor-agent/components/ui/badge.tsx
new file mode 100644
index 0000000..0205413
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/badge.tsx
@@ -0,0 +1,46 @@
+import * as React from "react"
+import { Slot } from "@radix-ui/react-slot"
+import { cva, type VariantProps } from "class-variance-authority"
+
+import { cn } from "@/lib/utils"
+
+const badgeVariants = cva(
+  "inline-flex items-center justify-center rounded-md border px-2 py-0.5 text-xs font-medium w-fit whitespace-nowrap shrink-0 [&>svg]:size-3 gap-1 [&>svg]:pointer-events-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive transition-[color,box-shadow] overflow-hidden",
+  {
+    variants: {
+      variant: {
+        default:
+          "border-transparent bg-primary text-primary-foreground [a&]:hover:bg-primary/90",
+        secondary:
+          "border-transparent bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90",
+        destructive:
+          "border-transparent bg-destructive text-white [a&]:hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:focus-visible:ring-destructive/40 dark:bg-destructive/60",
+        outline:
+          "text-foreground [a&]:hover:bg-accent [a&]:hover:text-accent-foreground",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+    },
+  }
+)
+
+function Badge({
+  className,
+  variant,
+  asChild = false,
+  ...props
+}: React.ComponentProps<"span"> &
+  VariantProps<typeof badgeVariants> & { asChild?: boolean }) {
+  const Comp = asChild ? Slot : "span"
+
+  return (
+    <Comp
+      data-slot="badge"
+      className={cn(badgeVariants({ variant }), className)}
+      {...props}
+    />
+  )
+}
+
+export { Badge, badgeVariants }
diff --git a/examples/contact-extractor-agent/components/ui/breadcrumb.tsx b/examples/contact-extractor-agent/components/ui/breadcrumb.tsx
new file mode 100644
index 0000000..eb88f32
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/breadcrumb.tsx
@@ -0,0 +1,109 @@
+import * as React from "react"
+import { Slot } from "@radix-ui/react-slot"
+import { ChevronRight, MoreHorizontal } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function Breadcrumb({ ...props }: React.ComponentProps<"nav">) {
+  return <nav aria-label="breadcrumb" data-slot="breadcrumb" {...props} />
+}
+
+function BreadcrumbList({ className, ...props }: React.ComponentProps<"ol">) {
+  return (
+    <ol
+      data-slot="breadcrumb-list"
+      className={cn(
+        "text-muted-foreground flex flex-wrap items-center gap-1.5 text-sm break-words sm:gap-2.5",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function BreadcrumbItem({ className, ...props }: React.ComponentProps<"li">) {
+  return (
+    <li
+      data-slot="breadcrumb-item"
+      className={cn("inline-flex items-center gap-1.5", className)}
+      {...props}
+    />
+  )
+}
+
+function BreadcrumbLink({
+  asChild,
+  className,
+  ...props
+}: React.ComponentProps<"a"> & {
+  asChild?: boolean
+}) {
+  const Comp = asChild ? Slot : "a"
+
+  return (
+    <Comp
+      data-slot="breadcrumb-link"
+      className={cn("hover:text-foreground transition-colors", className)}
+      {...props}
+    />
+  )
+}
+
+function BreadcrumbPage({ className, ...props }: React.ComponentProps<"span">) {
+  return (
+    <span
+      data-slot="breadcrumb-page"
+      role="link"
+      aria-disabled="true"
+      aria-current="page"
+      className={cn("text-foreground font-normal", className)}
+      {...props}
+    />
+  )
+}
+
+function BreadcrumbSeparator({
+  children,
+  className,
+  ...props
+}: React.ComponentProps<"li">) {
+  return (
+    <li
+      data-slot="breadcrumb-separator"
+      role="presentation"
+      aria-hidden="true"
+      className={cn("[&>svg]:size-3.5", className)}
+      {...props}
+    >
+      {children ?? <ChevronRight />}
+    </li>
+  )
+}
+
+function BreadcrumbEllipsis({
+  className,
+  ...props
+}: React.ComponentProps<"span">) {
+  return (
+    <span
+      data-slot="breadcrumb-ellipsis"
+      role="presentation"
+      aria-hidden="true"
+      className={cn("flex size-9 items-center justify-center", className)}
+      {...props}
+    >
+      <MoreHorizontal className="size-4" />
+      <span className="sr-only">More</span>
+    </span>
+  )
+}
+
+export {
+  Breadcrumb,
+  BreadcrumbList,
+  BreadcrumbItem,
+  BreadcrumbLink,
+  BreadcrumbPage,
+  BreadcrumbSeparator,
+  BreadcrumbEllipsis,
+}
diff --git a/examples/contact-extractor-agent/components/ui/button.tsx b/examples/contact-extractor-agent/components/ui/button.tsx
new file mode 100644
index 0000000..a2df8dc
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/button.tsx
@@ -0,0 +1,59 @@
+import * as React from "react"
+import { Slot } from "@radix-ui/react-slot"
+import { cva, type VariantProps } from "class-variance-authority"
+
+import { cn } from "@/lib/utils"
+
+const buttonVariants = cva(
+  "inline-flex items-center justify-center gap-2 whitespace-nowrap rounded-md text-sm font-medium transition-all disabled:pointer-events-none disabled:opacity-50 [&_svg]:pointer-events-none [&_svg:not([class*='size-'])]:size-4 shrink-0 [&_svg]:shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive",
+  {
+    variants: {
+      variant: {
+        default:
+          "bg-primary text-primary-foreground shadow-xs hover:bg-primary/90",
+        destructive:
+          "bg-destructive text-white shadow-xs hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:focus-visible:ring-destructive/40 dark:bg-destructive/60",
+        outline:
+          "border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:bg-input/30 dark:border-input dark:hover:bg-input/50",
+        secondary:
+          "bg-secondary text-secondary-foreground shadow-xs hover:bg-secondary/80",
+        ghost:
+          "hover:bg-accent hover:text-accent-foreground dark:hover:bg-accent/50",
+        link: "text-primary underline-offset-4 hover:underline",
+      },
+      size: {
+        default: "h-9 px-4 py-2 has-[>svg]:px-3",
+        sm: "h-8 rounded-md gap-1.5 px-3 has-[>svg]:px-2.5",
+        lg: "h-10 rounded-md px-6 has-[>svg]:px-4",
+        icon: "size-9",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+      size: "default",
+    },
+  }
+)
+
+function Button({
+  className,
+  variant,
+  size,
+  asChild = false,
+  ...props
+}: React.ComponentProps<"button"> &
+  VariantProps<typeof buttonVariants> & {
+    asChild?: boolean
+  }) {
+  const Comp = asChild ? Slot : "button"
+
+  return (
+    <Comp
+      data-slot="button"
+      className={cn(buttonVariants({ variant, size, className }))}
+      {...props}
+    />
+  )
+}
+
+export { Button, buttonVariants }
diff --git a/examples/contact-extractor-agent/components/ui/calendar.tsx b/examples/contact-extractor-agent/components/ui/calendar.tsx
new file mode 100644
index 0000000..4d7c46a
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/calendar.tsx
@@ -0,0 +1,213 @@
+"use client"
+
+import * as React from "react"
+import {
+  ChevronDownIcon,
+  ChevronLeftIcon,
+  ChevronRightIcon,
+} from "lucide-react"
+import { DayButton, DayPicker, getDefaultClassNames } from "react-day-picker"
+
+import { cn } from "@/lib/utils"
+import { Button, buttonVariants } from "@/components/ui/button"
+
+function Calendar({
+  className,
+  classNames,
+  showOutsideDays = true,
+  captionLayout = "label",
+  buttonVariant = "ghost",
+  formatters,
+  components,
+  ...props
+}: React.ComponentProps<typeof DayPicker> & {
+  buttonVariant?: React.ComponentProps<typeof Button>["variant"]
+}) {
+  const defaultClassNames = getDefaultClassNames()
+
+  return (
+    <DayPicker
+      showOutsideDays={showOutsideDays}
+      className={cn(
+        "bg-background group/calendar p-3 [--cell-size:--spacing(8)] [[data-slot=card-content]_&]:bg-transparent [[data-slot=popover-content]_&]:bg-transparent",
+        String.raw`rtl:**:[.rdp-button\_next>svg]:rotate-180`,
+        String.raw`rtl:**:[.rdp-button\_previous>svg]:rotate-180`,
+        className
+      )}
+      captionLayout={captionLayout}
+      formatters={{
+        formatMonthDropdown: (date) =>
+          date.toLocaleString("default", { month: "short" }),
+        ...formatters,
+      }}
+      classNames={{
+        root: cn("w-fit", defaultClassNames.root),
+        months: cn(
+          "flex gap-4 flex-col md:flex-row relative",
+          defaultClassNames.months
+        ),
+        month: cn("flex flex-col w-full gap-4", defaultClassNames.month),
+        nav: cn(
+          "flex items-center gap-1 w-full absolute top-0 inset-x-0 justify-between",
+          defaultClassNames.nav
+        ),
+        button_previous: cn(
+          buttonVariants({ variant: buttonVariant }),
+          "size-(--cell-size) aria-disabled:opacity-50 p-0 select-none",
+          defaultClassNames.button_previous
+        ),
+        button_next: cn(
+          buttonVariants({ variant: buttonVariant }),
+          "size-(--cell-size) aria-disabled:opacity-50 p-0 select-none",
+          defaultClassNames.button_next
+        ),
+        month_caption: cn(
+          "flex items-center justify-center h-(--cell-size) w-full px-(--cell-size)",
+          defaultClassNames.month_caption
+        ),
+        dropdowns: cn(
+          "w-full flex items-center text-sm font-medium justify-center h-(--cell-size) gap-1.5",
+          defaultClassNames.dropdowns
+        ),
+        dropdown_root: cn(
+          "relative has-focus:border-ring border border-input shadow-xs has-focus:ring-ring/50 has-focus:ring-[3px] rounded-md",
+          defaultClassNames.dropdown_root
+        ),
+        dropdown: cn(
+          "absolute bg-popover inset-0 opacity-0",
+          defaultClassNames.dropdown
+        ),
+        caption_label: cn(
+          "select-none font-medium",
+          captionLayout === "label"
+            ? "text-sm"
+            : "rounded-md pl-2 pr-1 flex items-center gap-1 text-sm h-8 [&>svg]:text-muted-foreground [&>svg]:size-3.5",
+          defaultClassNames.caption_label
+        ),
+        table: "w-full border-collapse",
+        weekdays: cn("flex", defaultClassNames.weekdays),
+        weekday: cn(
+          "text-muted-foreground rounded-md flex-1 font-normal text-[0.8rem] select-none",
+          defaultClassNames.weekday
+        ),
+        week: cn("flex w-full mt-2", defaultClassNames.week),
+        week_number_header: cn(
+          "select-none w-(--cell-size)",
+          defaultClassNames.week_number_header
+        ),
+        week_number: cn(
+          "text-[0.8rem] select-none text-muted-foreground",
+          defaultClassNames.week_number
+        ),
+        day: cn(
+          "relative w-full h-full p-0 text-center [&:first-child[data-selected=true]_button]:rounded-l-md [&:last-child[data-selected=true]_button]:rounded-r-md group/day aspect-square select-none",
+          defaultClassNames.day
+        ),
+        range_start: cn(
+          "rounded-l-md bg-accent",
+          defaultClassNames.range_start
+        ),
+        range_middle: cn("rounded-none", defaultClassNames.range_middle),
+        range_end: cn("rounded-r-md bg-accent", defaultClassNames.range_end),
+        today: cn(
+          "bg-accent text-accent-foreground rounded-md data-[selected=true]:rounded-none",
+          defaultClassNames.today
+        ),
+        outside: cn(
+          "text-muted-foreground aria-selected:text-muted-foreground",
+          defaultClassNames.outside
+        ),
+        disabled: cn(
+          "text-muted-foreground opacity-50",
+          defaultClassNames.disabled
+        ),
+        hidden: cn("invisible", defaultClassNames.hidden),
+        ...classNames,
+      }}
+      components={{
+        Root: ({ className, rootRef, ...props }) => {
+          return (
+            <div
+              data-slot="calendar"
+              ref={rootRef}
+              className={cn(className)}
+              {...props}
+            />
+          )
+        },
+        Chevron: ({ className, orientation, ...props }) => {
+          if (orientation === "left") {
+            return (
+              <ChevronLeftIcon className={cn("size-4", className)} {...props} />
+            )
+          }
+
+          if (orientation === "right") {
+            return (
+              <ChevronRightIcon
+                className={cn("size-4", className)}
+                {...props}
+              />
+            )
+          }
+
+          return (
+            <ChevronDownIcon className={cn("size-4", className)} {...props} />
+          )
+        },
+        DayButton: CalendarDayButton,
+        WeekNumber: ({ children, ...props }) => {
+          return (
+            <td {...props}>
+              <div className="flex size-(--cell-size) items-center justify-center text-center">
+                {children}
+              </div>
+            </td>
+          )
+        },
+        ...components,
+      }}
+      {...props}
+    />
+  )
+}
+
+function CalendarDayButton({
+  className,
+  day,
+  modifiers,
+  ...props
+}: React.ComponentProps<typeof DayButton>) {
+  const defaultClassNames = getDefaultClassNames()
+
+  const ref = React.useRef<HTMLButtonElement>(null)
+  React.useEffect(() => {
+    if (modifiers.focused) ref.current?.focus()
+  }, [modifiers.focused])
+
+  return (
+    <Button
+      ref={ref}
+      variant="ghost"
+      size="icon"
+      data-day={day.date.toLocaleDateString()}
+      data-selected-single={
+        modifiers.selected &&
+        !modifiers.range_start &&
+        !modifiers.range_end &&
+        !modifiers.range_middle
+      }
+      data-range-start={modifiers.range_start}
+      data-range-end={modifiers.range_end}
+      data-range-middle={modifiers.range_middle}
+      className={cn(
+        "data-[selected-single=true]:bg-primary data-[selected-single=true]:text-primary-foreground data-[range-middle=true]:bg-accent data-[range-middle=true]:text-accent-foreground data-[range-start=true]:bg-primary data-[range-start=true]:text-primary-foreground data-[range-end=true]:bg-primary data-[range-end=true]:text-primary-foreground group-data-[focused=true]/day:border-ring group-data-[focused=true]/day:ring-ring/50 dark:hover:text-accent-foreground flex aspect-square size-auto w-full min-w-(--cell-size) flex-col gap-1 leading-none font-normal group-data-[focused=true]/day:relative group-data-[focused=true]/day:z-10 group-data-[focused=true]/day:ring-[3px] data-[range-end=true]:rounded-md data-[range-end=true]:rounded-r-md data-[range-middle=true]:rounded-none data-[range-start=true]:rounded-md data-[range-start=true]:rounded-l-md [&>span]:text-xs [&>span]:opacity-70",
+        defaultClassNames.day,
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Calendar, CalendarDayButton }
diff --git a/examples/contact-extractor-agent/components/ui/card.tsx b/examples/contact-extractor-agent/components/ui/card.tsx
new file mode 100644
index 0000000..d05bbc6
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/card.tsx
@@ -0,0 +1,92 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+function Card({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card"
+      className={cn(
+        "bg-card text-card-foreground flex flex-col gap-6 rounded-xl border py-6 shadow-sm",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CardHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-header"
+      className={cn(
+        "@container/card-header grid auto-rows-min grid-rows-[auto_auto] items-start gap-1.5 px-6 has-data-[slot=card-action]:grid-cols-[1fr_auto] [.border-b]:pb-6",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CardTitle({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-title"
+      className={cn("leading-none font-semibold", className)}
+      {...props}
+    />
+  )
+}
+
+function CardDescription({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-description"
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+function CardAction({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-action"
+      className={cn(
+        "col-start-2 row-span-2 row-start-1 self-start justify-self-end",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CardContent({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-content"
+      className={cn("px-6", className)}
+      {...props}
+    />
+  )
+}
+
+function CardFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="card-footer"
+      className={cn("flex items-center px-6 [.border-t]:pt-6", className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Card,
+  CardHeader,
+  CardFooter,
+  CardTitle,
+  CardAction,
+  CardDescription,
+  CardContent,
+}
diff --git a/examples/contact-extractor-agent/components/ui/carousel.tsx b/examples/contact-extractor-agent/components/ui/carousel.tsx
new file mode 100644
index 0000000..0e05a77
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/carousel.tsx
@@ -0,0 +1,241 @@
+"use client"
+
+import * as React from "react"
+import useEmblaCarousel, {
+  type UseEmblaCarouselType,
+} from "embla-carousel-react"
+import { ArrowLeft, ArrowRight } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+import { Button } from "@/components/ui/button"
+
+type CarouselApi = UseEmblaCarouselType[1]
+type UseCarouselParameters = Parameters<typeof useEmblaCarousel>
+type CarouselOptions = UseCarouselParameters[0]
+type CarouselPlugin = UseCarouselParameters[1]
+
+type CarouselProps = {
+  opts?: CarouselOptions
+  plugins?: CarouselPlugin
+  orientation?: "horizontal" | "vertical"
+  setApi?: (api: CarouselApi) => void
+}
+
+type CarouselContextProps = {
+  carouselRef: ReturnType<typeof useEmblaCarousel>[0]
+  api: ReturnType<typeof useEmblaCarousel>[1]
+  scrollPrev: () => void
+  scrollNext: () => void
+  canScrollPrev: boolean
+  canScrollNext: boolean
+} & CarouselProps
+
+const CarouselContext = React.createContext<CarouselContextProps | null>(null)
+
+function useCarousel() {
+  const context = React.useContext(CarouselContext)
+
+  if (!context) {
+    throw new Error("useCarousel must be used within a <Carousel />")
+  }
+
+  return context
+}
+
+function Carousel({
+  orientation = "horizontal",
+  opts,
+  setApi,
+  plugins,
+  className,
+  children,
+  ...props
+}: React.ComponentProps<"div"> & CarouselProps) {
+  const [carouselRef, api] = useEmblaCarousel(
+    {
+      ...opts,
+      axis: orientation === "horizontal" ? "x" : "y",
+    },
+    plugins
+  )
+  const [canScrollPrev, setCanScrollPrev] = React.useState(false)
+  const [canScrollNext, setCanScrollNext] = React.useState(false)
+
+  const onSelect = React.useCallback((api: CarouselApi) => {
+    if (!api) return
+    setCanScrollPrev(api.canScrollPrev())
+    setCanScrollNext(api.canScrollNext())
+  }, [])
+
+  const scrollPrev = React.useCallback(() => {
+    api?.scrollPrev()
+  }, [api])
+
+  const scrollNext = React.useCallback(() => {
+    api?.scrollNext()
+  }, [api])
+
+  const handleKeyDown = React.useCallback(
+    (event: React.KeyboardEvent<HTMLDivElement>) => {
+      if (event.key === "ArrowLeft") {
+        event.preventDefault()
+        scrollPrev()
+      } else if (event.key === "ArrowRight") {
+        event.preventDefault()
+        scrollNext()
+      }
+    },
+    [scrollPrev, scrollNext]
+  )
+
+  React.useEffect(() => {
+    if (!api || !setApi) return
+    setApi(api)
+  }, [api, setApi])
+
+  React.useEffect(() => {
+    if (!api) return
+    onSelect(api)
+    api.on("reInit", onSelect)
+    api.on("select", onSelect)
+
+    return () => {
+      api?.off("select", onSelect)
+    }
+  }, [api, onSelect])
+
+  return (
+    <CarouselContext.Provider
+      value={{
+        carouselRef,
+        api: api,
+        opts,
+        orientation:
+          orientation || (opts?.axis === "y" ? "vertical" : "horizontal"),
+        scrollPrev,
+        scrollNext,
+        canScrollPrev,
+        canScrollNext,
+      }}
+    >
+      <div
+        onKeyDownCapture={handleKeyDown}
+        className={cn("relative", className)}
+        role="region"
+        aria-roledescription="carousel"
+        data-slot="carousel"
+        {...props}
+      >
+        {children}
+      </div>
+    </CarouselContext.Provider>
+  )
+}
+
+function CarouselContent({ className, ...props }: React.ComponentProps<"div">) {
+  const { carouselRef, orientation } = useCarousel()
+
+  return (
+    <div
+      ref={carouselRef}
+      className="overflow-hidden"
+      data-slot="carousel-content"
+    >
+      <div
+        className={cn(
+          "flex",
+          orientation === "horizontal" ? "-ml-4" : "-mt-4 flex-col",
+          className
+        )}
+        {...props}
+      />
+    </div>
+  )
+}
+
+function CarouselItem({ className, ...props }: React.ComponentProps<"div">) {
+  const { orientation } = useCarousel()
+
+  return (
+    <div
+      role="group"
+      aria-roledescription="slide"
+      data-slot="carousel-item"
+      className={cn(
+        "min-w-0 shrink-0 grow-0 basis-full",
+        orientation === "horizontal" ? "pl-4" : "pt-4",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CarouselPrevious({
+  className,
+  variant = "outline",
+  size = "icon",
+  ...props
+}: React.ComponentProps<typeof Button>) {
+  const { orientation, scrollPrev, canScrollPrev } = useCarousel()
+
+  return (
+    <Button
+      data-slot="carousel-previous"
+      variant={variant}
+      size={size}
+      className={cn(
+        "absolute size-8 rounded-full",
+        orientation === "horizontal"
+          ? "top-1/2 -left-12 -translate-y-1/2"
+          : "-top-12 left-1/2 -translate-x-1/2 rotate-90",
+        className
+      )}
+      disabled={!canScrollPrev}
+      onClick={scrollPrev}
+      {...props}
+    >
+      <ArrowLeft />
+      <span className="sr-only">Previous slide</span>
+    </Button>
+  )
+}
+
+function CarouselNext({
+  className,
+  variant = "outline",
+  size = "icon",
+  ...props
+}: React.ComponentProps<typeof Button>) {
+  const { orientation, scrollNext, canScrollNext } = useCarousel()
+
+  return (
+    <Button
+      data-slot="carousel-next"
+      variant={variant}
+      size={size}
+      className={cn(
+        "absolute size-8 rounded-full",
+        orientation === "horizontal"
+          ? "top-1/2 -right-12 -translate-y-1/2"
+          : "-bottom-12 left-1/2 -translate-x-1/2 rotate-90",
+        className
+      )}
+      disabled={!canScrollNext}
+      onClick={scrollNext}
+      {...props}
+    >
+      <ArrowRight />
+      <span className="sr-only">Next slide</span>
+    </Button>
+  )
+}
+
+export {
+  type CarouselApi,
+  Carousel,
+  CarouselContent,
+  CarouselItem,
+  CarouselPrevious,
+  CarouselNext,
+}
diff --git a/examples/contact-extractor-agent/components/ui/chart.tsx b/examples/contact-extractor-agent/components/ui/chart.tsx
new file mode 100644
index 0000000..97cc280
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/chart.tsx
@@ -0,0 +1,353 @@
+"use client"
+
+import * as React from "react"
+import * as RechartsPrimitive from "recharts"
+
+import { cn } from "@/lib/utils"
+
+// Format: { THEME_NAME: CSS_SELECTOR }
+const THEMES = { light: "", dark: ".dark" } as const
+
+export type ChartConfig = {
+  [k in string]: {
+    label?: React.ReactNode
+    icon?: React.ComponentType
+  } & (
+    | { color?: string; theme?: never }
+    | { color?: never; theme: Record<keyof typeof THEMES, string> }
+  )
+}
+
+type ChartContextProps = {
+  config: ChartConfig
+}
+
+const ChartContext = React.createContext<ChartContextProps | null>(null)
+
+function useChart() {
+  const context = React.useContext(ChartContext)
+
+  if (!context) {
+    throw new Error("useChart must be used within a <ChartContainer />")
+  }
+
+  return context
+}
+
+function ChartContainer({
+  id,
+  className,
+  children,
+  config,
+  ...props
+}: React.ComponentProps<"div"> & {
+  config: ChartConfig
+  children: React.ComponentProps<
+    typeof RechartsPrimitive.ResponsiveContainer
+  >["children"]
+}) {
+  const uniqueId = React.useId()
+  const chartId = `chart-${id || uniqueId.replace(/:/g, "")}`
+
+  return (
+    <ChartContext.Provider value={{ config }}>
+      <div
+        data-slot="chart"
+        data-chart={chartId}
+        className={cn(
+          "[&_.recharts-cartesian-axis-tick_text]:fill-muted-foreground [&_.recharts-cartesian-grid_line[stroke='#ccc']]:stroke-border/50 [&_.recharts-curve.recharts-tooltip-cursor]:stroke-border [&_.recharts-polar-grid_[stroke='#ccc']]:stroke-border [&_.recharts-radial-bar-background-sector]:fill-muted [&_.recharts-rectangle.recharts-tooltip-cursor]:fill-muted [&_.recharts-reference-line_[stroke='#ccc']]:stroke-border flex aspect-video justify-center text-xs [&_.recharts-dot[stroke='#fff']]:stroke-transparent [&_.recharts-layer]:outline-hidden [&_.recharts-sector]:outline-hidden [&_.recharts-sector[stroke='#fff']]:stroke-transparent [&_.recharts-surface]:outline-hidden",
+          className
+        )}
+        {...props}
+      >
+        <ChartStyle id={chartId} config={config} />
+        <RechartsPrimitive.ResponsiveContainer>
+          {children}
+        </RechartsPrimitive.ResponsiveContainer>
+      </div>
+    </ChartContext.Provider>
+  )
+}
+
+const ChartStyle = ({ id, config }: { id: string; config: ChartConfig }) => {
+  const colorConfig = Object.entries(config).filter(
+    ([, config]) => config.theme || config.color
+  )
+
+  if (!colorConfig.length) {
+    return null
+  }
+
+  return (
+    <style
+      dangerouslySetInnerHTML={{
+        __html: Object.entries(THEMES)
+          .map(
+            ([theme, prefix]) => `
+${prefix} [data-chart=${id}] {
+${colorConfig
+  .map(([key, itemConfig]) => {
+    const color =
+      itemConfig.theme?.[theme as keyof typeof itemConfig.theme] ||
+      itemConfig.color
+    return color ? `  --color-${key}: ${color};` : null
+  })
+  .join("\n")}
+}
+`
+          )
+          .join("\n"),
+      }}
+    />
+  )
+}
+
+const ChartTooltip = RechartsPrimitive.Tooltip
+
+function ChartTooltipContent({
+  active,
+  payload,
+  className,
+  indicator = "dot",
+  hideLabel = false,
+  hideIndicator = false,
+  label,
+  labelFormatter,
+  labelClassName,
+  formatter,
+  color,
+  nameKey,
+  labelKey,
+}: React.ComponentProps<typeof RechartsPrimitive.Tooltip> &
+  React.ComponentProps<"div"> & {
+    hideLabel?: boolean
+    hideIndicator?: boolean
+    indicator?: "line" | "dot" | "dashed"
+    nameKey?: string
+    labelKey?: string
+  }) {
+  const { config } = useChart()
+
+  const tooltipLabel = React.useMemo(() => {
+    if (hideLabel || !payload?.length) {
+      return null
+    }
+
+    const [item] = payload
+    const key = `${labelKey || item?.dataKey || item?.name || "value"}`
+    const itemConfig = getPayloadConfigFromPayload(config, item, key)
+    const value =
+      !labelKey && typeof label === "string"
+        ? config[label as keyof typeof config]?.label || label
+        : itemConfig?.label
+
+    if (labelFormatter) {
+      return (
+        <div className={cn("font-medium", labelClassName)}>
+          {labelFormatter(value, payload)}
+        </div>
+      )
+    }
+
+    if (!value) {
+      return null
+    }
+
+    return <div className={cn("font-medium", labelClassName)}>{value}</div>
+  }, [
+    label,
+    labelFormatter,
+    payload,
+    hideLabel,
+    labelClassName,
+    config,
+    labelKey,
+  ])
+
+  if (!active || !payload?.length) {
+    return null
+  }
+
+  const nestLabel = payload.length === 1 && indicator !== "dot"
+
+  return (
+    <div
+      className={cn(
+        "border-border/50 bg-background grid min-w-[8rem] items-start gap-1.5 rounded-lg border px-2.5 py-1.5 text-xs shadow-xl",
+        className
+      )}
+    >
+      {!nestLabel ? tooltipLabel : null}
+      <div className="grid gap-1.5">
+        {payload.map((item, index) => {
+          const key = `${nameKey || item.name || item.dataKey || "value"}`
+          const itemConfig = getPayloadConfigFromPayload(config, item, key)
+          const indicatorColor = color || item.payload.fill || item.color
+
+          return (
+            <div
+              key={item.dataKey}
+              className={cn(
+                "[&>svg]:text-muted-foreground flex w-full flex-wrap items-stretch gap-2 [&>svg]:h-2.5 [&>svg]:w-2.5",
+                indicator === "dot" && "items-center"
+              )}
+            >
+              {formatter && item?.value !== undefined && item.name ? (
+                formatter(item.value, item.name, item, index, item.payload)
+              ) : (
+                <>
+                  {itemConfig?.icon ? (
+                    <itemConfig.icon />
+                  ) : (
+                    !hideIndicator && (
+                      <div
+                        className={cn(
+                          "shrink-0 rounded-[2px] border-(--color-border) bg-(--color-bg)",
+                          {
+                            "h-2.5 w-2.5": indicator === "dot",
+                            "w-1": indicator === "line",
+                            "w-0 border-[1.5px] border-dashed bg-transparent":
+                              indicator === "dashed",
+                            "my-0.5": nestLabel && indicator === "dashed",
+                          }
+                        )}
+                        style={
+                          {
+                            "--color-bg": indicatorColor,
+                            "--color-border": indicatorColor,
+                          } as React.CSSProperties
+                        }
+                      />
+                    )
+                  )}
+                  <div
+                    className={cn(
+                      "flex flex-1 justify-between leading-none",
+                      nestLabel ? "items-end" : "items-center"
+                    )}
+                  >
+                    <div className="grid gap-1.5">
+                      {nestLabel ? tooltipLabel : null}
+                      <span className="text-muted-foreground">
+                        {itemConfig?.label || item.name}
+                      </span>
+                    </div>
+                    {item.value && (
+                      <span className="text-foreground font-mono font-medium tabular-nums">
+                        {item.value.toLocaleString()}
+                      </span>
+                    )}
+                  </div>
+                </>
+              )}
+            </div>
+          )
+        })}
+      </div>
+    </div>
+  )
+}
+
+const ChartLegend = RechartsPrimitive.Legend
+
+function ChartLegendContent({
+  className,
+  hideIcon = false,
+  payload,
+  verticalAlign = "bottom",
+  nameKey,
+}: React.ComponentProps<"div"> &
+  Pick<RechartsPrimitive.LegendProps, "payload" | "verticalAlign"> & {
+    hideIcon?: boolean
+    nameKey?: string
+  }) {
+  const { config } = useChart()
+
+  if (!payload?.length) {
+    return null
+  }
+
+  return (
+    <div
+      className={cn(
+        "flex items-center justify-center gap-4",
+        verticalAlign === "top" ? "pb-3" : "pt-3",
+        className
+      )}
+    >
+      {payload.map((item) => {
+        const key = `${nameKey || item.dataKey || "value"}`
+        const itemConfig = getPayloadConfigFromPayload(config, item, key)
+
+        return (
+          <div
+            key={item.value}
+            className={cn(
+              "[&>svg]:text-muted-foreground flex items-center gap-1.5 [&>svg]:h-3 [&>svg]:w-3"
+            )}
+          >
+            {itemConfig?.icon && !hideIcon ? (
+              <itemConfig.icon />
+            ) : (
+              <div
+                className="h-2 w-2 shrink-0 rounded-[2px]"
+                style={{
+                  backgroundColor: item.color,
+                }}
+              />
+            )}
+            {itemConfig?.label}
+          </div>
+        )
+      })}
+    </div>
+  )
+}
+
+// Helper to extract item config from a payload.
+function getPayloadConfigFromPayload(
+  config: ChartConfig,
+  payload: unknown,
+  key: string
+) {
+  if (typeof payload !== "object" || payload === null) {
+    return undefined
+  }
+
+  const payloadPayload =
+    "payload" in payload &&
+    typeof payload.payload === "object" &&
+    payload.payload !== null
+      ? payload.payload
+      : undefined
+
+  let configLabelKey: string = key
+
+  if (
+    key in payload &&
+    typeof payload[key as keyof typeof payload] === "string"
+  ) {
+    configLabelKey = payload[key as keyof typeof payload] as string
+  } else if (
+    payloadPayload &&
+    key in payloadPayload &&
+    typeof payloadPayload[key as keyof typeof payloadPayload] === "string"
+  ) {
+    configLabelKey = payloadPayload[
+      key as keyof typeof payloadPayload
+    ] as string
+  }
+
+  return configLabelKey in config
+    ? config[configLabelKey]
+    : config[key as keyof typeof config]
+}
+
+export {
+  ChartContainer,
+  ChartTooltip,
+  ChartTooltipContent,
+  ChartLegend,
+  ChartLegendContent,
+  ChartStyle,
+}
diff --git a/examples/contact-extractor-agent/components/ui/checkbox.tsx b/examples/contact-extractor-agent/components/ui/checkbox.tsx
new file mode 100644
index 0000000..fa0e4b5
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/checkbox.tsx
@@ -0,0 +1,32 @@
+"use client"
+
+import * as React from "react"
+import * as CheckboxPrimitive from "@radix-ui/react-checkbox"
+import { CheckIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function Checkbox({
+  className,
+  ...props
+}: React.ComponentProps<typeof CheckboxPrimitive.Root>) {
+  return (
+    <CheckboxPrimitive.Root
+      data-slot="checkbox"
+      className={cn(
+        "peer border-input dark:bg-input/30 data-[state=checked]:bg-primary data-[state=checked]:text-primary-foreground dark:data-[state=checked]:bg-primary data-[state=checked]:border-primary focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive size-4 shrink-0 rounded-[4px] border shadow-xs transition-shadow outline-none focus-visible:ring-[3px] disabled:cursor-not-allowed disabled:opacity-50",
+        className
+      )}
+      {...props}
+    >
+      <CheckboxPrimitive.Indicator
+        data-slot="checkbox-indicator"
+        className="flex items-center justify-center text-current transition-none"
+      >
+        <CheckIcon className="size-3.5" />
+      </CheckboxPrimitive.Indicator>
+    </CheckboxPrimitive.Root>
+  )
+}
+
+export { Checkbox }
diff --git a/examples/contact-extractor-agent/components/ui/collapsible.tsx b/examples/contact-extractor-agent/components/ui/collapsible.tsx
new file mode 100644
index 0000000..ae9fad0
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/collapsible.tsx
@@ -0,0 +1,33 @@
+"use client"
+
+import * as CollapsiblePrimitive from "@radix-ui/react-collapsible"
+
+function Collapsible({
+  ...props
+}: React.ComponentProps<typeof CollapsiblePrimitive.Root>) {
+  return <CollapsiblePrimitive.Root data-slot="collapsible" {...props} />
+}
+
+function CollapsibleTrigger({
+  ...props
+}: React.ComponentProps<typeof CollapsiblePrimitive.CollapsibleTrigger>) {
+  return (
+    <CollapsiblePrimitive.CollapsibleTrigger
+      data-slot="collapsible-trigger"
+      {...props}
+    />
+  )
+}
+
+function CollapsibleContent({
+  ...props
+}: React.ComponentProps<typeof CollapsiblePrimitive.CollapsibleContent>) {
+  return (
+    <CollapsiblePrimitive.CollapsibleContent
+      data-slot="collapsible-content"
+      {...props}
+    />
+  )
+}
+
+export { Collapsible, CollapsibleTrigger, CollapsibleContent }
diff --git a/examples/contact-extractor-agent/components/ui/command.tsx b/examples/contact-extractor-agent/components/ui/command.tsx
new file mode 100644
index 0000000..8cb4ca7
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/command.tsx
@@ -0,0 +1,184 @@
+"use client"
+
+import * as React from "react"
+import { Command as CommandPrimitive } from "cmdk"
+import { SearchIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+import {
+  Dialog,
+  DialogContent,
+  DialogDescription,
+  DialogHeader,
+  DialogTitle,
+} from "@/components/ui/dialog"
+
+function Command({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive>) {
+  return (
+    <CommandPrimitive
+      data-slot="command"
+      className={cn(
+        "bg-popover text-popover-foreground flex h-full w-full flex-col overflow-hidden rounded-md",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CommandDialog({
+  title = "Command Palette",
+  description = "Search for a command to run...",
+  children,
+  className,
+  showCloseButton = true,
+  ...props
+}: React.ComponentProps<typeof Dialog> & {
+  title?: string
+  description?: string
+  className?: string
+  showCloseButton?: boolean
+}) {
+  return (
+    <Dialog {...props}>
+      <DialogHeader className="sr-only">
+        <DialogTitle>{title}</DialogTitle>
+        <DialogDescription>{description}</DialogDescription>
+      </DialogHeader>
+      <DialogContent
+        className={cn("overflow-hidden p-0", className)}
+        showCloseButton={showCloseButton}
+      >
+        <Command className="[&_[cmdk-group-heading]]:text-muted-foreground **:data-[slot=command-input-wrapper]:h-12 [&_[cmdk-group-heading]]:px-2 [&_[cmdk-group-heading]]:font-medium [&_[cmdk-group]]:px-2 [&_[cmdk-group]:not([hidden])_~[cmdk-group]]:pt-0 [&_[cmdk-input-wrapper]_svg]:h-5 [&_[cmdk-input-wrapper]_svg]:w-5 [&_[cmdk-input]]:h-12 [&_[cmdk-item]]:px-2 [&_[cmdk-item]]:py-3 [&_[cmdk-item]_svg]:h-5 [&_[cmdk-item]_svg]:w-5">
+          {children}
+        </Command>
+      </DialogContent>
+    </Dialog>
+  )
+}
+
+function CommandInput({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.Input>) {
+  return (
+    <div
+      data-slot="command-input-wrapper"
+      className="flex h-9 items-center gap-2 border-b px-3"
+    >
+      <SearchIcon className="size-4 shrink-0 opacity-50" />
+      <CommandPrimitive.Input
+        data-slot="command-input"
+        className={cn(
+          "placeholder:text-muted-foreground flex h-10 w-full rounded-md bg-transparent py-3 text-sm outline-hidden disabled:cursor-not-allowed disabled:opacity-50",
+          className
+        )}
+        {...props}
+      />
+    </div>
+  )
+}
+
+function CommandList({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.List>) {
+  return (
+    <CommandPrimitive.List
+      data-slot="command-list"
+      className={cn(
+        "max-h-[300px] scroll-py-1 overflow-x-hidden overflow-y-auto",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CommandEmpty({
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.Empty>) {
+  return (
+    <CommandPrimitive.Empty
+      data-slot="command-empty"
+      className="py-6 text-center text-sm"
+      {...props}
+    />
+  )
+}
+
+function CommandGroup({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.Group>) {
+  return (
+    <CommandPrimitive.Group
+      data-slot="command-group"
+      className={cn(
+        "text-foreground [&_[cmdk-group-heading]]:text-muted-foreground overflow-hidden p-1 [&_[cmdk-group-heading]]:px-2 [&_[cmdk-group-heading]]:py-1.5 [&_[cmdk-group-heading]]:text-xs [&_[cmdk-group-heading]]:font-medium",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CommandSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.Separator>) {
+  return (
+    <CommandPrimitive.Separator
+      data-slot="command-separator"
+      className={cn("bg-border -mx-1 h-px", className)}
+      {...props}
+    />
+  )
+}
+
+function CommandItem({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.Item>) {
+  return (
+    <CommandPrimitive.Item
+      data-slot="command-item"
+      className={cn(
+        "data-[selected=true]:bg-accent data-[selected=true]:text-accent-foreground [&_svg:not([class*='text-'])]:text-muted-foreground relative flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[disabled=true]:pointer-events-none data-[disabled=true]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function CommandShortcut({
+  className,
+  ...props
+}: React.ComponentProps<"span">) {
+  return (
+    <span
+      data-slot="command-shortcut"
+      className={cn(
+        "text-muted-foreground ml-auto text-xs tracking-widest",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  Command,
+  CommandDialog,
+  CommandInput,
+  CommandList,
+  CommandEmpty,
+  CommandGroup,
+  CommandItem,
+  CommandShortcut,
+  CommandSeparator,
+}
diff --git a/examples/contact-extractor-agent/components/ui/context-menu.tsx b/examples/contact-extractor-agent/components/ui/context-menu.tsx
new file mode 100644
index 0000000..e29ad05
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/context-menu.tsx
@@ -0,0 +1,252 @@
+"use client"
+
+import * as React from "react"
+import * as ContextMenuPrimitive from "@radix-ui/react-context-menu"
+import { CheckIcon, ChevronRightIcon, CircleIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function ContextMenu({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Root>) {
+  return <ContextMenuPrimitive.Root data-slot="context-menu" {...props} />
+}
+
+function ContextMenuTrigger({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Trigger>) {
+  return (
+    <ContextMenuPrimitive.Trigger data-slot="context-menu-trigger" {...props} />
+  )
+}
+
+function ContextMenuGroup({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Group>) {
+  return (
+    <ContextMenuPrimitive.Group data-slot="context-menu-group" {...props} />
+  )
+}
+
+function ContextMenuPortal({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Portal>) {
+  return (
+    <ContextMenuPrimitive.Portal data-slot="context-menu-portal" {...props} />
+  )
+}
+
+function ContextMenuSub({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Sub>) {
+  return <ContextMenuPrimitive.Sub data-slot="context-menu-sub" {...props} />
+}
+
+function ContextMenuRadioGroup({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.RadioGroup>) {
+  return (
+    <ContextMenuPrimitive.RadioGroup
+      data-slot="context-menu-radio-group"
+      {...props}
+    />
+  )
+}
+
+function ContextMenuSubTrigger({
+  className,
+  inset,
+  children,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.SubTrigger> & {
+  inset?: boolean
+}) {
+  return (
+    <ContextMenuPrimitive.SubTrigger
+      data-slot="context-menu-sub-trigger"
+      data-inset={inset}
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[state=open]:bg-accent data-[state=open]:text-accent-foreground flex cursor-default items-center rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[inset]:pl-8 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      <ChevronRightIcon className="ml-auto" />
+    </ContextMenuPrimitive.SubTrigger>
+  )
+}
+
+function ContextMenuSubContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.SubContent>) {
+  return (
+    <ContextMenuPrimitive.SubContent
+      data-slot="context-menu-sub-content"
+      className={cn(
+        "bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 min-w-[8rem] origin-(--radix-context-menu-content-transform-origin) overflow-hidden rounded-md border p-1 shadow-lg",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function ContextMenuContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Content>) {
+  return (
+    <ContextMenuPrimitive.Portal>
+      <ContextMenuPrimitive.Content
+        data-slot="context-menu-content"
+        className={cn(
+          "bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 max-h-(--radix-context-menu-content-available-height) min-w-[8rem] origin-(--radix-context-menu-content-transform-origin) overflow-x-hidden overflow-y-auto rounded-md border p-1 shadow-md",
+          className
+        )}
+        {...props}
+      />
+    </ContextMenuPrimitive.Portal>
+  )
+}
+
+function ContextMenuItem({
+  className,
+  inset,
+  variant = "default",
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Item> & {
+  inset?: boolean
+  variant?: "default" | "destructive"
+}) {
+  return (
+    <ContextMenuPrimitive.Item
+      data-slot="context-menu-item"
+      data-inset={inset}
+      data-variant={variant}
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[variant=destructive]:text-destructive data-[variant=destructive]:focus:bg-destructive/10 dark:data-[variant=destructive]:focus:bg-destructive/20 data-[variant=destructive]:focus:text-destructive data-[variant=destructive]:*:[svg]:!text-destructive [&_svg:not([class*='text-'])]:text-muted-foreground relative flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 data-[inset]:pl-8 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function ContextMenuCheckboxItem({
+  className,
+  children,
+  checked,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.CheckboxItem>) {
+  return (
+    <ContextMenuPrimitive.CheckboxItem
+      data-slot="context-menu-checkbox-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-sm py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      checked={checked}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <ContextMenuPrimitive.ItemIndicator>
+          <CheckIcon className="size-4" />
+        </ContextMenuPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </ContextMenuPrimitive.CheckboxItem>
+  )
+}
+
+function ContextMenuRadioItem({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.RadioItem>) {
+  return (
+    <ContextMenuPrimitive.RadioItem
+      data-slot="context-menu-radio-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-sm py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <ContextMenuPrimitive.ItemIndicator>
+          <CircleIcon className="size-2 fill-current" />
+        </ContextMenuPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </ContextMenuPrimitive.RadioItem>
+  )
+}
+
+function ContextMenuLabel({
+  className,
+  inset,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Label> & {
+  inset?: boolean
+}) {
+  return (
+    <ContextMenuPrimitive.Label
+      data-slot="context-menu-label"
+      data-inset={inset}
+      className={cn(
+        "text-foreground px-2 py-1.5 text-sm font-medium data-[inset]:pl-8",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function ContextMenuSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Separator>) {
+  return (
+    <ContextMenuPrimitive.Separator
+      data-slot="context-menu-separator"
+      className={cn("bg-border -mx-1 my-1 h-px", className)}
+      {...props}
+    />
+  )
+}
+
+function ContextMenuShortcut({
+  className,
+  ...props
+}: React.ComponentProps<"span">) {
+  return (
+    <span
+      data-slot="context-menu-shortcut"
+      className={cn(
+        "text-muted-foreground ml-auto text-xs tracking-widest",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  ContextMenu,
+  ContextMenuTrigger,
+  ContextMenuContent,
+  ContextMenuItem,
+  ContextMenuCheckboxItem,
+  ContextMenuRadioItem,
+  ContextMenuLabel,
+  ContextMenuSeparator,
+  ContextMenuShortcut,
+  ContextMenuGroup,
+  ContextMenuPortal,
+  ContextMenuSub,
+  ContextMenuSubContent,
+  ContextMenuSubTrigger,
+  ContextMenuRadioGroup,
+}
diff --git a/examples/contact-extractor-agent/components/ui/dialog.tsx b/examples/contact-extractor-agent/components/ui/dialog.tsx
new file mode 100644
index 0000000..d9ccec9
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/dialog.tsx
@@ -0,0 +1,143 @@
+"use client"
+
+import * as React from "react"
+import * as DialogPrimitive from "@radix-ui/react-dialog"
+import { XIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function Dialog({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Root>) {
+  return <DialogPrimitive.Root data-slot="dialog" {...props} />
+}
+
+function DialogTrigger({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Trigger>) {
+  return <DialogPrimitive.Trigger data-slot="dialog-trigger" {...props} />
+}
+
+function DialogPortal({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Portal>) {
+  return <DialogPrimitive.Portal data-slot="dialog-portal" {...props} />
+}
+
+function DialogClose({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Close>) {
+  return <DialogPrimitive.Close data-slot="dialog-close" {...props} />
+}
+
+function DialogOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Overlay>) {
+  return (
+    <DialogPrimitive.Overlay
+      data-slot="dialog-overlay"
+      className={cn(
+        "data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DialogContent({
+  className,
+  children,
+  showCloseButton = true,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Content> & {
+  showCloseButton?: boolean
+}) {
+  return (
+    <DialogPortal data-slot="dialog-portal">
+      <DialogOverlay />
+      <DialogPrimitive.Content
+        data-slot="dialog-content"
+        className={cn(
+          "bg-background data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 fixed top-[50%] left-[50%] z-50 grid w-full max-w-[calc(100%-2rem)] translate-x-[-50%] translate-y-[-50%] gap-4 rounded-lg border p-6 shadow-lg duration-200 sm:max-w-lg",
+          className
+        )}
+        {...props}
+      >
+        {children}
+        {showCloseButton && (
+          <DialogPrimitive.Close
+            data-slot="dialog-close"
+            className="ring-offset-background focus:ring-ring data-[state=open]:bg-accent data-[state=open]:text-muted-foreground absolute top-4 right-4 rounded-xs opacity-70 transition-opacity hover:opacity-100 focus:ring-2 focus:ring-offset-2 focus:outline-hidden disabled:pointer-events-none [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4"
+          >
+            <XIcon />
+            <span className="sr-only">Close</span>
+          </DialogPrimitive.Close>
+        )}
+      </DialogPrimitive.Content>
+    </DialogPortal>
+  )
+}
+
+function DialogHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="dialog-header"
+      className={cn("flex flex-col gap-2 text-center sm:text-left", className)}
+      {...props}
+    />
+  )
+}
+
+function DialogFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="dialog-footer"
+      className={cn(
+        "flex flex-col-reverse gap-2 sm:flex-row sm:justify-end",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DialogTitle({
+  className,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Title>) {
+  return (
+    <DialogPrimitive.Title
+      data-slot="dialog-title"
+      className={cn("text-lg leading-none font-semibold", className)}
+      {...props}
+    />
+  )
+}
+
+function DialogDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Description>) {
+  return (
+    <DialogPrimitive.Description
+      data-slot="dialog-description"
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Dialog,
+  DialogClose,
+  DialogContent,
+  DialogDescription,
+  DialogFooter,
+  DialogHeader,
+  DialogOverlay,
+  DialogPortal,
+  DialogTitle,
+  DialogTrigger,
+}
diff --git a/examples/contact-extractor-agent/components/ui/drawer.tsx b/examples/contact-extractor-agent/components/ui/drawer.tsx
new file mode 100644
index 0000000..8aa6923
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/drawer.tsx
@@ -0,0 +1,135 @@
+"use client"
+
+import * as React from "react"
+import { Drawer as DrawerPrimitive } from "vaul"
+
+import { cn } from "@/lib/utils"
+
+function Drawer({
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Root>) {
+  return <DrawerPrimitive.Root data-slot="drawer" {...props} />
+}
+
+function DrawerTrigger({
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Trigger>) {
+  return <DrawerPrimitive.Trigger data-slot="drawer-trigger" {...props} />
+}
+
+function DrawerPortal({
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Portal>) {
+  return <DrawerPrimitive.Portal data-slot="drawer-portal" {...props} />
+}
+
+function DrawerClose({
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Close>) {
+  return <DrawerPrimitive.Close data-slot="drawer-close" {...props} />
+}
+
+function DrawerOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Overlay>) {
+  return (
+    <DrawerPrimitive.Overlay
+      data-slot="drawer-overlay"
+      className={cn(
+        "data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DrawerContent({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Content>) {
+  return (
+    <DrawerPortal data-slot="drawer-portal">
+      <DrawerOverlay />
+      <DrawerPrimitive.Content
+        data-slot="drawer-content"
+        className={cn(
+          "group/drawer-content bg-background fixed z-50 flex h-auto flex-col",
+          "data-[vaul-drawer-direction=top]:inset-x-0 data-[vaul-drawer-direction=top]:top-0 data-[vaul-drawer-direction=top]:mb-24 data-[vaul-drawer-direction=top]:max-h-[80vh] data-[vaul-drawer-direction=top]:rounded-b-lg data-[vaul-drawer-direction=top]:border-b",
+          "data-[vaul-drawer-direction=bottom]:inset-x-0 data-[vaul-drawer-direction=bottom]:bottom-0 data-[vaul-drawer-direction=bottom]:mt-24 data-[vaul-drawer-direction=bottom]:max-h-[80vh] data-[vaul-drawer-direction=bottom]:rounded-t-lg data-[vaul-drawer-direction=bottom]:border-t",
+          "data-[vaul-drawer-direction=right]:inset-y-0 data-[vaul-drawer-direction=right]:right-0 data-[vaul-drawer-direction=right]:w-3/4 data-[vaul-drawer-direction=right]:border-l data-[vaul-drawer-direction=right]:sm:max-w-sm",
+          "data-[vaul-drawer-direction=left]:inset-y-0 data-[vaul-drawer-direction=left]:left-0 data-[vaul-drawer-direction=left]:w-3/4 data-[vaul-drawer-direction=left]:border-r data-[vaul-drawer-direction=left]:sm:max-w-sm",
+          className
+        )}
+        {...props}
+      >
+        <div className="bg-muted mx-auto mt-4 hidden h-2 w-[100px] shrink-0 rounded-full group-data-[vaul-drawer-direction=bottom]/drawer-content:block" />
+        {children}
+      </DrawerPrimitive.Content>
+    </DrawerPortal>
+  )
+}
+
+function DrawerHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="drawer-header"
+      className={cn(
+        "flex flex-col gap-0.5 p-4 group-data-[vaul-drawer-direction=bottom]/drawer-content:text-center group-data-[vaul-drawer-direction=top]/drawer-content:text-center md:gap-1.5 md:text-left",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DrawerFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="drawer-footer"
+      className={cn("mt-auto flex flex-col gap-2 p-4", className)}
+      {...props}
+    />
+  )
+}
+
+function DrawerTitle({
+  className,
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Title>) {
+  return (
+    <DrawerPrimitive.Title
+      data-slot="drawer-title"
+      className={cn("text-foreground font-semibold", className)}
+      {...props}
+    />
+  )
+}
+
+function DrawerDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Description>) {
+  return (
+    <DrawerPrimitive.Description
+      data-slot="drawer-description"
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Drawer,
+  DrawerPortal,
+  DrawerOverlay,
+  DrawerTrigger,
+  DrawerClose,
+  DrawerContent,
+  DrawerHeader,
+  DrawerFooter,
+  DrawerTitle,
+  DrawerDescription,
+}
diff --git a/examples/contact-extractor-agent/components/ui/dropdown-menu.tsx b/examples/contact-extractor-agent/components/ui/dropdown-menu.tsx
new file mode 100644
index 0000000..ec51e9c
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/dropdown-menu.tsx
@@ -0,0 +1,257 @@
+"use client"
+
+import * as React from "react"
+import * as DropdownMenuPrimitive from "@radix-ui/react-dropdown-menu"
+import { CheckIcon, ChevronRightIcon, CircleIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function DropdownMenu({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Root>) {
+  return <DropdownMenuPrimitive.Root data-slot="dropdown-menu" {...props} />
+}
+
+function DropdownMenuPortal({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Portal>) {
+  return (
+    <DropdownMenuPrimitive.Portal data-slot="dropdown-menu-portal" {...props} />
+  )
+}
+
+function DropdownMenuTrigger({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Trigger>) {
+  return (
+    <DropdownMenuPrimitive.Trigger
+      data-slot="dropdown-menu-trigger"
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuContent({
+  className,
+  sideOffset = 4,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Content>) {
+  return (
+    <DropdownMenuPrimitive.Portal>
+      <DropdownMenuPrimitive.Content
+        data-slot="dropdown-menu-content"
+        sideOffset={sideOffset}
+        className={cn(
+          "bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 max-h-(--radix-dropdown-menu-content-available-height) min-w-[8rem] origin-(--radix-dropdown-menu-content-transform-origin) overflow-x-hidden overflow-y-auto rounded-md border p-1 shadow-md",
+          className
+        )}
+        {...props}
+      />
+    </DropdownMenuPrimitive.Portal>
+  )
+}
+
+function DropdownMenuGroup({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Group>) {
+  return (
+    <DropdownMenuPrimitive.Group data-slot="dropdown-menu-group" {...props} />
+  )
+}
+
+function DropdownMenuItem({
+  className,
+  inset,
+  variant = "default",
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Item> & {
+  inset?: boolean
+  variant?: "default" | "destructive"
+}) {
+  return (
+    <DropdownMenuPrimitive.Item
+      data-slot="dropdown-menu-item"
+      data-inset={inset}
+      data-variant={variant}
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[variant=destructive]:text-destructive data-[variant=destructive]:focus:bg-destructive/10 dark:data-[variant=destructive]:focus:bg-destructive/20 data-[variant=destructive]:focus:text-destructive data-[variant=destructive]:*:[svg]:!text-destructive [&_svg:not([class*='text-'])]:text-muted-foreground relative flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 data-[inset]:pl-8 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuCheckboxItem({
+  className,
+  children,
+  checked,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.CheckboxItem>) {
+  return (
+    <DropdownMenuPrimitive.CheckboxItem
+      data-slot="dropdown-menu-checkbox-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-sm py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      checked={checked}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <DropdownMenuPrimitive.ItemIndicator>
+          <CheckIcon className="size-4" />
+        </DropdownMenuPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </DropdownMenuPrimitive.CheckboxItem>
+  )
+}
+
+function DropdownMenuRadioGroup({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.RadioGroup>) {
+  return (
+    <DropdownMenuPrimitive.RadioGroup
+      data-slot="dropdown-menu-radio-group"
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuRadioItem({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.RadioItem>) {
+  return (
+    <DropdownMenuPrimitive.RadioItem
+      data-slot="dropdown-menu-radio-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-sm py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <DropdownMenuPrimitive.ItemIndicator>
+          <CircleIcon className="size-2 fill-current" />
+        </DropdownMenuPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </DropdownMenuPrimitive.RadioItem>
+  )
+}
+
+function DropdownMenuLabel({
+  className,
+  inset,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Label> & {
+  inset?: boolean
+}) {
+  return (
+    <DropdownMenuPrimitive.Label
+      data-slot="dropdown-menu-label"
+      data-inset={inset}
+      className={cn(
+        "px-2 py-1.5 text-sm font-medium data-[inset]:pl-8",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Separator>) {
+  return (
+    <DropdownMenuPrimitive.Separator
+      data-slot="dropdown-menu-separator"
+      className={cn("bg-border -mx-1 my-1 h-px", className)}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuShortcut({
+  className,
+  ...props
+}: React.ComponentProps<"span">) {
+  return (
+    <span
+      data-slot="dropdown-menu-shortcut"
+      className={cn(
+        "text-muted-foreground ml-auto text-xs tracking-widest",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuSub({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Sub>) {
+  return <DropdownMenuPrimitive.Sub data-slot="dropdown-menu-sub" {...props} />
+}
+
+function DropdownMenuSubTrigger({
+  className,
+  inset,
+  children,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.SubTrigger> & {
+  inset?: boolean
+}) {
+  return (
+    <DropdownMenuPrimitive.SubTrigger
+      data-slot="dropdown-menu-sub-trigger"
+      data-inset={inset}
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[state=open]:bg-accent data-[state=open]:text-accent-foreground flex cursor-default items-center rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[inset]:pl-8",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      <ChevronRightIcon className="ml-auto size-4" />
+    </DropdownMenuPrimitive.SubTrigger>
+  )
+}
+
+function DropdownMenuSubContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.SubContent>) {
+  return (
+    <DropdownMenuPrimitive.SubContent
+      data-slot="dropdown-menu-sub-content"
+      className={cn(
+        "bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 min-w-[8rem] origin-(--radix-dropdown-menu-content-transform-origin) overflow-hidden rounded-md border p-1 shadow-lg",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  DropdownMenu,
+  DropdownMenuPortal,
+  DropdownMenuTrigger,
+  DropdownMenuContent,
+  DropdownMenuGroup,
+  DropdownMenuLabel,
+  DropdownMenuItem,
+  DropdownMenuCheckboxItem,
+  DropdownMenuRadioGroup,
+  DropdownMenuRadioItem,
+  DropdownMenuSeparator,
+  DropdownMenuShortcut,
+  DropdownMenuSub,
+  DropdownMenuSubTrigger,
+  DropdownMenuSubContent,
+}
diff --git a/examples/contact-extractor-agent/components/ui/form.tsx b/examples/contact-extractor-agent/components/ui/form.tsx
new file mode 100644
index 0000000..524b986
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/form.tsx
@@ -0,0 +1,167 @@
+"use client"
+
+import * as React from "react"
+import * as LabelPrimitive from "@radix-ui/react-label"
+import { Slot } from "@radix-ui/react-slot"
+import {
+  Controller,
+  FormProvider,
+  useFormContext,
+  useFormState,
+  type ControllerProps,
+  type FieldPath,
+  type FieldValues,
+} from "react-hook-form"
+
+import { cn } from "@/lib/utils"
+import { Label } from "@/components/ui/label"
+
+const Form = FormProvider
+
+type FormFieldContextValue<
+  TFieldValues extends FieldValues = FieldValues,
+  TName extends FieldPath<TFieldValues> = FieldPath<TFieldValues>,
+> = {
+  name: TName
+}
+
+const FormFieldContext = React.createContext<FormFieldContextValue>(
+  {} as FormFieldContextValue
+)
+
+const FormField = <
+  TFieldValues extends FieldValues = FieldValues,
+  TName extends FieldPath<TFieldValues> = FieldPath<TFieldValues>,
+>({
+  ...props
+}: ControllerProps<TFieldValues, TName>) => {
+  return (
+    <FormFieldContext.Provider value={{ name: props.name }}>
+      <Controller {...props} />
+    </FormFieldContext.Provider>
+  )
+}
+
+const useFormField = () => {
+  const fieldContext = React.useContext(FormFieldContext)
+  const itemContext = React.useContext(FormItemContext)
+  const { getFieldState } = useFormContext()
+  const formState = useFormState({ name: fieldContext.name })
+  const fieldState = getFieldState(fieldContext.name, formState)
+
+  if (!fieldContext) {
+    throw new Error("useFormField should be used within <FormField>")
+  }
+
+  const { id } = itemContext
+
+  return {
+    id,
+    name: fieldContext.name,
+    formItemId: `${id}-form-item`,
+    formDescriptionId: `${id}-form-item-description`,
+    formMessageId: `${id}-form-item-message`,
+    ...fieldState,
+  }
+}
+
+type FormItemContextValue = {
+  id: string
+}
+
+const FormItemContext = React.createContext<FormItemContextValue>(
+  {} as FormItemContextValue
+)
+
+function FormItem({ className, ...props }: React.ComponentProps<"div">) {
+  const id = React.useId()
+
+  return (
+    <FormItemContext.Provider value={{ id }}>
+      <div
+        data-slot="form-item"
+        className={cn("grid gap-2", className)}
+        {...props}
+      />
+    </FormItemContext.Provider>
+  )
+}
+
+function FormLabel({
+  className,
+  ...props
+}: React.ComponentProps<typeof LabelPrimitive.Root>) {
+  const { error, formItemId } = useFormField()
+
+  return (
+    <Label
+      data-slot="form-label"
+      data-error={!!error}
+      className={cn("data-[error=true]:text-destructive", className)}
+      htmlFor={formItemId}
+      {...props}
+    />
+  )
+}
+
+function FormControl({ ...props }: React.ComponentProps<typeof Slot>) {
+  const { error, formItemId, formDescriptionId, formMessageId } = useFormField()
+
+  return (
+    <Slot
+      data-slot="form-control"
+      id={formItemId}
+      aria-describedby={
+        !error
+          ? `${formDescriptionId}`
+          : `${formDescriptionId} ${formMessageId}`
+      }
+      aria-invalid={!!error}
+      {...props}
+    />
+  )
+}
+
+function FormDescription({ className, ...props }: React.ComponentProps<"p">) {
+  const { formDescriptionId } = useFormField()
+
+  return (
+    <p
+      data-slot="form-description"
+      id={formDescriptionId}
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+function FormMessage({ className, ...props }: React.ComponentProps<"p">) {
+  const { error, formMessageId } = useFormField()
+  const body = error ? String(error?.message ?? "") : props.children
+
+  if (!body) {
+    return null
+  }
+
+  return (
+    <p
+      data-slot="form-message"
+      id={formMessageId}
+      className={cn("text-destructive text-sm", className)}
+      {...props}
+    >
+      {body}
+    </p>
+  )
+}
+
+export {
+  useFormField,
+  Form,
+  FormItem,
+  FormLabel,
+  FormControl,
+  FormDescription,
+  FormMessage,
+  FormField,
+}
diff --git a/examples/contact-extractor-agent/components/ui/hover-card.tsx b/examples/contact-extractor-agent/components/ui/hover-card.tsx
new file mode 100644
index 0000000..e754186
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/hover-card.tsx
@@ -0,0 +1,44 @@
+"use client"
+
+import * as React from "react"
+import * as HoverCardPrimitive from "@radix-ui/react-hover-card"
+
+import { cn } from "@/lib/utils"
+
+function HoverCard({
+  ...props
+}: React.ComponentProps<typeof HoverCardPrimitive.Root>) {
+  return <HoverCardPrimitive.Root data-slot="hover-card" {...props} />
+}
+
+function HoverCardTrigger({
+  ...props
+}: React.ComponentProps<typeof HoverCardPrimitive.Trigger>) {
+  return (
+    <HoverCardPrimitive.Trigger data-slot="hover-card-trigger" {...props} />
+  )
+}
+
+function HoverCardContent({
+  className,
+  align = "center",
+  sideOffset = 4,
+  ...props
+}: React.ComponentProps<typeof HoverCardPrimitive.Content>) {
+  return (
+    <HoverCardPrimitive.Portal data-slot="hover-card-portal">
+      <HoverCardPrimitive.Content
+        data-slot="hover-card-content"
+        align={align}
+        sideOffset={sideOffset}
+        className={cn(
+          "bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 w-64 origin-(--radix-hover-card-content-transform-origin) rounded-md border p-4 shadow-md outline-hidden",
+          className
+        )}
+        {...props}
+      />
+    </HoverCardPrimitive.Portal>
+  )
+}
+
+export { HoverCard, HoverCardTrigger, HoverCardContent }
diff --git a/examples/contact-extractor-agent/components/ui/input-otp.tsx b/examples/contact-extractor-agent/components/ui/input-otp.tsx
new file mode 100644
index 0000000..614f70e
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/input-otp.tsx
@@ -0,0 +1,77 @@
+"use client"
+
+import * as React from "react"
+import { OTPInput, OTPInputContext } from "input-otp"
+import { MinusIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function InputOTP({
+  className,
+  containerClassName,
+  ...props
+}: React.ComponentProps<typeof OTPInput> & {
+  containerClassName?: string
+}) {
+  return (
+    <OTPInput
+      data-slot="input-otp"
+      containerClassName={cn(
+        "flex items-center gap-2 has-disabled:opacity-50",
+        containerClassName
+      )}
+      className={cn("disabled:cursor-not-allowed", className)}
+      {...props}
+    />
+  )
+}
+
+function InputOTPGroup({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="input-otp-group"
+      className={cn("flex items-center", className)}
+      {...props}
+    />
+  )
+}
+
+function InputOTPSlot({
+  index,
+  className,
+  ...props
+}: React.ComponentProps<"div"> & {
+  index: number
+}) {
+  const inputOTPContext = React.useContext(OTPInputContext)
+  const { char, hasFakeCaret, isActive } = inputOTPContext?.slots[index] ?? {}
+
+  return (
+    <div
+      data-slot="input-otp-slot"
+      data-active={isActive}
+      className={cn(
+        "data-[active=true]:border-ring data-[active=true]:ring-ring/50 data-[active=true]:aria-invalid:ring-destructive/20 dark:data-[active=true]:aria-invalid:ring-destructive/40 aria-invalid:border-destructive data-[active=true]:aria-invalid:border-destructive dark:bg-input/30 border-input relative flex h-9 w-9 items-center justify-center border-y border-r text-sm shadow-xs transition-all outline-none first:rounded-l-md first:border-l last:rounded-r-md data-[active=true]:z-10 data-[active=true]:ring-[3px]",
+        className
+      )}
+      {...props}
+    >
+      {char}
+      {hasFakeCaret && (
+        <div className="pointer-events-none absolute inset-0 flex items-center justify-center">
+          <div className="animate-caret-blink bg-foreground h-4 w-px duration-1000" />
+        </div>
+      )}
+    </div>
+  )
+}
+
+function InputOTPSeparator({ ...props }: React.ComponentProps<"div">) {
+  return (
+    <div data-slot="input-otp-separator" role="separator" {...props}>
+      <MinusIcon />
+    </div>
+  )
+}
+
+export { InputOTP, InputOTPGroup, InputOTPSlot, InputOTPSeparator }
diff --git a/examples/contact-extractor-agent/components/ui/input.tsx b/examples/contact-extractor-agent/components/ui/input.tsx
new file mode 100644
index 0000000..03295ca
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/input.tsx
@@ -0,0 +1,21 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+function Input({ className, type, ...props }: React.ComponentProps<"input">) {
+  return (
+    <input
+      type={type}
+      data-slot="input"
+      className={cn(
+        "file:text-foreground placeholder:text-muted-foreground selection:bg-primary selection:text-primary-foreground dark:bg-input/30 border-input flex h-9 w-full min-w-0 rounded-md border bg-transparent px-3 py-1 text-base shadow-xs transition-[color,box-shadow] outline-none file:inline-flex file:h-7 file:border-0 file:bg-transparent file:text-sm file:font-medium disabled:pointer-events-none disabled:cursor-not-allowed disabled:opacity-50 md:text-sm",
+        "focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px]",
+        "aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Input }
diff --git a/examples/contact-extractor-agent/components/ui/label.tsx b/examples/contact-extractor-agent/components/ui/label.tsx
new file mode 100644
index 0000000..fb5fbc3
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/label.tsx
@@ -0,0 +1,24 @@
+"use client"
+
+import * as React from "react"
+import * as LabelPrimitive from "@radix-ui/react-label"
+
+import { cn } from "@/lib/utils"
+
+function Label({
+  className,
+  ...props
+}: React.ComponentProps<typeof LabelPrimitive.Root>) {
+  return (
+    <LabelPrimitive.Root
+      data-slot="label"
+      className={cn(
+        "flex items-center gap-2 text-sm leading-none font-medium select-none group-data-[disabled=true]:pointer-events-none group-data-[disabled=true]:opacity-50 peer-disabled:cursor-not-allowed peer-disabled:opacity-50",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Label }
diff --git a/examples/contact-extractor-agent/components/ui/menubar.tsx b/examples/contact-extractor-agent/components/ui/menubar.tsx
new file mode 100644
index 0000000..8480f0a
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/menubar.tsx
@@ -0,0 +1,276 @@
+"use client"
+
+import * as React from "react"
+import * as MenubarPrimitive from "@radix-ui/react-menubar"
+import { CheckIcon, ChevronRightIcon, CircleIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function Menubar({
+  className,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Root>) {
+  return (
+    <MenubarPrimitive.Root
+      data-slot="menubar"
+      className={cn(
+        "bg-background flex h-9 items-center gap-1 rounded-md border p-1 shadow-xs",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function MenubarMenu({
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Menu>) {
+  return <MenubarPrimitive.Menu data-slot="menubar-menu" {...props} />
+}
+
+function MenubarGroup({
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Group>) {
+  return <MenubarPrimitive.Group data-slot="menubar-group" {...props} />
+}
+
+function MenubarPortal({
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Portal>) {
+  return <MenubarPrimitive.Portal data-slot="menubar-portal" {...props} />
+}
+
+function MenubarRadioGroup({
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.RadioGroup>) {
+  return (
+    <MenubarPrimitive.RadioGroup data-slot="menubar-radio-group" {...props} />
+  )
+}
+
+function MenubarTrigger({
+  className,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Trigger>) {
+  return (
+    <MenubarPrimitive.Trigger
+      data-slot="menubar-trigger"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[state=open]:bg-accent data-[state=open]:text-accent-foreground flex items-center rounded-sm px-2 py-1 text-sm font-medium outline-hidden select-none",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function MenubarContent({
+  className,
+  align = "start",
+  alignOffset = -4,
+  sideOffset = 8,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Content>) {
+  return (
+    <MenubarPortal>
+      <MenubarPrimitive.Content
+        data-slot="menubar-content"
+        align={align}
+        alignOffset={alignOffset}
+        sideOffset={sideOffset}
+        className={cn(
+          "bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 min-w-[12rem] origin-(--radix-menubar-content-transform-origin) overflow-hidden rounded-md border p-1 shadow-md",
+          className
+        )}
+        {...props}
+      />
+    </MenubarPortal>
+  )
+}
+
+function MenubarItem({
+  className,
+  inset,
+  variant = "default",
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Item> & {
+  inset?: boolean
+  variant?: "default" | "destructive"
+}) {
+  return (
+    <MenubarPrimitive.Item
+      data-slot="menubar-item"
+      data-inset={inset}
+      data-variant={variant}
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[variant=destructive]:text-destructive data-[variant=destructive]:focus:bg-destructive/10 dark:data-[variant=destructive]:focus:bg-destructive/20 data-[variant=destructive]:focus:text-destructive data-[variant=destructive]:*:[svg]:!text-destructive [&_svg:not([class*='text-'])]:text-muted-foreground relative flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 data-[inset]:pl-8 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function MenubarCheckboxItem({
+  className,
+  children,
+  checked,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.CheckboxItem>) {
+  return (
+    <MenubarPrimitive.CheckboxItem
+      data-slot="menubar-checkbox-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-xs py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      checked={checked}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <MenubarPrimitive.ItemIndicator>
+          <CheckIcon className="size-4" />
+        </MenubarPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </MenubarPrimitive.CheckboxItem>
+  )
+}
+
+function MenubarRadioItem({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.RadioItem>) {
+  return (
+    <MenubarPrimitive.RadioItem
+      data-slot="menubar-radio-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-xs py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <MenubarPrimitive.ItemIndicator>
+          <CircleIcon className="size-2 fill-current" />
+        </MenubarPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </MenubarPrimitive.RadioItem>
+  )
+}
+
+function MenubarLabel({
+  className,
+  inset,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Label> & {
+  inset?: boolean
+}) {
+  return (
+    <MenubarPrimitive.Label
+      data-slot="menubar-label"
+      data-inset={inset}
+      className={cn(
+        "px-2 py-1.5 text-sm font-medium data-[inset]:pl-8",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function MenubarSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Separator>) {
+  return (
+    <MenubarPrimitive.Separator
+      data-slot="menubar-separator"
+      className={cn("bg-border -mx-1 my-1 h-px", className)}
+      {...props}
+    />
+  )
+}
+
+function MenubarShortcut({
+  className,
+  ...props
+}: React.ComponentProps<"span">) {
+  return (
+    <span
+      data-slot="menubar-shortcut"
+      className={cn(
+        "text-muted-foreground ml-auto text-xs tracking-widest",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function MenubarSub({
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Sub>) {
+  return <MenubarPrimitive.Sub data-slot="menubar-sub" {...props} />
+}
+
+function MenubarSubTrigger({
+  className,
+  inset,
+  children,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.SubTrigger> & {
+  inset?: boolean
+}) {
+  return (
+    <MenubarPrimitive.SubTrigger
+      data-slot="menubar-sub-trigger"
+      data-inset={inset}
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[state=open]:bg-accent data-[state=open]:text-accent-foreground flex cursor-default items-center rounded-sm px-2 py-1.5 text-sm outline-none select-none data-[inset]:pl-8",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      <ChevronRightIcon className="ml-auto h-4 w-4" />
+    </MenubarPrimitive.SubTrigger>
+  )
+}
+
+function MenubarSubContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.SubContent>) {
+  return (
+    <MenubarPrimitive.SubContent
+      data-slot="menubar-sub-content"
+      className={cn(
+        "bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 min-w-[8rem] origin-(--radix-menubar-content-transform-origin) overflow-hidden rounded-md border p-1 shadow-lg",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  Menubar,
+  MenubarPortal,
+  MenubarMenu,
+  MenubarTrigger,
+  MenubarContent,
+  MenubarGroup,
+  MenubarSeparator,
+  MenubarLabel,
+  MenubarItem,
+  MenubarShortcut,
+  MenubarCheckboxItem,
+  MenubarRadioGroup,
+  MenubarRadioItem,
+  MenubarSub,
+  MenubarSubTrigger,
+  MenubarSubContent,
+}
diff --git a/examples/contact-extractor-agent/components/ui/navigation-menu.tsx b/examples/contact-extractor-agent/components/ui/navigation-menu.tsx
new file mode 100644
index 0000000..1199945
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/navigation-menu.tsx
@@ -0,0 +1,168 @@
+import * as React from "react"
+import * as NavigationMenuPrimitive from "@radix-ui/react-navigation-menu"
+import { cva } from "class-variance-authority"
+import { ChevronDownIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function NavigationMenu({
+  className,
+  children,
+  viewport = true,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Root> & {
+  viewport?: boolean
+}) {
+  return (
+    <NavigationMenuPrimitive.Root
+      data-slot="navigation-menu"
+      data-viewport={viewport}
+      className={cn(
+        "group/navigation-menu relative flex max-w-max flex-1 items-center justify-center",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      {viewport && <NavigationMenuViewport />}
+    </NavigationMenuPrimitive.Root>
+  )
+}
+
+function NavigationMenuList({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.List>) {
+  return (
+    <NavigationMenuPrimitive.List
+      data-slot="navigation-menu-list"
+      className={cn(
+        "group flex flex-1 list-none items-center justify-center gap-1",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function NavigationMenuItem({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Item>) {
+  return (
+    <NavigationMenuPrimitive.Item
+      data-slot="navigation-menu-item"
+      className={cn("relative", className)}
+      {...props}
+    />
+  )
+}
+
+const navigationMenuTriggerStyle = cva(
+  "group inline-flex h-9 w-max items-center justify-center rounded-md bg-background px-4 py-2 text-sm font-medium hover:bg-accent hover:text-accent-foreground focus:bg-accent focus:text-accent-foreground disabled:pointer-events-none disabled:opacity-50 data-[state=open]:hover:bg-accent data-[state=open]:text-accent-foreground data-[state=open]:focus:bg-accent data-[state=open]:bg-accent/50 focus-visible:ring-ring/50 outline-none transition-[color,box-shadow] focus-visible:ring-[3px] focus-visible:outline-1"
+)
+
+function NavigationMenuTrigger({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Trigger>) {
+  return (
+    <NavigationMenuPrimitive.Trigger
+      data-slot="navigation-menu-trigger"
+      className={cn(navigationMenuTriggerStyle(), "group", className)}
+      {...props}
+    >
+      {children}{" "}
+      <ChevronDownIcon
+        className="relative top-[1px] ml-1 size-3 transition duration-300 group-data-[state=open]:rotate-180"
+        aria-hidden="true"
+      />
+    </NavigationMenuPrimitive.Trigger>
+  )
+}
+
+function NavigationMenuContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Content>) {
+  return (
+    <NavigationMenuPrimitive.Content
+      data-slot="navigation-menu-content"
+      className={cn(
+        "data-[motion^=from-]:animate-in data-[motion^=to-]:animate-out data-[motion^=from-]:fade-in data-[motion^=to-]:fade-out data-[motion=from-end]:slide-in-from-right-52 data-[motion=from-start]:slide-in-from-left-52 data-[motion=to-end]:slide-out-to-right-52 data-[motion=to-start]:slide-out-to-left-52 top-0 left-0 w-full p-2 pr-2.5 md:absolute md:w-auto",
+        "group-data-[viewport=false]/navigation-menu:bg-popover group-data-[viewport=false]/navigation-menu:text-popover-foreground group-data-[viewport=false]/navigation-menu:data-[state=open]:animate-in group-data-[viewport=false]/navigation-menu:data-[state=closed]:animate-out group-data-[viewport=false]/navigation-menu:data-[state=closed]:zoom-out-95 group-data-[viewport=false]/navigation-menu:data-[state=open]:zoom-in-95 group-data-[viewport=false]/navigation-menu:data-[state=open]:fade-in-0 group-data-[viewport=false]/navigation-menu:data-[state=closed]:fade-out-0 group-data-[viewport=false]/navigation-menu:top-full group-data-[viewport=false]/navigation-menu:mt-1.5 group-data-[viewport=false]/navigation-menu:overflow-hidden group-data-[viewport=false]/navigation-menu:rounded-md group-data-[viewport=false]/navigation-menu:border group-data-[viewport=false]/navigation-menu:shadow group-data-[viewport=false]/navigation-menu:duration-200 **:data-[slot=navigation-menu-link]:focus:ring-0 **:data-[slot=navigation-menu-link]:focus:outline-none",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function NavigationMenuViewport({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Viewport>) {
+  return (
+    <div
+      className={cn(
+        "absolute top-full left-0 isolate z-50 flex justify-center"
+      )}
+    >
+      <NavigationMenuPrimitive.Viewport
+        data-slot="navigation-menu-viewport"
+        className={cn(
+          "origin-top-center bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-90 relative mt-1.5 h-[var(--radix-navigation-menu-viewport-height)] w-full overflow-hidden rounded-md border shadow md:w-[var(--radix-navigation-menu-viewport-width)]",
+          className
+        )}
+        {...props}
+      />
+    </div>
+  )
+}
+
+function NavigationMenuLink({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Link>) {
+  return (
+    <NavigationMenuPrimitive.Link
+      data-slot="navigation-menu-link"
+      className={cn(
+        "data-[active=true]:focus:bg-accent data-[active=true]:hover:bg-accent data-[active=true]:bg-accent/50 data-[active=true]:text-accent-foreground hover:bg-accent hover:text-accent-foreground focus:bg-accent focus:text-accent-foreground focus-visible:ring-ring/50 [&_svg:not([class*='text-'])]:text-muted-foreground flex flex-col gap-1 rounded-sm p-2 text-sm transition-all outline-none focus-visible:ring-[3px] focus-visible:outline-1 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function NavigationMenuIndicator({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Indicator>) {
+  return (
+    <NavigationMenuPrimitive.Indicator
+      data-slot="navigation-menu-indicator"
+      className={cn(
+        "data-[state=visible]:animate-in data-[state=hidden]:animate-out data-[state=hidden]:fade-out data-[state=visible]:fade-in top-full z-[1] flex h-1.5 items-end justify-center overflow-hidden",
+        className
+      )}
+      {...props}
+    >
+      <div className="bg-border relative top-[60%] h-2 w-2 rotate-45 rounded-tl-sm shadow-md" />
+    </NavigationMenuPrimitive.Indicator>
+  )
+}
+
+export {
+  NavigationMenu,
+  NavigationMenuList,
+  NavigationMenuItem,
+  NavigationMenuContent,
+  NavigationMenuTrigger,
+  NavigationMenuLink,
+  NavigationMenuIndicator,
+  NavigationMenuViewport,
+  navigationMenuTriggerStyle,
+}
diff --git a/examples/contact-extractor-agent/components/ui/pagination.tsx b/examples/contact-extractor-agent/components/ui/pagination.tsx
new file mode 100644
index 0000000..0d18541
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/pagination.tsx
@@ -0,0 +1,127 @@
+import * as React from "react"
+import {
+  ChevronLeftIcon,
+  ChevronRightIcon,
+  MoreHorizontalIcon,
+} from "lucide-react"
+
+import { cn } from "@/lib/utils"
+import { Button, buttonVariants } from "@/components/ui/button"
+
+function Pagination({ className, ...props }: React.ComponentProps<"nav">) {
+  return (
+    <nav
+      role="navigation"
+      aria-label="pagination"
+      data-slot="pagination"
+      className={cn("mx-auto flex w-full justify-center", className)}
+      {...props}
+    />
+  )
+}
+
+function PaginationContent({
+  className,
+  ...props
+}: React.ComponentProps<"ul">) {
+  return (
+    <ul
+      data-slot="pagination-content"
+      className={cn("flex flex-row items-center gap-1", className)}
+      {...props}
+    />
+  )
+}
+
+function PaginationItem({ ...props }: React.ComponentProps<"li">) {
+  return <li data-slot="pagination-item" {...props} />
+}
+
+type PaginationLinkProps = {
+  isActive?: boolean
+} & Pick<React.ComponentProps<typeof Button>, "size"> &
+  React.ComponentProps<"a">
+
+function PaginationLink({
+  className,
+  isActive,
+  size = "icon",
+  ...props
+}: PaginationLinkProps) {
+  return (
+    <a
+      aria-current={isActive ? "page" : undefined}
+      data-slot="pagination-link"
+      data-active={isActive}
+      className={cn(
+        buttonVariants({
+          variant: isActive ? "outline" : "ghost",
+          size,
+        }),
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function PaginationPrevious({
+  className,
+  ...props
+}: React.ComponentProps<typeof PaginationLink>) {
+  return (
+    <PaginationLink
+      aria-label="Go to previous page"
+      size="default"
+      className={cn("gap-1 px-2.5 sm:pl-2.5", className)}
+      {...props}
+    >
+      <ChevronLeftIcon />
+      <span className="hidden sm:block">Previous</span>
+    </PaginationLink>
+  )
+}
+
+function PaginationNext({
+  className,
+  ...props
+}: React.ComponentProps<typeof PaginationLink>) {
+  return (
+    <PaginationLink
+      aria-label="Go to next page"
+      size="default"
+      className={cn("gap-1 px-2.5 sm:pr-2.5", className)}
+      {...props}
+    >
+      <span className="hidden sm:block">Next</span>
+      <ChevronRightIcon />
+    </PaginationLink>
+  )
+}
+
+function PaginationEllipsis({
+  className,
+  ...props
+}: React.ComponentProps<"span">) {
+  return (
+    <span
+      aria-hidden
+      data-slot="pagination-ellipsis"
+      className={cn("flex size-9 items-center justify-center", className)}
+      {...props}
+    >
+      <MoreHorizontalIcon className="size-4" />
+      <span className="sr-only">More pages</span>
+    </span>
+  )
+}
+
+export {
+  Pagination,
+  PaginationContent,
+  PaginationLink,
+  PaginationItem,
+  PaginationPrevious,
+  PaginationNext,
+  PaginationEllipsis,
+}
diff --git a/examples/contact-extractor-agent/components/ui/popover.tsx b/examples/contact-extractor-agent/components/ui/popover.tsx
new file mode 100644
index 0000000..01e468b
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/popover.tsx
@@ -0,0 +1,48 @@
+"use client"
+
+import * as React from "react"
+import * as PopoverPrimitive from "@radix-ui/react-popover"
+
+import { cn } from "@/lib/utils"
+
+function Popover({
+  ...props
+}: React.ComponentProps<typeof PopoverPrimitive.Root>) {
+  return <PopoverPrimitive.Root data-slot="popover" {...props} />
+}
+
+function PopoverTrigger({
+  ...props
+}: React.ComponentProps<typeof PopoverPrimitive.Trigger>) {
+  return <PopoverPrimitive.Trigger data-slot="popover-trigger" {...props} />
+}
+
+function PopoverContent({
+  className,
+  align = "center",
+  sideOffset = 4,
+  ...props
+}: React.ComponentProps<typeof PopoverPrimitive.Content>) {
+  return (
+    <PopoverPrimitive.Portal>
+      <PopoverPrimitive.Content
+        data-slot="popover-content"
+        align={align}
+        sideOffset={sideOffset}
+        className={cn(
+          "bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 w-72 origin-(--radix-popover-content-transform-origin) rounded-md border p-4 shadow-md outline-hidden",
+          className
+        )}
+        {...props}
+      />
+    </PopoverPrimitive.Portal>
+  )
+}
+
+function PopoverAnchor({
+  ...props
+}: React.ComponentProps<typeof PopoverPrimitive.Anchor>) {
+  return <PopoverPrimitive.Anchor data-slot="popover-anchor" {...props} />
+}
+
+export { Popover, PopoverTrigger, PopoverContent, PopoverAnchor }
diff --git a/examples/contact-extractor-agent/components/ui/progress.tsx b/examples/contact-extractor-agent/components/ui/progress.tsx
new file mode 100644
index 0000000..e7a416c
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/progress.tsx
@@ -0,0 +1,31 @@
+"use client"
+
+import * as React from "react"
+import * as ProgressPrimitive from "@radix-ui/react-progress"
+
+import { cn } from "@/lib/utils"
+
+function Progress({
+  className,
+  value,
+  ...props
+}: React.ComponentProps<typeof ProgressPrimitive.Root>) {
+  return (
+    <ProgressPrimitive.Root
+      data-slot="progress"
+      className={cn(
+        "bg-primary/20 relative h-2 w-full overflow-hidden rounded-full",
+        className
+      )}
+      {...props}
+    >
+      <ProgressPrimitive.Indicator
+        data-slot="progress-indicator"
+        className="bg-primary h-full w-full flex-1 transition-all"
+        style={{ transform: `translateX(-${100 - (value || 0)}%)` }}
+      />
+    </ProgressPrimitive.Root>
+  )
+}
+
+export { Progress }
diff --git a/examples/contact-extractor-agent/components/ui/radio-group.tsx b/examples/contact-extractor-agent/components/ui/radio-group.tsx
new file mode 100644
index 0000000..5e6778c
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/radio-group.tsx
@@ -0,0 +1,45 @@
+"use client"
+
+import * as React from "react"
+import * as RadioGroupPrimitive from "@radix-ui/react-radio-group"
+import { CircleIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function RadioGroup({
+  className,
+  ...props
+}: React.ComponentProps<typeof RadioGroupPrimitive.Root>) {
+  return (
+    <RadioGroupPrimitive.Root
+      data-slot="radio-group"
+      className={cn("grid gap-3", className)}
+      {...props}
+    />
+  )
+}
+
+function RadioGroupItem({
+  className,
+  ...props
+}: React.ComponentProps<typeof RadioGroupPrimitive.Item>) {
+  return (
+    <RadioGroupPrimitive.Item
+      data-slot="radio-group-item"
+      className={cn(
+        "border-input text-primary focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive dark:bg-input/30 aspect-square size-4 shrink-0 rounded-full border shadow-xs transition-[color,box-shadow] outline-none focus-visible:ring-[3px] disabled:cursor-not-allowed disabled:opacity-50",
+        className
+      )}
+      {...props}
+    >
+      <RadioGroupPrimitive.Indicator
+        data-slot="radio-group-indicator"
+        className="relative flex items-center justify-center"
+      >
+        <CircleIcon className="fill-primary absolute top-1/2 left-1/2 size-2 -translate-x-1/2 -translate-y-1/2" />
+      </RadioGroupPrimitive.Indicator>
+    </RadioGroupPrimitive.Item>
+  )
+}
+
+export { RadioGroup, RadioGroupItem }
diff --git a/examples/contact-extractor-agent/components/ui/resizable.tsx b/examples/contact-extractor-agent/components/ui/resizable.tsx
new file mode 100644
index 0000000..12bbd0b
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/resizable.tsx
@@ -0,0 +1,56 @@
+"use client"
+
+import * as React from "react"
+import { GripVerticalIcon } from "lucide-react"
+import * as ResizablePrimitive from "react-resizable-panels"
+
+import { cn } from "@/lib/utils"
+
+function ResizablePanelGroup({
+  className,
+  ...props
+}: React.ComponentProps<typeof ResizablePrimitive.PanelGroup>) {
+  return (
+    <ResizablePrimitive.PanelGroup
+      data-slot="resizable-panel-group"
+      className={cn(
+        "flex h-full w-full data-[panel-group-direction=vertical]:flex-col",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function ResizablePanel({
+  ...props
+}: React.ComponentProps<typeof ResizablePrimitive.Panel>) {
+  return <ResizablePrimitive.Panel data-slot="resizable-panel" {...props} />
+}
+
+function ResizableHandle({
+  withHandle,
+  className,
+  ...props
+}: React.ComponentProps<typeof ResizablePrimitive.PanelResizeHandle> & {
+  withHandle?: boolean
+}) {
+  return (
+    <ResizablePrimitive.PanelResizeHandle
+      data-slot="resizable-handle"
+      className={cn(
+        "bg-border focus-visible:ring-ring relative flex w-px items-center justify-center after:absolute after:inset-y-0 after:left-1/2 after:w-1 after:-translate-x-1/2 focus-visible:ring-1 focus-visible:ring-offset-1 focus-visible:outline-hidden data-[panel-group-direction=vertical]:h-px data-[panel-group-direction=vertical]:w-full data-[panel-group-direction=vertical]:after:left-0 data-[panel-group-direction=vertical]:after:h-1 data-[panel-group-direction=vertical]:after:w-full data-[panel-group-direction=vertical]:after:translate-x-0 data-[panel-group-direction=vertical]:after:-translate-y-1/2 [&[data-panel-group-direction=vertical]>div]:rotate-90",
+        className
+      )}
+      {...props}
+    >
+      {withHandle && (
+        <div className="bg-border z-10 flex h-4 w-3 items-center justify-center rounded-xs border">
+          <GripVerticalIcon className="size-2.5" />
+        </div>
+      )}
+    </ResizablePrimitive.PanelResizeHandle>
+  )
+}
+
+export { ResizablePanelGroup, ResizablePanel, ResizableHandle }
diff --git a/examples/contact-extractor-agent/components/ui/scroll-area.tsx b/examples/contact-extractor-agent/components/ui/scroll-area.tsx
new file mode 100644
index 0000000..8e4fa13
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/scroll-area.tsx
@@ -0,0 +1,58 @@
+"use client"
+
+import * as React from "react"
+import * as ScrollAreaPrimitive from "@radix-ui/react-scroll-area"
+
+import { cn } from "@/lib/utils"
+
+function ScrollArea({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof ScrollAreaPrimitive.Root>) {
+  return (
+    <ScrollAreaPrimitive.Root
+      data-slot="scroll-area"
+      className={cn("relative", className)}
+      {...props}
+    >
+      <ScrollAreaPrimitive.Viewport
+        data-slot="scroll-area-viewport"
+        className="focus-visible:ring-ring/50 size-full rounded-[inherit] transition-[color,box-shadow] outline-none focus-visible:ring-[3px] focus-visible:outline-1"
+      >
+        {children}
+      </ScrollAreaPrimitive.Viewport>
+      <ScrollBar />
+      <ScrollAreaPrimitive.Corner />
+    </ScrollAreaPrimitive.Root>
+  )
+}
+
+function ScrollBar({
+  className,
+  orientation = "vertical",
+  ...props
+}: React.ComponentProps<typeof ScrollAreaPrimitive.ScrollAreaScrollbar>) {
+  return (
+    <ScrollAreaPrimitive.ScrollAreaScrollbar
+      data-slot="scroll-area-scrollbar"
+      orientation={orientation}
+      className={cn(
+        "flex touch-none p-px transition-colors select-none",
+        orientation === "vertical" &&
+          "h-full w-2.5 border-l border-l-transparent",
+        orientation === "horizontal" &&
+          "h-2.5 flex-col border-t border-t-transparent",
+        className
+      )}
+      {...props}
+    >
+      <ScrollAreaPrimitive.ScrollAreaThumb
+        data-slot="scroll-area-thumb"
+        className="bg-border relative flex-1 rounded-full"
+      />
+    </ScrollAreaPrimitive.ScrollAreaScrollbar>
+  )
+}
+
+export { ScrollArea, ScrollBar }
diff --git a/examples/contact-extractor-agent/components/ui/select.tsx b/examples/contact-extractor-agent/components/ui/select.tsx
new file mode 100644
index 0000000..dcbbc0c
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/select.tsx
@@ -0,0 +1,185 @@
+"use client"
+
+import * as React from "react"
+import * as SelectPrimitive from "@radix-ui/react-select"
+import { CheckIcon, ChevronDownIcon, ChevronUpIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function Select({
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Root>) {
+  return <SelectPrimitive.Root data-slot="select" {...props} />
+}
+
+function SelectGroup({
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Group>) {
+  return <SelectPrimitive.Group data-slot="select-group" {...props} />
+}
+
+function SelectValue({
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Value>) {
+  return <SelectPrimitive.Value data-slot="select-value" {...props} />
+}
+
+function SelectTrigger({
+  className,
+  size = "default",
+  children,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Trigger> & {
+  size?: "sm" | "default"
+}) {
+  return (
+    <SelectPrimitive.Trigger
+      data-slot="select-trigger"
+      data-size={size}
+      className={cn(
+        "border-input data-[placeholder]:text-muted-foreground [&_svg:not([class*='text-'])]:text-muted-foreground focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive dark:bg-input/30 dark:hover:bg-input/50 flex w-fit items-center justify-between gap-2 rounded-md border bg-transparent px-3 py-2 text-sm whitespace-nowrap shadow-xs transition-[color,box-shadow] outline-none focus-visible:ring-[3px] disabled:cursor-not-allowed disabled:opacity-50 data-[size=default]:h-9 data-[size=sm]:h-8 *:data-[slot=select-value]:line-clamp-1 *:data-[slot=select-value]:flex *:data-[slot=select-value]:items-center *:data-[slot=select-value]:gap-2 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      <SelectPrimitive.Icon asChild>
+        <ChevronDownIcon className="size-4 opacity-50" />
+      </SelectPrimitive.Icon>
+    </SelectPrimitive.Trigger>
+  )
+}
+
+function SelectContent({
+  className,
+  children,
+  position = "popper",
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Content>) {
+  return (
+    <SelectPrimitive.Portal>
+      <SelectPrimitive.Content
+        data-slot="select-content"
+        className={cn(
+          "bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 relative z-50 max-h-(--radix-select-content-available-height) min-w-[8rem] origin-(--radix-select-content-transform-origin) overflow-x-hidden overflow-y-auto rounded-md border shadow-md",
+          position === "popper" &&
+            "data-[side=bottom]:translate-y-1 data-[side=left]:-translate-x-1 data-[side=right]:translate-x-1 data-[side=top]:-translate-y-1",
+          className
+        )}
+        position={position}
+        {...props}
+      >
+        <SelectScrollUpButton />
+        <SelectPrimitive.Viewport
+          className={cn(
+            "p-1",
+            position === "popper" &&
+              "h-[var(--radix-select-trigger-height)] w-full min-w-[var(--radix-select-trigger-width)] scroll-my-1"
+          )}
+        >
+          {children}
+        </SelectPrimitive.Viewport>
+        <SelectScrollDownButton />
+      </SelectPrimitive.Content>
+    </SelectPrimitive.Portal>
+  )
+}
+
+function SelectLabel({
+  className,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Label>) {
+  return (
+    <SelectPrimitive.Label
+      data-slot="select-label"
+      className={cn("text-muted-foreground px-2 py-1.5 text-xs", className)}
+      {...props}
+    />
+  )
+}
+
+function SelectItem({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Item>) {
+  return (
+    <SelectPrimitive.Item
+      data-slot="select-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground [&_svg:not([class*='text-'])]:text-muted-foreground relative flex w-full cursor-default items-center gap-2 rounded-sm py-1.5 pr-8 pl-2 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 *:[span]:last:flex *:[span]:last:items-center *:[span]:last:gap-2",
+        className
+      )}
+      {...props}
+    >
+      <span className="absolute right-2 flex size-3.5 items-center justify-center">
+        <SelectPrimitive.ItemIndicator>
+          <CheckIcon className="size-4" />
+        </SelectPrimitive.ItemIndicator>
+      </span>
+      <SelectPrimitive.ItemText>{children}</SelectPrimitive.ItemText>
+    </SelectPrimitive.Item>
+  )
+}
+
+function SelectSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Separator>) {
+  return (
+    <SelectPrimitive.Separator
+      data-slot="select-separator"
+      className={cn("bg-border pointer-events-none -mx-1 my-1 h-px", className)}
+      {...props}
+    />
+  )
+}
+
+function SelectScrollUpButton({
+  className,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.ScrollUpButton>) {
+  return (
+    <SelectPrimitive.ScrollUpButton
+      data-slot="select-scroll-up-button"
+      className={cn(
+        "flex cursor-default items-center justify-center py-1",
+        className
+      )}
+      {...props}
+    >
+      <ChevronUpIcon className="size-4" />
+    </SelectPrimitive.ScrollUpButton>
+  )
+}
+
+function SelectScrollDownButton({
+  className,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.ScrollDownButton>) {
+  return (
+    <SelectPrimitive.ScrollDownButton
+      data-slot="select-scroll-down-button"
+      className={cn(
+        "flex cursor-default items-center justify-center py-1",
+        className
+      )}
+      {...props}
+    >
+      <ChevronDownIcon className="size-4" />
+    </SelectPrimitive.ScrollDownButton>
+  )
+}
+
+export {
+  Select,
+  SelectContent,
+  SelectGroup,
+  SelectItem,
+  SelectLabel,
+  SelectScrollDownButton,
+  SelectScrollUpButton,
+  SelectSeparator,
+  SelectTrigger,
+  SelectValue,
+}
diff --git a/examples/contact-extractor-agent/components/ui/separator.tsx b/examples/contact-extractor-agent/components/ui/separator.tsx
new file mode 100644
index 0000000..275381c
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/separator.tsx
@@ -0,0 +1,28 @@
+"use client"
+
+import * as React from "react"
+import * as SeparatorPrimitive from "@radix-ui/react-separator"
+
+import { cn } from "@/lib/utils"
+
+function Separator({
+  className,
+  orientation = "horizontal",
+  decorative = true,
+  ...props
+}: React.ComponentProps<typeof SeparatorPrimitive.Root>) {
+  return (
+    <SeparatorPrimitive.Root
+      data-slot="separator"
+      decorative={decorative}
+      orientation={orientation}
+      className={cn(
+        "bg-border shrink-0 data-[orientation=horizontal]:h-px data-[orientation=horizontal]:w-full data-[orientation=vertical]:h-full data-[orientation=vertical]:w-px",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Separator }
diff --git a/examples/contact-extractor-agent/components/ui/sheet.tsx b/examples/contact-extractor-agent/components/ui/sheet.tsx
new file mode 100644
index 0000000..84649ad
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/sheet.tsx
@@ -0,0 +1,139 @@
+"use client"
+
+import * as React from "react"
+import * as SheetPrimitive from "@radix-ui/react-dialog"
+import { XIcon } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+function Sheet({ ...props }: React.ComponentProps<typeof SheetPrimitive.Root>) {
+  return <SheetPrimitive.Root data-slot="sheet" {...props} />
+}
+
+function SheetTrigger({
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Trigger>) {
+  return <SheetPrimitive.Trigger data-slot="sheet-trigger" {...props} />
+}
+
+function SheetClose({
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Close>) {
+  return <SheetPrimitive.Close data-slot="sheet-close" {...props} />
+}
+
+function SheetPortal({
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Portal>) {
+  return <SheetPrimitive.Portal data-slot="sheet-portal" {...props} />
+}
+
+function SheetOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Overlay>) {
+  return (
+    <SheetPrimitive.Overlay
+      data-slot="sheet-overlay"
+      className={cn(
+        "data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SheetContent({
+  className,
+  children,
+  side = "right",
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Content> & {
+  side?: "top" | "right" | "bottom" | "left"
+}) {
+  return (
+    <SheetPortal>
+      <SheetOverlay />
+      <SheetPrimitive.Content
+        data-slot="sheet-content"
+        className={cn(
+          "bg-background data-[state=open]:animate-in data-[state=closed]:animate-out fixed z-50 flex flex-col gap-4 shadow-lg transition ease-in-out data-[state=closed]:duration-300 data-[state=open]:duration-500",
+          side === "right" &&
+            "data-[state=closed]:slide-out-to-right data-[state=open]:slide-in-from-right inset-y-0 right-0 h-full w-3/4 border-l sm:max-w-sm",
+          side === "left" &&
+            "data-[state=closed]:slide-out-to-left data-[state=open]:slide-in-from-left inset-y-0 left-0 h-full w-3/4 border-r sm:max-w-sm",
+          side === "top" &&
+            "data-[state=closed]:slide-out-to-top data-[state=open]:slide-in-from-top inset-x-0 top-0 h-auto border-b",
+          side === "bottom" &&
+            "data-[state=closed]:slide-out-to-bottom data-[state=open]:slide-in-from-bottom inset-x-0 bottom-0 h-auto border-t",
+          className
+        )}
+        {...props}
+      >
+        {children}
+        <SheetPrimitive.Close className="ring-offset-background focus:ring-ring data-[state=open]:bg-secondary absolute top-4 right-4 rounded-xs opacity-70 transition-opacity hover:opacity-100 focus:ring-2 focus:ring-offset-2 focus:outline-hidden disabled:pointer-events-none">
+          <XIcon className="size-4" />
+          <span className="sr-only">Close</span>
+        </SheetPrimitive.Close>
+      </SheetPrimitive.Content>
+    </SheetPortal>
+  )
+}
+
+function SheetHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sheet-header"
+      className={cn("flex flex-col gap-1.5 p-4", className)}
+      {...props}
+    />
+  )
+}
+
+function SheetFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sheet-footer"
+      className={cn("mt-auto flex flex-col gap-2 p-4", className)}
+      {...props}
+    />
+  )
+}
+
+function SheetTitle({
+  className,
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Title>) {
+  return (
+    <SheetPrimitive.Title
+      data-slot="sheet-title"
+      className={cn("text-foreground font-semibold", className)}
+      {...props}
+    />
+  )
+}
+
+function SheetDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Description>) {
+  return (
+    <SheetPrimitive.Description
+      data-slot="sheet-description"
+      className={cn("text-muted-foreground text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Sheet,
+  SheetTrigger,
+  SheetClose,
+  SheetContent,
+  SheetHeader,
+  SheetFooter,
+  SheetTitle,
+  SheetDescription,
+}
diff --git a/examples/contact-extractor-agent/components/ui/sidebar.tsx b/examples/contact-extractor-agent/components/ui/sidebar.tsx
new file mode 100644
index 0000000..1ee5a45
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/sidebar.tsx
@@ -0,0 +1,726 @@
+"use client"
+
+import * as React from "react"
+import { Slot } from "@radix-ui/react-slot"
+import { cva, VariantProps } from "class-variance-authority"
+import { PanelLeftIcon } from "lucide-react"
+
+import { useIsMobile } from "@/hooks/use-mobile"
+import { cn } from "@/lib/utils"
+import { Button } from "@/components/ui/button"
+import { Input } from "@/components/ui/input"
+import { Separator } from "@/components/ui/separator"
+import {
+  Sheet,
+  SheetContent,
+  SheetDescription,
+  SheetHeader,
+  SheetTitle,
+} from "@/components/ui/sheet"
+import { Skeleton } from "@/components/ui/skeleton"
+import {
+  Tooltip,
+  TooltipContent,
+  TooltipProvider,
+  TooltipTrigger,
+} from "@/components/ui/tooltip"
+
+const SIDEBAR_COOKIE_NAME = "sidebar_state"
+const SIDEBAR_COOKIE_MAX_AGE = 60 * 60 * 24 * 7
+const SIDEBAR_WIDTH = "16rem"
+const SIDEBAR_WIDTH_MOBILE = "18rem"
+const SIDEBAR_WIDTH_ICON = "3rem"
+const SIDEBAR_KEYBOARD_SHORTCUT = "b"
+
+type SidebarContextProps = {
+  state: "expanded" | "collapsed"
+  open: boolean
+  setOpen: (open: boolean) => void
+  openMobile: boolean
+  setOpenMobile: (open: boolean) => void
+  isMobile: boolean
+  toggleSidebar: () => void
+}
+
+const SidebarContext = React.createContext<SidebarContextProps | null>(null)
+
+function useSidebar() {
+  const context = React.useContext(SidebarContext)
+  if (!context) {
+    throw new Error("useSidebar must be used within a SidebarProvider.")
+  }
+
+  return context
+}
+
+function SidebarProvider({
+  defaultOpen = true,
+  open: openProp,
+  onOpenChange: setOpenProp,
+  className,
+  style,
+  children,
+  ...props
+}: React.ComponentProps<"div"> & {
+  defaultOpen?: boolean
+  open?: boolean
+  onOpenChange?: (open: boolean) => void
+}) {
+  const isMobile = useIsMobile()
+  const [openMobile, setOpenMobile] = React.useState(false)
+
+  // This is the internal state of the sidebar.
+  // We use openProp and setOpenProp for control from outside the component.
+  const [_open, _setOpen] = React.useState(defaultOpen)
+  const open = openProp ?? _open
+  const setOpen = React.useCallback(
+    (value: boolean | ((value: boolean) => boolean)) => {
+      const openState = typeof value === "function" ? value(open) : value
+      if (setOpenProp) {
+        setOpenProp(openState)
+      } else {
+        _setOpen(openState)
+      }
+
+      // This sets the cookie to keep the sidebar state.
+      document.cookie = `${SIDEBAR_COOKIE_NAME}=${openState}; path=/; max-age=${SIDEBAR_COOKIE_MAX_AGE}`
+    },
+    [setOpenProp, open]
+  )
+
+  // Helper to toggle the sidebar.
+  const toggleSidebar = React.useCallback(() => {
+    return isMobile ? setOpenMobile((open) => !open) : setOpen((open) => !open)
+  }, [isMobile, setOpen, setOpenMobile])
+
+  // Adds a keyboard shortcut to toggle the sidebar.
+  React.useEffect(() => {
+    const handleKeyDown = (event: KeyboardEvent) => {
+      if (
+        event.key === SIDEBAR_KEYBOARD_SHORTCUT &&
+        (event.metaKey || event.ctrlKey)
+      ) {
+        event.preventDefault()
+        toggleSidebar()
+      }
+    }
+
+    window.addEventListener("keydown", handleKeyDown)
+    return () => window.removeEventListener("keydown", handleKeyDown)
+  }, [toggleSidebar])
+
+  // We add a state so that we can do data-state="expanded" or "collapsed".
+  // This makes it easier to style the sidebar with Tailwind classes.
+  const state = open ? "expanded" : "collapsed"
+
+  const contextValue = React.useMemo<SidebarContextProps>(
+    () => ({
+      state,
+      open,
+      setOpen,
+      isMobile,
+      openMobile,
+      setOpenMobile,
+      toggleSidebar,
+    }),
+    [state, open, setOpen, isMobile, openMobile, setOpenMobile, toggleSidebar]
+  )
+
+  return (
+    <SidebarContext.Provider value={contextValue}>
+      <TooltipProvider delayDuration={0}>
+        <div
+          data-slot="sidebar-wrapper"
+          style={
+            {
+              "--sidebar-width": SIDEBAR_WIDTH,
+              "--sidebar-width-icon": SIDEBAR_WIDTH_ICON,
+              ...style,
+            } as React.CSSProperties
+          }
+          className={cn(
+            "group/sidebar-wrapper has-data-[variant=inset]:bg-sidebar flex min-h-svh w-full",
+            className
+          )}
+          {...props}
+        >
+          {children}
+        </div>
+      </TooltipProvider>
+    </SidebarContext.Provider>
+  )
+}
+
+function Sidebar({
+  side = "left",
+  variant = "sidebar",
+  collapsible = "offcanvas",
+  className,
+  children,
+  ...props
+}: React.ComponentProps<"div"> & {
+  side?: "left" | "right"
+  variant?: "sidebar" | "floating" | "inset"
+  collapsible?: "offcanvas" | "icon" | "none"
+}) {
+  const { isMobile, state, openMobile, setOpenMobile } = useSidebar()
+
+  if (collapsible === "none") {
+    return (
+      <div
+        data-slot="sidebar"
+        className={cn(
+          "bg-sidebar text-sidebar-foreground flex h-full w-(--sidebar-width) flex-col",
+          className
+        )}
+        {...props}
+      >
+        {children}
+      </div>
+    )
+  }
+
+  if (isMobile) {
+    return (
+      <Sheet open={openMobile} onOpenChange={setOpenMobile} {...props}>
+        <SheetContent
+          data-sidebar="sidebar"
+          data-slot="sidebar"
+          data-mobile="true"
+          className="bg-sidebar text-sidebar-foreground w-(--sidebar-width) p-0 [&>button]:hidden"
+          style={
+            {
+              "--sidebar-width": SIDEBAR_WIDTH_MOBILE,
+            } as React.CSSProperties
+          }
+          side={side}
+        >
+          <SheetHeader className="sr-only">
+            <SheetTitle>Sidebar</SheetTitle>
+            <SheetDescription>Displays the mobile sidebar.</SheetDescription>
+          </SheetHeader>
+          <div className="flex h-full w-full flex-col">{children}</div>
+        </SheetContent>
+      </Sheet>
+    )
+  }
+
+  return (
+    <div
+      className="group peer text-sidebar-foreground hidden md:block"
+      data-state={state}
+      data-collapsible={state === "collapsed" ? collapsible : ""}
+      data-variant={variant}
+      data-side={side}
+      data-slot="sidebar"
+    >
+      {/* This is what handles the sidebar gap on desktop */}
+      <div
+        data-slot="sidebar-gap"
+        className={cn(
+          "relative w-(--sidebar-width) bg-transparent transition-[width] duration-200 ease-linear",
+          "group-data-[collapsible=offcanvas]:w-0",
+          "group-data-[side=right]:rotate-180",
+          variant === "floating" || variant === "inset"
+            ? "group-data-[collapsible=icon]:w-[calc(var(--sidebar-width-icon)+(--spacing(4)))]"
+            : "group-data-[collapsible=icon]:w-(--sidebar-width-icon)"
+        )}
+      />
+      <div
+        data-slot="sidebar-container"
+        className={cn(
+          "fixed inset-y-0 z-10 hidden h-svh w-(--sidebar-width) transition-[left,right,width] duration-200 ease-linear md:flex",
+          side === "left"
+            ? "left-0 group-data-[collapsible=offcanvas]:left-[calc(var(--sidebar-width)*-1)]"
+            : "right-0 group-data-[collapsible=offcanvas]:right-[calc(var(--sidebar-width)*-1)]",
+          // Adjust the padding for floating and inset variants.
+          variant === "floating" || variant === "inset"
+            ? "p-2 group-data-[collapsible=icon]:w-[calc(var(--sidebar-width-icon)+(--spacing(4))+2px)]"
+            : "group-data-[collapsible=icon]:w-(--sidebar-width-icon) group-data-[side=left]:border-r group-data-[side=right]:border-l",
+          className
+        )}
+        {...props}
+      >
+        <div
+          data-sidebar="sidebar"
+          data-slot="sidebar-inner"
+          className="bg-sidebar group-data-[variant=floating]:border-sidebar-border flex h-full w-full flex-col group-data-[variant=floating]:rounded-lg group-data-[variant=floating]:border group-data-[variant=floating]:shadow-sm"
+        >
+          {children}
+        </div>
+      </div>
+    </div>
+  )
+}
+
+function SidebarTrigger({
+  className,
+  onClick,
+  ...props
+}: React.ComponentProps<typeof Button>) {
+  const { toggleSidebar } = useSidebar()
+
+  return (
+    <Button
+      data-sidebar="trigger"
+      data-slot="sidebar-trigger"
+      variant="ghost"
+      size="icon"
+      className={cn("size-7", className)}
+      onClick={(event) => {
+        onClick?.(event)
+        toggleSidebar()
+      }}
+      {...props}
+    >
+      <PanelLeftIcon />
+      <span className="sr-only">Toggle Sidebar</span>
+    </Button>
+  )
+}
+
+function SidebarRail({ className, ...props }: React.ComponentProps<"button">) {
+  const { toggleSidebar } = useSidebar()
+
+  return (
+    <button
+      data-sidebar="rail"
+      data-slot="sidebar-rail"
+      aria-label="Toggle Sidebar"
+      tabIndex={-1}
+      onClick={toggleSidebar}
+      title="Toggle Sidebar"
+      className={cn(
+        "hover:after:bg-sidebar-border absolute inset-y-0 z-20 hidden w-4 -translate-x-1/2 transition-all ease-linear group-data-[side=left]:-right-4 group-data-[side=right]:left-0 after:absolute after:inset-y-0 after:left-1/2 after:w-[2px] sm:flex",
+        "in-data-[side=left]:cursor-w-resize in-data-[side=right]:cursor-e-resize",
+        "[[data-side=left][data-state=collapsed]_&]:cursor-e-resize [[data-side=right][data-state=collapsed]_&]:cursor-w-resize",
+        "hover:group-data-[collapsible=offcanvas]:bg-sidebar group-data-[collapsible=offcanvas]:translate-x-0 group-data-[collapsible=offcanvas]:after:left-full",
+        "[[data-side=left][data-collapsible=offcanvas]_&]:-right-2",
+        "[[data-side=right][data-collapsible=offcanvas]_&]:-left-2",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarInset({ className, ...props }: React.ComponentProps<"main">) {
+  return (
+    <main
+      data-slot="sidebar-inset"
+      className={cn(
+        "bg-background relative flex w-full flex-1 flex-col",
+        "md:peer-data-[variant=inset]:m-2 md:peer-data-[variant=inset]:ml-0 md:peer-data-[variant=inset]:rounded-xl md:peer-data-[variant=inset]:shadow-sm md:peer-data-[variant=inset]:peer-data-[state=collapsed]:ml-2",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarInput({
+  className,
+  ...props
+}: React.ComponentProps<typeof Input>) {
+  return (
+    <Input
+      data-slot="sidebar-input"
+      data-sidebar="input"
+      className={cn("bg-background h-8 w-full shadow-none", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarHeader({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-header"
+      data-sidebar="header"
+      className={cn("flex flex-col gap-2 p-2", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarFooter({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-footer"
+      data-sidebar="footer"
+      className={cn("flex flex-col gap-2 p-2", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof Separator>) {
+  return (
+    <Separator
+      data-slot="sidebar-separator"
+      data-sidebar="separator"
+      className={cn("bg-sidebar-border mx-2 w-auto", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarContent({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-content"
+      data-sidebar="content"
+      className={cn(
+        "flex min-h-0 flex-1 flex-col gap-2 overflow-auto group-data-[collapsible=icon]:overflow-hidden",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroup({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-group"
+      data-sidebar="group"
+      className={cn("relative flex w-full min-w-0 flex-col p-2", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroupLabel({
+  className,
+  asChild = false,
+  ...props
+}: React.ComponentProps<"div"> & { asChild?: boolean }) {
+  const Comp = asChild ? Slot : "div"
+
+  return (
+    <Comp
+      data-slot="sidebar-group-label"
+      data-sidebar="group-label"
+      className={cn(
+        "text-sidebar-foreground/70 ring-sidebar-ring flex h-8 shrink-0 items-center rounded-md px-2 text-xs font-medium outline-hidden transition-[margin,opacity] duration-200 ease-linear focus-visible:ring-2 [&>svg]:size-4 [&>svg]:shrink-0",
+        "group-data-[collapsible=icon]:-mt-8 group-data-[collapsible=icon]:opacity-0",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroupAction({
+  className,
+  asChild = false,
+  ...props
+}: React.ComponentProps<"button"> & { asChild?: boolean }) {
+  const Comp = asChild ? Slot : "button"
+
+  return (
+    <Comp
+      data-slot="sidebar-group-action"
+      data-sidebar="group-action"
+      className={cn(
+        "text-sidebar-foreground ring-sidebar-ring hover:bg-sidebar-accent hover:text-sidebar-accent-foreground absolute top-3.5 right-3 flex aspect-square w-5 items-center justify-center rounded-md p-0 outline-hidden transition-transform focus-visible:ring-2 [&>svg]:size-4 [&>svg]:shrink-0",
+        // Increases the hit area of the button on mobile.
+        "after:absolute after:-inset-2 md:after:hidden",
+        "group-data-[collapsible=icon]:hidden",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroupContent({
+  className,
+  ...props
+}: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-group-content"
+      data-sidebar="group-content"
+      className={cn("w-full text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenu({ className, ...props }: React.ComponentProps<"ul">) {
+  return (
+    <ul
+      data-slot="sidebar-menu"
+      data-sidebar="menu"
+      className={cn("flex w-full min-w-0 flex-col gap-1", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuItem({ className, ...props }: React.ComponentProps<"li">) {
+  return (
+    <li
+      data-slot="sidebar-menu-item"
+      data-sidebar="menu-item"
+      className={cn("group/menu-item relative", className)}
+      {...props}
+    />
+  )
+}
+
+const sidebarMenuButtonVariants = cva(
+  "peer/menu-button flex w-full items-center gap-2 overflow-hidden rounded-md p-2 text-left text-sm outline-hidden ring-sidebar-ring transition-[width,height,padding] hover:bg-sidebar-accent hover:text-sidebar-accent-foreground focus-visible:ring-2 active:bg-sidebar-accent active:text-sidebar-accent-foreground disabled:pointer-events-none disabled:opacity-50 group-has-data-[sidebar=menu-action]/menu-item:pr-8 aria-disabled:pointer-events-none aria-disabled:opacity-50 data-[active=true]:bg-sidebar-accent data-[active=true]:font-medium data-[active=true]:text-sidebar-accent-foreground data-[state=open]:hover:bg-sidebar-accent data-[state=open]:hover:text-sidebar-accent-foreground group-data-[collapsible=icon]:size-8! group-data-[collapsible=icon]:p-2! [&>span:last-child]:truncate [&>svg]:size-4 [&>svg]:shrink-0",
+  {
+    variants: {
+      variant: {
+        default: "hover:bg-sidebar-accent hover:text-sidebar-accent-foreground",
+        outline:
+          "bg-background shadow-[0_0_0_1px_hsl(var(--sidebar-border))] hover:bg-sidebar-accent hover:text-sidebar-accent-foreground hover:shadow-[0_0_0_1px_hsl(var(--sidebar-accent))]",
+      },
+      size: {
+        default: "h-8 text-sm",
+        sm: "h-7 text-xs",
+        lg: "h-12 text-sm group-data-[collapsible=icon]:p-0!",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+      size: "default",
+    },
+  }
+)
+
+function SidebarMenuButton({
+  asChild = false,
+  isActive = false,
+  variant = "default",
+  size = "default",
+  tooltip,
+  className,
+  ...props
+}: React.ComponentProps<"button"> & {
+  asChild?: boolean
+  isActive?: boolean
+  tooltip?: string | React.ComponentProps<typeof TooltipContent>
+} & VariantProps<typeof sidebarMenuButtonVariants>) {
+  const Comp = asChild ? Slot : "button"
+  const { isMobile, state } = useSidebar()
+
+  const button = (
+    <Comp
+      data-slot="sidebar-menu-button"
+      data-sidebar="menu-button"
+      data-size={size}
+      data-active={isActive}
+      className={cn(sidebarMenuButtonVariants({ variant, size }), className)}
+      {...props}
+    />
+  )
+
+  if (!tooltip) {
+    return button
+  }
+
+  if (typeof tooltip === "string") {
+    tooltip = {
+      children: tooltip,
+    }
+  }
+
+  return (
+    <Tooltip>
+      <TooltipTrigger asChild>{button}</TooltipTrigger>
+      <TooltipContent
+        side="right"
+        align="center"
+        hidden={state !== "collapsed" || isMobile}
+        {...tooltip}
+      />
+    </Tooltip>
+  )
+}
+
+function SidebarMenuAction({
+  className,
+  asChild = false,
+  showOnHover = false,
+  ...props
+}: React.ComponentProps<"button"> & {
+  asChild?: boolean
+  showOnHover?: boolean
+}) {
+  const Comp = asChild ? Slot : "button"
+
+  return (
+    <Comp
+      data-slot="sidebar-menu-action"
+      data-sidebar="menu-action"
+      className={cn(
+        "text-sidebar-foreground ring-sidebar-ring hover:bg-sidebar-accent hover:text-sidebar-accent-foreground peer-hover/menu-button:text-sidebar-accent-foreground absolute top-1.5 right-1 flex aspect-square w-5 items-center justify-center rounded-md p-0 outline-hidden transition-transform focus-visible:ring-2 [&>svg]:size-4 [&>svg]:shrink-0",
+        // Increases the hit area of the button on mobile.
+        "after:absolute after:-inset-2 md:after:hidden",
+        "peer-data-[size=sm]/menu-button:top-1",
+        "peer-data-[size=default]/menu-button:top-1.5",
+        "peer-data-[size=lg]/menu-button:top-2.5",
+        "group-data-[collapsible=icon]:hidden",
+        showOnHover &&
+          "peer-data-[active=true]/menu-button:text-sidebar-accent-foreground group-focus-within/menu-item:opacity-100 group-hover/menu-item:opacity-100 data-[state=open]:opacity-100 md:opacity-0",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuBadge({
+  className,
+  ...props
+}: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="sidebar-menu-badge"
+      data-sidebar="menu-badge"
+      className={cn(
+        "text-sidebar-foreground pointer-events-none absolute right-1 flex h-5 min-w-5 items-center justify-center rounded-md px-1 text-xs font-medium tabular-nums select-none",
+        "peer-hover/menu-button:text-sidebar-accent-foreground peer-data-[active=true]/menu-button:text-sidebar-accent-foreground",
+        "peer-data-[size=sm]/menu-button:top-1",
+        "peer-data-[size=default]/menu-button:top-1.5",
+        "peer-data-[size=lg]/menu-button:top-2.5",
+        "group-data-[collapsible=icon]:hidden",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuSkeleton({
+  className,
+  showIcon = false,
+  ...props
+}: React.ComponentProps<"div"> & {
+  showIcon?: boolean
+}) {
+  // Random width between 50 to 90%.
+  const width = React.useMemo(() => {
+    return `${Math.floor(Math.random() * 40) + 50}%`
+  }, [])
+
+  return (
+    <div
+      data-slot="sidebar-menu-skeleton"
+      data-sidebar="menu-skeleton"
+      className={cn("flex h-8 items-center gap-2 rounded-md px-2", className)}
+      {...props}
+    >
+      {showIcon && (
+        <Skeleton
+          className="size-4 rounded-md"
+          data-sidebar="menu-skeleton-icon"
+        />
+      )}
+      <Skeleton
+        className="h-4 max-w-(--skeleton-width) flex-1"
+        data-sidebar="menu-skeleton-text"
+        style={
+          {
+            "--skeleton-width": width,
+          } as React.CSSProperties
+        }
+      />
+    </div>
+  )
+}
+
+function SidebarMenuSub({ className, ...props }: React.ComponentProps<"ul">) {
+  return (
+    <ul
+      data-slot="sidebar-menu-sub"
+      data-sidebar="menu-sub"
+      className={cn(
+        "border-sidebar-border mx-3.5 flex min-w-0 translate-x-px flex-col gap-1 border-l px-2.5 py-0.5",
+        "group-data-[collapsible=icon]:hidden",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuSubItem({
+  className,
+  ...props
+}: React.ComponentProps<"li">) {
+  return (
+    <li
+      data-slot="sidebar-menu-sub-item"
+      data-sidebar="menu-sub-item"
+      className={cn("group/menu-sub-item relative", className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuSubButton({
+  asChild = false,
+  size = "md",
+  isActive = false,
+  className,
+  ...props
+}: React.ComponentProps<"a"> & {
+  asChild?: boolean
+  size?: "sm" | "md"
+  isActive?: boolean
+}) {
+  const Comp = asChild ? Slot : "a"
+
+  return (
+    <Comp
+      data-slot="sidebar-menu-sub-button"
+      data-sidebar="menu-sub-button"
+      data-size={size}
+      data-active={isActive}
+      className={cn(
+        "text-sidebar-foreground ring-sidebar-ring hover:bg-sidebar-accent hover:text-sidebar-accent-foreground active:bg-sidebar-accent active:text-sidebar-accent-foreground [&>svg]:text-sidebar-accent-foreground flex h-7 min-w-0 -translate-x-px items-center gap-2 overflow-hidden rounded-md px-2 outline-hidden focus-visible:ring-2 disabled:pointer-events-none disabled:opacity-50 aria-disabled:pointer-events-none aria-disabled:opacity-50 [&>span:last-child]:truncate [&>svg]:size-4 [&>svg]:shrink-0",
+        "data-[active=true]:bg-sidebar-accent data-[active=true]:text-sidebar-accent-foreground",
+        size === "sm" && "text-xs",
+        size === "md" && "text-sm",
+        "group-data-[collapsible=icon]:hidden",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  Sidebar,
+  SidebarContent,
+  SidebarFooter,
+  SidebarGroup,
+  SidebarGroupAction,
+  SidebarGroupContent,
+  SidebarGroupLabel,
+  SidebarHeader,
+  SidebarInput,
+  SidebarInset,
+  SidebarMenu,
+  SidebarMenuAction,
+  SidebarMenuBadge,
+  SidebarMenuButton,
+  SidebarMenuItem,
+  SidebarMenuSkeleton,
+  SidebarMenuSub,
+  SidebarMenuSubButton,
+  SidebarMenuSubItem,
+  SidebarProvider,
+  SidebarRail,
+  SidebarSeparator,
+  SidebarTrigger,
+  useSidebar,
+}
diff --git a/examples/contact-extractor-agent/components/ui/skeleton.tsx b/examples/contact-extractor-agent/components/ui/skeleton.tsx
new file mode 100644
index 0000000..32ea0ef
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/skeleton.tsx
@@ -0,0 +1,13 @@
+import { cn } from "@/lib/utils"
+
+function Skeleton({ className, ...props }: React.ComponentProps<"div">) {
+  return (
+    <div
+      data-slot="skeleton"
+      className={cn("bg-accent animate-pulse rounded-md", className)}
+      {...props}
+    />
+  )
+}
+
+export { Skeleton }
diff --git a/examples/contact-extractor-agent/components/ui/slider.tsx b/examples/contact-extractor-agent/components/ui/slider.tsx
new file mode 100644
index 0000000..09391e8
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/slider.tsx
@@ -0,0 +1,63 @@
+"use client"
+
+import * as React from "react"
+import * as SliderPrimitive from "@radix-ui/react-slider"
+
+import { cn } from "@/lib/utils"
+
+function Slider({
+  className,
+  defaultValue,
+  value,
+  min = 0,
+  max = 100,
+  ...props
+}: React.ComponentProps<typeof SliderPrimitive.Root>) {
+  const _values = React.useMemo(
+    () =>
+      Array.isArray(value)
+        ? value
+        : Array.isArray(defaultValue)
+          ? defaultValue
+          : [min, max],
+    [value, defaultValue, min, max]
+  )
+
+  return (
+    <SliderPrimitive.Root
+      data-slot="slider"
+      defaultValue={defaultValue}
+      value={value}
+      min={min}
+      max={max}
+      className={cn(
+        "relative flex w-full touch-none items-center select-none data-[disabled]:opacity-50 data-[orientation=vertical]:h-full data-[orientation=vertical]:min-h-44 data-[orientation=vertical]:w-auto data-[orientation=vertical]:flex-col",
+        className
+      )}
+      {...props}
+    >
+      <SliderPrimitive.Track
+        data-slot="slider-track"
+        className={cn(
+          "bg-muted relative grow overflow-hidden rounded-full data-[orientation=horizontal]:h-1.5 data-[orientation=horizontal]:w-full data-[orientation=vertical]:h-full data-[orientation=vertical]:w-1.5"
+        )}
+      >
+        <SliderPrimitive.Range
+          data-slot="slider-range"
+          className={cn(
+            "bg-primary absolute data-[orientation=horizontal]:h-full data-[orientation=vertical]:w-full"
+          )}
+        />
+      </SliderPrimitive.Track>
+      {Array.from({ length: _values.length }, (_, index) => (
+        <SliderPrimitive.Thumb
+          data-slot="slider-thumb"
+          key={index}
+          className="border-primary bg-background ring-ring/50 block size-4 shrink-0 rounded-full border shadow-sm transition-[color,box-shadow] hover:ring-4 focus-visible:ring-4 focus-visible:outline-hidden disabled:pointer-events-none disabled:opacity-50"
+        />
+      ))}
+    </SliderPrimitive.Root>
+  )
+}
+
+export { Slider }
diff --git a/examples/contact-extractor-agent/components/ui/sonner.tsx b/examples/contact-extractor-agent/components/ui/sonner.tsx
new file mode 100644
index 0000000..957524e
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/sonner.tsx
@@ -0,0 +1,25 @@
+"use client"
+
+import { useTheme } from "next-themes"
+import { Toaster as Sonner, ToasterProps } from "sonner"
+
+const Toaster = ({ ...props }: ToasterProps) => {
+  const { theme = "system" } = useTheme()
+
+  return (
+    <Sonner
+      theme={theme as ToasterProps["theme"]}
+      className="toaster group"
+      style={
+        {
+          "--normal-bg": "var(--popover)",
+          "--normal-text": "var(--popover-foreground)",
+          "--normal-border": "var(--border)",
+        } as React.CSSProperties
+      }
+      {...props}
+    />
+  )
+}
+
+export { Toaster }
diff --git a/examples/contact-extractor-agent/components/ui/switch.tsx b/examples/contact-extractor-agent/components/ui/switch.tsx
new file mode 100644
index 0000000..6a2b524
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/switch.tsx
@@ -0,0 +1,31 @@
+"use client"
+
+import * as React from "react"
+import * as SwitchPrimitive from "@radix-ui/react-switch"
+
+import { cn } from "@/lib/utils"
+
+function Switch({
+  className,
+  ...props
+}: React.ComponentProps<typeof SwitchPrimitive.Root>) {
+  return (
+    <SwitchPrimitive.Root
+      data-slot="switch"
+      className={cn(
+        "peer data-[state=checked]:bg-primary data-[state=unchecked]:bg-input focus-visible:border-ring focus-visible:ring-ring/50 dark:data-[state=unchecked]:bg-input/80 inline-flex h-[1.15rem] w-8 shrink-0 items-center rounded-full border border-transparent shadow-xs transition-all outline-none focus-visible:ring-[3px] disabled:cursor-not-allowed disabled:opacity-50",
+        className
+      )}
+      {...props}
+    >
+      <SwitchPrimitive.Thumb
+        data-slot="switch-thumb"
+        className={cn(
+          "bg-background dark:data-[state=unchecked]:bg-foreground dark:data-[state=checked]:bg-primary-foreground pointer-events-none block size-4 rounded-full ring-0 transition-transform data-[state=checked]:translate-x-[calc(100%-2px)] data-[state=unchecked]:translate-x-0"
+        )}
+      />
+    </SwitchPrimitive.Root>
+  )
+}
+
+export { Switch }
diff --git a/examples/contact-extractor-agent/components/ui/table.tsx b/examples/contact-extractor-agent/components/ui/table.tsx
new file mode 100644
index 0000000..51b74dd
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/table.tsx
@@ -0,0 +1,116 @@
+"use client"
+
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+function Table({ className, ...props }: React.ComponentProps<"table">) {
+  return (
+    <div
+      data-slot="table-container"
+      className="relative w-full overflow-x-auto"
+    >
+      <table
+        data-slot="table"
+        className={cn("w-full caption-bottom text-sm", className)}
+        {...props}
+      />
+    </div>
+  )
+}
+
+function TableHeader({ className, ...props }: React.ComponentProps<"thead">) {
+  return (
+    <thead
+      data-slot="table-header"
+      className={cn("[&_tr]:border-b", className)}
+      {...props}
+    />
+  )
+}
+
+function TableBody({ className, ...props }: React.ComponentProps<"tbody">) {
+  return (
+    <tbody
+      data-slot="table-body"
+      className={cn("[&_tr:last-child]:border-0", className)}
+      {...props}
+    />
+  )
+}
+
+function TableFooter({ className, ...props }: React.ComponentProps<"tfoot">) {
+  return (
+    <tfoot
+      data-slot="table-footer"
+      className={cn(
+        "bg-muted/50 border-t font-medium [&>tr]:last:border-b-0",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableRow({ className, ...props }: React.ComponentProps<"tr">) {
+  return (
+    <tr
+      data-slot="table-row"
+      className={cn(
+        "hover:bg-muted/50 data-[state=selected]:bg-muted border-b transition-colors",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableHead({ className, ...props }: React.ComponentProps<"th">) {
+  return (
+    <th
+      data-slot="table-head"
+      className={cn(
+        "text-foreground h-10 px-2 text-left align-middle font-medium whitespace-nowrap [&:has([role=checkbox])]:pr-0 [&>[role=checkbox]]:translate-y-[2px]",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableCell({ className, ...props }: React.ComponentProps<"td">) {
+  return (
+    <td
+      data-slot="table-cell"
+      className={cn(
+        "p-2 align-middle whitespace-nowrap [&:has([role=checkbox])]:pr-0 [&>[role=checkbox]]:translate-y-[2px]",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableCaption({
+  className,
+  ...props
+}: React.ComponentProps<"caption">) {
+  return (
+    <caption
+      data-slot="table-caption"
+      className={cn("text-muted-foreground mt-4 text-sm", className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Table,
+  TableHeader,
+  TableBody,
+  TableFooter,
+  TableHead,
+  TableRow,
+  TableCell,
+  TableCaption,
+}
diff --git a/examples/contact-extractor-agent/components/ui/tabs.tsx b/examples/contact-extractor-agent/components/ui/tabs.tsx
new file mode 100644
index 0000000..497ba5e
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/tabs.tsx
@@ -0,0 +1,66 @@
+"use client"
+
+import * as React from "react"
+import * as TabsPrimitive from "@radix-ui/react-tabs"
+
+import { cn } from "@/lib/utils"
+
+function Tabs({
+  className,
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.Root>) {
+  return (
+    <TabsPrimitive.Root
+      data-slot="tabs"
+      className={cn("flex flex-col gap-2", className)}
+      {...props}
+    />
+  )
+}
+
+function TabsList({
+  className,
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.List>) {
+  return (
+    <TabsPrimitive.List
+      data-slot="tabs-list"
+      className={cn(
+        "bg-muted text-muted-foreground inline-flex h-9 w-fit items-center justify-center rounded-lg p-[3px]",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function TabsTrigger({
+  className,
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.Trigger>) {
+  return (
+    <TabsPrimitive.Trigger
+      data-slot="tabs-trigger"
+      className={cn(
+        "data-[state=active]:bg-background dark:data-[state=active]:text-foreground focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:outline-ring dark:data-[state=active]:border-input dark:data-[state=active]:bg-input/30 text-foreground dark:text-muted-foreground inline-flex h-[calc(100%-1px)] flex-1 items-center justify-center gap-1.5 rounded-md border border-transparent px-2 py-1 text-sm font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:ring-[3px] focus-visible:outline-1 disabled:pointer-events-none disabled:opacity-50 data-[state=active]:shadow-sm [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+function TabsContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.Content>) {
+  return (
+    <TabsPrimitive.Content
+      data-slot="tabs-content"
+      className={cn("flex-1 outline-none", className)}
+      {...props}
+    />
+  )
+}
+
+export { Tabs, TabsList, TabsTrigger, TabsContent }
diff --git a/examples/contact-extractor-agent/components/ui/textarea.tsx b/examples/contact-extractor-agent/components/ui/textarea.tsx
new file mode 100644
index 0000000..7f21b5e
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/textarea.tsx
@@ -0,0 +1,18 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+function Textarea({ className, ...props }: React.ComponentProps<"textarea">) {
+  return (
+    <textarea
+      data-slot="textarea"
+      className={cn(
+        "border-input placeholder:text-muted-foreground focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive dark:bg-input/30 flex field-sizing-content min-h-16 w-full rounded-md border bg-transparent px-3 py-2 text-base shadow-xs transition-[color,box-shadow] outline-none focus-visible:ring-[3px] disabled:cursor-not-allowed disabled:opacity-50 md:text-sm",
+        className
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Textarea }
diff --git a/examples/contact-extractor-agent/components/ui/toggle-group.tsx b/examples/contact-extractor-agent/components/ui/toggle-group.tsx
new file mode 100644
index 0000000..5eed401
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/toggle-group.tsx
@@ -0,0 +1,73 @@
+"use client"
+
+import * as React from "react"
+import * as ToggleGroupPrimitive from "@radix-ui/react-toggle-group"
+import { type VariantProps } from "class-variance-authority"
+
+import { cn } from "@/lib/utils"
+import { toggleVariants } from "@/components/ui/toggle"
+
+const ToggleGroupContext = React.createContext<
+  VariantProps<typeof toggleVariants>
+>({
+  size: "default",
+  variant: "default",
+})
+
+function ToggleGroup({
+  className,
+  variant,
+  size,
+  children,
+  ...props
+}: React.ComponentProps<typeof ToggleGroupPrimitive.Root> &
+  VariantProps<typeof toggleVariants>) {
+  return (
+    <ToggleGroupPrimitive.Root
+      data-slot="toggle-group"
+      data-variant={variant}
+      data-size={size}
+      className={cn(
+        "group/toggle-group flex w-fit items-center rounded-md data-[variant=outline]:shadow-xs",
+        className
+      )}
+      {...props}
+    >
+      <ToggleGroupContext.Provider value={{ variant, size }}>
+        {children}
+      </ToggleGroupContext.Provider>
+    </ToggleGroupPrimitive.Root>
+  )
+}
+
+function ToggleGroupItem({
+  className,
+  children,
+  variant,
+  size,
+  ...props
+}: React.ComponentProps<typeof ToggleGroupPrimitive.Item> &
+  VariantProps<typeof toggleVariants>) {
+  const context = React.useContext(ToggleGroupContext)
+
+  return (
+    <ToggleGroupPrimitive.Item
+      data-slot="toggle-group-item"
+      data-variant={context.variant || variant}
+      data-size={context.size || size}
+      className={cn(
+        toggleVariants({
+          variant: context.variant || variant,
+          size: context.size || size,
+        }),
+        "min-w-0 flex-1 shrink-0 rounded-none shadow-none first:rounded-l-md last:rounded-r-md focus:z-10 focus-visible:z-10 data-[variant=outline]:border-l-0 data-[variant=outline]:first:border-l",
+        className
+      )}
+      {...props}
+    >
+      {children}
+    </ToggleGroupPrimitive.Item>
+  )
+}
+
+export { ToggleGroup, ToggleGroupItem }
diff --git a/examples/contact-extractor-agent/components/ui/toggle.tsx b/examples/contact-extractor-agent/components/ui/toggle.tsx
new file mode 100644
index 0000000..94ec8f5
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/toggle.tsx
@@ -0,0 +1,47 @@
+"use client"
+
+import * as React from "react"
+import * as TogglePrimitive from "@radix-ui/react-toggle"
+import { cva, type VariantProps } from "class-variance-authority"
+
+import { cn } from "@/lib/utils"
+
+const toggleVariants = cva(
+  "inline-flex items-center justify-center gap-2 rounded-md text-sm font-medium hover:bg-muted hover:text-muted-foreground disabled:pointer-events-none disabled:opacity-50 data-[state=on]:bg-accent data-[state=on]:text-accent-foreground [&_svg]:pointer-events-none [&_svg:not([class*='size-'])]:size-4 [&_svg]:shrink-0 focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] outline-none transition-[color,box-shadow] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive whitespace-nowrap",
+  {
+    variants: {
+      variant: {
+        default: "bg-transparent",
+        outline:
+          "border border-input bg-transparent shadow-xs hover:bg-accent hover:text-accent-foreground",
+      },
+      size: {
+        default: "h-9 px-2 min-w-9",
+        sm: "h-8 px-1.5 min-w-8",
+        lg: "h-10 px-2.5 min-w-10",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+      size: "default",
+    },
+  }
+)
+
+function Toggle({
+  className,
+  variant,
+  size,
+  ...props
+}: React.ComponentProps<typeof TogglePrimitive.Root> &
+  VariantProps<typeof toggleVariants>) {
+  return (
+    <TogglePrimitive.Root
+      data-slot="toggle"
+      className={cn(toggleVariants({ variant, size, className }))}
+      {...props}
+    />
+  )
+}
+
+export { Toggle, toggleVariants }
diff --git a/examples/contact-extractor-agent/components/ui/tooltip.tsx b/examples/contact-extractor-agent/components/ui/tooltip.tsx
new file mode 100644
index 0000000..4ee26b3
--- /dev/null
+++ b/examples/contact-extractor-agent/components/ui/tooltip.tsx
@@ -0,0 +1,61 @@
+"use client"
+
+import * as React from "react"
+import * as TooltipPrimitive from "@radix-ui/react-tooltip"
+
+import { cn } from "@/lib/utils"
+
+function TooltipProvider({
+  delayDuration = 0,
+  ...props
+}: React.ComponentProps<typeof TooltipPrimitive.Provider>) {
+  return (
+    <TooltipPrimitive.Provider
+      data-slot="tooltip-provider"
+      delayDuration={delayDuration}
+      {...props}
+    />
+  )
+}
+
+function Tooltip({
+  ...props
+}: React.ComponentProps<typeof TooltipPrimitive.Root>) {
+  return (
+    <TooltipProvider>
+      <TooltipPrimitive.Root data-slot="tooltip" {...props} />
+    </TooltipProvider>
+  )
+}
+
+function TooltipTrigger({
+  ...props
+}: React.ComponentProps<typeof TooltipPrimitive.Trigger>) {
+  return <TooltipPrimitive.Trigger data-slot="tooltip-trigger" {...props} />
+}
+
+function TooltipContent({
+  className,
+  sideOffset = 0,
+  children,
+  ...props
+}: React.ComponentProps<typeof TooltipPrimitive.Content>) {
+  return (
+    <TooltipPrimitive.Portal>
+      <TooltipPrimitive.Content
+        data-slot="tooltip-content"
+        sideOffset={sideOffset}
+        className={cn(
+          "bg-primary text-primary-foreground animate-in fade-in-0 zoom-in-95 data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=closed]:zoom-out-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 w-fit origin-(--radix-tooltip-content-transform-origin) rounded-md px-3 py-1.5 text-xs text-balance",
+          className
+        )}
+        {...props}
+      >
+        {children}
+        <TooltipPrimitive.Arrow className="bg-primary fill-primary z-50 size-2.5 translate-y-[calc(-50%_-_2px)] rotate-45 rounded-[2px]" />
+      </TooltipPrimitive.Content>
+    </TooltipPrimitive.Portal>
+  )
+}
+
+export { Tooltip, TooltipTrigger, TooltipContent, TooltipProvider }
diff --git a/examples/contact-extractor-agent/eslint.config.mjs b/examples/contact-extractor-agent/eslint.config.mjs
new file mode 100644
index 0000000..719cea2
--- /dev/null
+++ b/examples/contact-extractor-agent/eslint.config.mjs
@@ -0,0 +1,25 @@
+import { dirname } from "path";
+import { fileURLToPath } from "url";
+import { FlatCompat } from "@eslint/eslintrc";
+
+const __filename = fileURLToPath(import.meta.url);
+const __dirname = dirname(__filename);
+
+const compat = new FlatCompat({
+  baseDirectory: __dirname,
+});
+
+const eslintConfig = [
+  ...compat.extends("next/core-web-vitals", "next/typescript"),
+  {
+    ignores: [
+      "node_modules/**",
+      ".next/**",
+      "out/**",
+      "build/**",
+      "next-env.d.ts",
+    ],
+  },
+];
+
+export default eslintConfig;
diff --git a/examples/contact-extractor-agent/hooks/use-mobile.ts b/examples/contact-extractor-agent/hooks/use-mobile.ts
new file mode 100644
index 0000000..2b0fe1d
--- /dev/null
+++ b/examples/contact-extractor-agent/hooks/use-mobile.ts
@@ -0,0 +1,19 @@
+import * as React from "react"
+
+const MOBILE_BREAKPOINT = 768
+
+export function useIsMobile() {
+  const [isMobile, setIsMobile] = React.useState<boolean | undefined>(undefined)
+
+  React.useEffect(() => {
+    const mql = window.matchMedia(`(max-width: ${MOBILE_BREAKPOINT - 1}px)`)
+    const onChange = () => {
+      setIsMobile(window.innerWidth < MOBILE_BREAKPOINT)
+    }
+    mql.addEventListener("change", onChange)
+    setIsMobile(window.innerWidth < MOBILE_BREAKPOINT)
+    return () => mql.removeEventListener("change", onChange)
+  }, [])
+
+  return !!isMobile
+}
diff --git a/examples/contact-extractor-agent/lib/studio/helpers/array.ts b/examples/contact-extractor-agent/lib/studio/helpers/array.ts
new file mode 100644
index 0000000..8afb82f
--- /dev/null
+++ b/examples/contact-extractor-agent/lib/studio/helpers/array.ts
@@ -0,0 +1,108 @@
+import { UIMessage } from "@ai-sdk/react";
+import { convertToModelMessages, ToolCallPart, ToolResultPart } from "ai";
+
+export const findLastElement = <T>(array: T[]) => {
+  return array[array.length - 1];
+};
+
+export const findFirstElement = <T>(array: T[]) => {
+  return array[0];
+};
+
+export const findLastElementWith = <T>(
+  array: T[],
+  predicate: (element: T) => boolean
+) => {
+  let new_array = array.filter(predicate);
+  if (!new_array) {
+    return null;
+  }
+  return new_array?.[new_array.length - 1];
+};
+
+export const trimMessagesForModel = (
+  messages: UIMessage<any, any>[],
+  offset?: number
+) => {
+  // trim to the last 8
+  let trimmedMessages;
+  if (offset && messages.length > offset) {
+    trimmedMessages = messages.slice(offset);
+  } else {
+    trimmedMessages = messages.length > 8 ? messages.slice(-8) : messages;
+  }
+  return trimmedMessages;
+};
+
+export const cleanUiMessageParts = (
+  messages: UIMessage<any, any>[],
+  options?: {
+    removeAllToolCallsExceptLast?: boolean; // false by default
+    keepUIinLastMessage?: boolean; // false by default
+    removeToolCalls?: boolean; // false by default
+    onlyLastText?: boolean; // false by default
+  }
+) => {
+  let processedMessages = messages.map((m) => ({
+    ...m,
+    parts: m?.parts.map((p) => ("input" in p ? p : { ...p, input: {} })),
+  }));
+
+  //processedMessages = processedMessages.filter((m) => );
+
+  if (options?.removeToolCalls) {
+    processedMessages = processedMessages.map((m) => ({
+      ...m,
+      parts: m?.parts.filter((p) => !p.type?.startsWith("tool-")),
+    }));
+  }
+
+  if (options?.removeAllToolCallsExceptLast) {
+    processedMessages = processedMessages.map((m, index) => ({
+      ...m,
+      parts:
+        index === processedMessages.length - 1
+          ? options?.keepUIinLastMessage
+            ? m?.parts
+            : m?.parts?.map((p) => ({
+                ...p,
+                ...((("output" in p) as any)
+                  ? { output: { ...(p as any).output, ui: undefined } }
+                  : {}),
+              }))
+          : m?.parts.map((p) =>
+              p.type?.startsWith("tool-")
+                ? {
+                    type: p.type as `tool-${string}`,
+                    toolCallId: (p as any)?.toolCallId!,
+                    input: p.input,
+                    state:
+                      (p as any)?.state === "input-streaming"
+                        ? "output-available"
+                        : (p as any)?.state,
+                    output: "This tool call was successfully executed.",
+                  }
+                : p
+            ),
+    }));
+  }
+
+  if (options?.onlyLastText) {
+    processedMessages = processedMessages.map((m) => ({
+      ...m,
+      parts: [
+        findLastElementWith(m?.parts, (p) => p.type === "text") || {
+          type: "text",
+          text: "",
+          input: {},
+        },
+      ],
+    }));
+  }
+
+  // console.log(
+  //   "processedMessages",
+  //   JSON.stringify(convertToModelMessages(processedMessages), null, 2)
+  // );
+  return processedMessages;
+};
diff --git a/examples/contact-extractor-agent/lib/studio/helpers/prettyprint.ts b/examples/contact-extractor-agent/lib/studio/helpers/prettyprint.ts
new file mode 100644
index 0000000..f3e542e
--- /dev/null
+++ b/examples/contact-extractor-agent/lib/studio/helpers/prettyprint.ts
@@ -0,0 +1,258 @@
+export const numberWithCommas = (x: number | string) => {
+  if (!x) return "0";
+  const parts: any = x.toString().split(".");
+  if (!parts || parts.length < 1) return "0";
+  parts[0] = parts[0]?.replace(/\B(?=(\d{3})+(?!\d))/g, ",");
+  return parts.join(".");
+};
+
+export function replaceLast(x: string, y: string, z: string) {
+  const pos = x.lastIndexOf(y);
+  x = x.substring(0, pos) + z + x.substring(pos + y.length);
+  return x;
+}
+
+// Captures 0x + 4 characters, then the last 4 characters.
+const truncateRegex = /^(0x[a-zA-Z0-9]{4})[a-zA-Z0-9]+([a-zA-Z0-9]{4})$/;
+
+export const prettyEthAddress = (address: string) => {
+  if (!address) return "";
+  const match = address.match(truncateRegex);
+  if (!match) return address;
+  return `${match[1]}…${match[2]}`;
+};
+
+export const prettyPrintDateAndTime = (date_timestamp: string) => {
+  if (!date_timestamp) return "";
+  const dt = new Date();
+  dt.setTime(parseInt(date_timestamp) * 1000);
+  return `${dt.toLocaleDateString()} | ${dt.toLocaleTimeString()}`;
+};
+
+export const prettySinceTime = (date_string: string) => {
+  if (!date_string) return "";
+  const dt = new Date(date_string);
+  const seconds = Math.floor(((new Date() as any) - (dt as any)) / 1000);
+  let interval = seconds / 86400;
+  if (interval > 1) {
+    const days = Math.floor(interval);
+    return `${days} day${days > 1 ? "s" : ""} ago`;
+  }
+  interval = seconds / 3600;
+  if (interval > 1) {
+    const hourse = Math.floor(interval);
+    return `${hourse} hour${hourse > 1 ? "s" : ""} ago`;
+  }
+  interval = seconds / 60;
+  if (interval > 1) {
+    return `${Math.floor(interval)} minutes ago`;
+  }
+  return `${Math.floor(seconds)} seconds ago`;
+};
+
+export const prettySinceTimeFromMillis = (dt: number) => {
+  const seconds = Math.floor(((new Date() as any) - (dt as any)) / 1000);
+  let interval = seconds / 86400;
+  if (interval > 1) {
+    const days = Math.floor(interval);
+    return `${days} day${days > 1 ? "s" : ""} ago`;
+  }
+  interval = seconds / 3600;
+  if (interval > 1) {
+    const hourse = Math.floor(interval);
+    return `${hourse} hour${hourse > 1 ? "s" : ""} ago`;
+  }
+  interval = seconds / 60;
+  if (interval > 1) {
+    return `${Math.floor(interval)} minutes ago`;
+  }
+  return `${Math.floor(seconds)} seconds ago`;
+};
+
+export const formatNumberToText = (
+  amount: string | number,
+  nodecimals = false,
+  decimals = 3
+) => {
+  const out_amount = typeof amount === "string" ? parseFloat(amount) : amount;
+  if (nodecimals || decimals === 0)
+    return numberWithCommas(out_amount?.toFixed(0));
+  return numberWithCommas(parseFloat(out_amount?.toFixed(decimals)));
+};
+
+export const formatTextToNumber = (amount: string | number) => {
+  if (amount == null) return 0;
+  const out_amount = typeof amount === "number" ? amount.toString() : amount;
+  return parseFloat(out_amount?.replace(/[^\d.]/g, ""));
+};
+
+export const generateUUID = () => {
+  let d = new Date().getTime(); //Timestamp
+  let d2 =
+    (typeof performance !== "undefined" &&
+      performance.now &&
+      performance.now() * 1000) ||
+    0; //Time in microseconds since page-load or 0 if unsupported
+  return "xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx".replace(/[xy]/g, function (c) {
+    let r = Math.random() * 16; //random number between 0 and 16
+    if (d > 0) {
+      //Use timestamp until depleted
+      r = (d + r) % 16 | 0;
+      d = Math.floor(d / 16);
+    } else {
+      //Use microseconds since page-load if supported
+      r = (d2 + r) % 16 | 0;
+      d2 = Math.floor(d2 / 16);
+    }
+    return (c === "x" ? r : (r & 0x3) | 0x8).toString(16);
+  });
+};
+
+// a function to print date in Nov 03 format
+export const prettyPrintDateInMMMDD = (date: Date) => {
+  const month = date.toLocaleString("default", { month: "short" });
+  const day = date.getDate();
+  return `${month} ${day}`;
+};
+
+export const getDateInFormat = (
+  pattern: "full" | "dayname" | "mmm" | "daytype" | ""
+) => {
+  const date = new Date();
+  const day = date.getDay();
+  const year = date.getFullYear();
+  const dayName = date.toLocaleString("default", { weekday: "long" });
+  const monthName = date.toLocaleString("default", { month: "long" });
+  const monthShortName = date.toLocaleString("default", { month: "short" });
+  if (pattern === "full") return `${dayName}, ${day} ${monthName} ${year}`;
+  if (pattern === "dayname") return `${dayName}`;
+  if (pattern === "mmm") return `${monthShortName} ${date.getDate()}`;
+  // check if day is weekday
+  const isWeekday = day > 0 && day < 6;
+  if (pattern === "daytype") return `${isWeekday ? "weekdays" : "weekends"}`;
+  return `${monthName} ${day}`;
+};
+
+export const getTimeInFormat = () => {
+  const date = new Date();
+  // get time in a timezone
+  const hours = date.getHours();
+  const minutes = date.getMinutes();
+  return `${hours}:${minutes} ${date.getHours() >= 12 ? "PM" : "AM"}`;
+};
+
+export const prettyPrintDuration = (startTime: string, endTime: string) => {
+  const start = new Date(startTime);
+  const end = new Date(endTime);
+  const diff = end.getTime() - start.getTime();
+
+  const hours = Math.floor(diff / 3600000);
+  const minutes = Math.floor((diff % 3600000) / 60000);
+  const seconds = Math.floor((diff % 60000) / 1000);
+
+  if (hours > 0) return `${hours}h ${minutes}m`;
+  if (minutes > 0) return `${minutes}m`;
+  return `${seconds}s`;
+};
+
+export const convertMinutesToSeconds = (minutes: number): number => {
+  return minutes * 60;
+};
+
+export const convertSecondsToMinutes = (seconds: number): number => {
+  return seconds / 60;
+};
+
+export const convertBytes = (
+  bytes: number,
+  fromUnit: "B" | "KB" | "MB" | "GB" | "TB",
+  toUnit: "B" | "KB" | "MB" | "GB" | "TB"
+): number => {
+  const units = {
+    B: 1,
+    KB: 1024,
+    MB: 1024 * 1024,
+    GB: 1024 * 1024 * 1024,
+    TB: 1024 * 1024 * 1024 * 1024,
+  };
+
+  const bytesValue = bytes * units[fromUnit];
+  return bytesValue / units[toUnit];
+};
+
+export const formatNumberToShort = (num: number): string => {
+  if (num >= 1000000000) {
+    return (num / 1000000000).toFixed(1).replace(/\.0$/, "") + "B";
+  }
+  if (num >= 1000000) {
+    return (num / 1000000).toFixed(1).replace(/\.0$/, "") + "M";
+  }
+  if (num >= 1000) {
+    return (num / 1000).toFixed(1).replace(/\.0$/, "") + "K";
+  }
+  return num + "";
+};
+
+export const formatBytesToReadable = (bytes: number): string => {
+  if (bytes === 0) return "0 B";
+
+  const k = 1024;
+  const sizes = ["B", "KB", "MB", "GB", "TB"];
+  const i = Math.floor(Math.log(bytes) / Math.log(k));
+
+  return parseFloat((bytes / Math.pow(k, i)).toFixed(2)) + " " + sizes[i];
+};
+
+export const formatNumberToPercentage = (
+  num: number,
+  decimals: number = 1
+): string => {
+  return `${(num * 100).toFixed(decimals)}%`;
+};
+
+export const formatNumberToCurrency = (
+  num: number,
+  currency: string = "USD"
+): string => {
+  return new Intl.NumberFormat("en-US", {
+    style: "currency",
+    currency: currency,
+    minimumFractionDigits: 4,
+  }).format(num);
+};
+
+export const formatNumberToLocale = (
+  num: number,
+  locale: string = "en-US"
+): string => {
+  return new Intl.NumberFormat(locale).format(num);
+};
+
+export const formatNumberToFixed = (
+  num: number,
+  decimals: number = 2
+): string => {
+  return num.toFixed(decimals);
+};
+
+export const formatNumberToScientific = (
+  num: number,
+  decimals: number = 2
+): string => {
+  return num.toExponential(decimals);
+};
+
+export const formatNumberToOrdinal = (num: number): string => {
+  const j = num % 10;
+  const k = num % 100;
+  if (j === 1 && k !== 11) {
+    return num + "st";
+  }
+  if (j === 2 && k !== 12) {
+    return num + "nd";
+  }
+  if (j === 3 && k !== 13) {
+    return num + "rd";
+  }
+  return num + "th";
+};
diff --git a/examples/contact-extractor-agent/lib/studio/html/decode.ts b/examples/contact-extractor-agent/lib/studio/html/decode.ts
new file mode 100644
index 0000000..6140102
--- /dev/null
+++ b/examples/contact-extractor-agent/lib/studio/html/decode.ts
@@ -0,0 +1,15 @@
+export const decodeHtmlEntities = (text: string): string => {
+  if (typeof window === 'undefined') {
+    // Basic fallback for server-side rendering
+    return text
+      .replace(/&amp;/g, '&')
+      .replace(/&lt;/g, '<')
+      .replace(/&gt;/g, '>')
+      .replace(/&quot;/g, '"')
+      .replace(/&#39;/g, "'");
+  }
+
+  const textarea = document.createElement('textarea');
+  textarea.innerHTML = text;
+  return textarea.value;
+};
diff --git a/examples/contact-extractor-agent/lib/studio/services/RestSdk.ts b/examples/contact-extractor-agent/lib/studio/services/RestSdk.ts
new file mode 100644
index 0000000..b72d14d
--- /dev/null
+++ b/examples/contact-extractor-agent/lib/studio/services/RestSdk.ts
@@ -0,0 +1,97 @@
+export const RestSdk = {
+  getData: (url: string, body: any) => {
+    return new Promise<any>(async (resolve, reject) => {
+      try {
+        const options: any = {
+          method: 'GET',
+        };
+        if (body && Object.keys(body).length > 0)
+          options.body = JSON.stringify(body);
+        //console.log(url, options);
+        const res = await fetch(url, options);
+        if (res.ok) {
+          const result = await res.json();
+          return resolve(result as any);
+        } else {
+          return reject((await res.json()) as any);
+        }
+      } catch (e) {
+        console.log(e);
+        return reject(e as any);
+      }
+    });
+  },
+  postData: (url: string, data: any) => {
+    return new Promise<any>(async (resolve, reject) => {
+      try {
+        const res = await fetch(url, {
+          method: 'POST',
+          headers: {
+            'Content-Type': 'application/json',
+          },
+          body: JSON.stringify(data),
+        });
+        if (res.ok) {
+          const result = await res.json();
+          return resolve(result);
+        } else {
+          return reject((await res.json()) as any);
+        }
+      } catch (e) {
+        console.log(e);
+        return reject(e as any);
+      }
+    });
+  },
+  putData: (url: string, data: any) => {
+    return new Promise<any>(async (resolve, reject) => {
+      try {
+        const res = await fetch(url, {
+          method: 'PUT',
+          headers: {
+            'Content-Type': 'application/json',
+          },
+          body: JSON.stringify(data),
+        });
+        // console.log(await res.json());
+        if (res.ok) {
+          const result = await res.json();
+
+          return resolve(result);
+        } else if (res.status === 409) {
+          const result = await res.json();
+
+          throw result.error;
+        } else {
+          return reject(res.status as any);
+        }
+      } catch (e) {
+        console.log(e);
+        return reject(e as any);
+      }
+    });
+  },
+  deleteData: (url: string, data: any) => {
+    return new Promise<any>(async (resolve, reject) => {
+      try {
+        const res = await fetch(url, {
+          method: 'DELETE',
+          headers: {
+            'Content-Type': 'application/json',
+          },
+          body: JSON.stringify(data),
+        });
+        // console.log(res);
+        if (res.ok) {
+          const result = await res.json();
+          return resolve(result);
+        } else {
+          return reject(res.status as any);
+        }
+      } catch (e) {
+        console.log(e);
+        return reject(e as any);
+      }
+    });
+  },
+};
diff --git a/examples/contact-extractor-agent/lib/utils.ts b/examples/contact-extractor-agent/lib/utils.ts
new file mode 100644
index 0000000..bd0c391
--- /dev/null
+++ b/examples/contact-extractor-agent/lib/utils.ts
@@ -0,0 +1,6 @@
+import { clsx, type ClassValue } from "clsx"
+import { twMerge } from "tailwind-merge"
+
+export function cn(...inputs: ClassValue[]) {
+  return twMerge(clsx(inputs))
+}
diff --git a/examples/contact-extractor-agent/microfox.config.ts b/examples/contact-extractor-agent/microfox.config.ts
new file mode 100644
index 0000000..0fb167a
--- /dev/null
+++ b/examples/contact-extractor-agent/microfox.config.ts
@@ -0,0 +1,28 @@
+export const StudioConfig = {
+  appName: 'Perplexity Clone',
+  appDescription:
+    'A clone of Perplexity built with AI Router & Ai SDk - Uses Brave, Google Search & Gemini a the LLM Model, All of which can be further configured.',
+  projectInfo: {
+    framework: 'next-js',
+  },
+  studioSettings: {
+    protection: {
+      enabled: false,
+      credentials: {
+        email: process.env.MICROFOX_PROTECTION_EMAIL,
+        password: process.env.MICROFOX_PROTECTION_PASSWORD,
+      },
+    },
+    database: {
+      type: 'local', // local | upstash-redis,
+      credentials: {
+        url: process.env.UPSTASH_REDIS_REST_URL,
+        token: process.env.UPSTASH_REDIS_REST_TOKEN,
+      },
+      fileUpload: {
+        enabled: true,
+        apiKey: process.env.SERVER_SECRET_API_KEY,
+      },
+    },
+  },
+};
diff --git a/examples/contact-extractor-agent/next.config.ts b/examples/contact-extractor-agent/next.config.ts
new file mode 100644
index 0000000..51c30e9
--- /dev/null
+++ b/examples/contact-extractor-agent/next.config.ts
@@ -0,0 +1,16 @@
+import type { NextConfig } from "next";
+
+const nextConfig: NextConfig = {
+  /* config options here */
+    serverExternalPackages: [
+      'puppeteer',
+      'puppeteer-core',
+      'puppeteer-extra',
+      'puppeteer-extra-plugin-stealth',
+      // 'jsdom',
+      // 'mongodb',
+      // '@microfox/rag-upstash'
+    ],
+};
+
+export default nextConfig;
diff --git a/examples/contact-extractor-agent/package.json b/examples/contact-extractor-agent/package.json
new file mode 100644
index 0000000..357b155
--- /dev/null
+++ b/examples/contact-extractor-agent/package.json
@@ -0,0 +1,73 @@
+{
+  "name": "contact-extractor-agent",
+  "version": "0.1.0",
+  "private": true,
+  "type": "module",
+  "scripts": {
+    "dev": "concurrently \"npm:dev:next\" \"npm:dev:ai\"",
+    "dev:ai": "ai-router dev -e app/ai/index.ts",
+    "dev:next": "npm run build:ai && next dev",
+    "build:ai": "ai-router build -e app/ai/index.ts",
+    "build": "npm run build:ai && next build",
+    "start": "next start",
+    "lint": "eslint"
+  },
+  "dependencies": {
+    "@ai-sdk/google": "^2.0.17",
+    "@ai-sdk/react": "^2.0.56",
+    "@dnd-kit/core": "^6.3.1",
+    "@dnd-kit/modifiers": "^9.0.0",
+    "@dnd-kit/sortable": "^10.0.0",
+    "@dnd-kit/utilities": "^3.2.2",
+    "@microfox/ai-router": "*",
+    "@microfox/puppeteer-sls": "latest",
+    "@microfox/rag-upstash": "latest",
+    "@radix-ui/react-avatar": "^1.1.10",
+    "@radix-ui/react-checkbox": "^1.3.3",
+    "@radix-ui/react-dialog": "^1.1.15",
+    "@radix-ui/react-dropdown-menu": "^2.1.16",
+    "@radix-ui/react-label": "^2.1.7",
+    "@radix-ui/react-select": "^2.2.6",
+    "@radix-ui/react-separator": "^1.1.7",
+    "@radix-ui/react-slot": "^1.2.3",
+    "@radix-ui/react-tabs": "^1.1.13",
+    "@radix-ui/react-toggle": "^1.1.10",
+    "@radix-ui/react-toggle-group": "^1.1.11",
+    "@radix-ui/react-tooltip": "^1.2.8",
+    "@tabler/icons-react": "^3.35.0",
+    "@tanstack/react-table": "^8.21.3",
+    "ai": "^5.0.56",
+    "class-variance-authority": "^0.7.1",
+    "clsx": "^2.1.1",
+    "dedent": "^1.7.0",
+    "jsdom": "^24.1.1",
+    "lucide-react": "^0.542.0",
+    "mongodb": "^6.8.0",
+    "nanoid": "^5.0.7",
+    "next": "15.5.0",
+    "next-themes": "^0.4.6",
+    "puppeteer": "^24.22.0",
+    "react": "19.1.0",
+    "react-dom": "19.1.0",
+    "react-resizable-panels": "^3.0.5",
+    "recharts": "^2.15.4",
+    "sonner": "^2.0.7",
+    "tailwind-merge": "^3.3.1",
+    "vaul": "^1.1.2",
+    "zod": "^4.1.11"
+  },
+  "devDependencies": {
+    "@eslint/eslintrc": "^3",
+    "@microfox/ai-router-cli": "*",
+    "@tailwindcss/postcss": "^4",
+    "@types/jsdom": "^21.1.7",
+    "@types/node": "^20",
+    "@types/react": "^19",
+    "@types/react-dom": "^19",
+    "concurrently": "^8.2.2",
+    "eslint": "^9",
+    "eslint-config-next": "15.5.0",
+    "tailwindcss": "^4",
+    "typescript": "^5"
+  }
+}
diff --git a/examples/contact-extractor-agent/postcss.config.mjs b/examples/contact-extractor-agent/postcss.config.mjs
new file mode 100644
index 0000000..c7bcb4b
--- /dev/null
+++ b/examples/contact-extractor-agent/postcss.config.mjs
@@ -0,0 +1,5 @@
+const config = {
+  plugins: ["@tailwindcss/postcss"],
+};
+
+export default config;
diff --git a/examples/contact-extractor-agent/public/file.svg b/examples/contact-extractor-agent/public/file.svg
new file mode 100644
index 0000000..004145c
--- /dev/null
+++ b/examples/contact-extractor-agent/public/file.svg
@@ -0,0 +1 @@
+<svg fill="none" viewBox="0 0 16 16" xmlns="http://www.w3.org/2000/svg"><path d="M14.5 13.5V5.41a1 1 0 0 0-.3-.7L9.8.29A1 1 0 0 0 9.08 0H1.5v13.5A2.5 2.5 0 0 0 4 16h8a2.5 2.5 0 0 0 2.5-2.5m-1.5 0v-7H8v-5H3v12a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1M9.5 5V2.12L12.38 5zM5.13 5h-.62v1.25h2.12V5zm-.62 3h7.12v1.25H4.5zm.62 3h-.62v1.25h7.12V11z" clip-rule="evenodd" fill="#666" fill-rule="evenodd"/></svg>
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/public/globe.svg b/examples/contact-extractor-agent/public/globe.svg
new file mode 100644
index 0000000..567f17b
--- /dev/null
+++ b/examples/contact-extractor-agent/public/globe.svg
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><g clip-path="url(#a)"><path fill-rule="evenodd" clip-rule="evenodd" d="M10.27 14.1a6.5 6.5 0 0 0 3.67-3.45q-1.24.21-2.7.34-.31 1.83-.97 3.1M8 16A8 8 0 1 0 8 0a8 8 0 0 0 0 16m.48-1.52a7 7 0 0 1-.96 0H7.5a4 4 0 0 1-.84-1.32q-.38-.89-.63-2.08a40 40 0 0 0 3.92 0q-.25 1.2-.63 2.08a4 4 0 0 1-.84 1.31zm2.94-4.76q1.66-.15 2.95-.43a7 7 0 0 0 0-2.58q-1.3-.27-2.95-.43a18 18 0 0 1 0 3.44m-1.27-3.54a17 17 0 0 1 0 3.64 39 39 0 0 1-4.3 0 17 17 0 0 1 0-3.64 39 39 0 0 1 4.3 0m1.1-1.17q1.45.13 2.69.34a6.5 6.5 0 0 0-3.67-3.44q.65 1.26.98 3.1M8.48 1.5l.01.02q.41.37.84 1.31.38.89.63 2.08a40 40 0 0 0-3.92 0q.25-1.2.63-2.08a4 4 0 0 1 .85-1.32 7 7 0 0 1 .96 0m-2.75.4a6.5 6.5 0 0 0-3.67 3.44 29 29 0 0 1 2.7-.34q.31-1.83.97-3.1M4.58 6.28q-1.66.16-2.95.43a7 7 0 0 0 0 2.58q1.3.27 2.95.43a18 18 0 0 1 0-3.44m.17 4.71q-1.45-.12-2.69-.34a6.5 6.5 0 0 0 3.67 3.44q-.65-1.27-.98-3.1" fill="#666"/></g><defs><clipPath id="a"><path fill="#fff" d="M0 0h16v16H0z"/></clipPath></defs></svg>
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/public/next.svg b/examples/contact-extractor-agent/public/next.svg
new file mode 100644
index 0000000..5174b28
--- /dev/null
+++ b/examples/contact-extractor-agent/public/next.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 394 80"><path fill="#000" d="M262 0h68.5v12.7h-27.2v66.6h-13.6V12.7H262V0ZM149 0v12.7H94v20.4h44.3v12.6H94v21h55v12.6H80.5V0h68.7zm34.3 0h-17.8l63.8 79.4h17.9l-32-39.7 32-39.6h-17.9l-23 28.6-23-28.6zm18.3 56.7-9-11-27.1 33.7h17.8l18.3-22.7z"/><path fill="#000" d="M81 79.3 17 0H0v79.3h13.6V17l50.2 62.3H81Zm252.6-.4c-1 0-1.8-.4-2.5-1s-1.1-1.6-1.1-2.6.3-1.8 1-2.5 1.6-1 2.6-1 1.8.3 2.5 1a3.4 3.4 0 0 1 .6 4.3 3.7 3.7 0 0 1-3 1.8zm23.2-33.5h6v23.3c0 2.1-.4 4-1.3 5.5a9.1 9.1 0 0 1-3.8 3.5c-1.6.8-3.5 1.3-5.7 1.3-2 0-3.7-.4-5.3-1s-2.8-1.8-3.7-3.2c-.9-1.3-1.4-3-1.4-5h6c.1.8.3 1.6.7 2.2s1 1.2 1.6 1.5c.7.4 1.5.5 2.4.5 1 0 1.8-.2 2.4-.6a4 4 0 0 0 1.6-1.8c.3-.8.5-1.8.5-3V45.5zm30.9 9.1a4.4 4.4 0 0 0-2-3.3 7.5 7.5 0 0 0-4.3-1.1c-1.3 0-2.4.2-3.3.5-.9.4-1.6 1-2 1.6a3.5 3.5 0 0 0-.3 4c.3.5.7.9 1.3 1.2l1.8 1 2 .5 3.2.8c1.3.3 2.5.7 3.7 1.2a13 13 0 0 1 3.2 1.8 8.1 8.1 0 0 1 3 6.5c0 2-.5 3.7-1.5 5.1a10 10 0 0 1-4.4 3.5c-1.8.8-4.1 1.2-6.8 1.2-2.6 0-4.9-.4-6.8-1.2-2-.8-3.4-2-4.5-3.5a10 10 0 0 1-1.7-5.6h6a5 5 0 0 0 3.5 4.6c1 .4 2.2.6 3.4.6 1.3 0 2.5-.2 3.5-.6 1-.4 1.8-1 2.4-1.7a4 4 0 0 0 .8-2.4c0-.9-.2-1.6-.7-2.2a11 11 0 0 0-2.1-1.4l-3.2-1-3.8-1c-2.8-.7-5-1.7-6.6-3.2a7.2 7.2 0 0 1-2.4-5.7 8 8 0 0 1 1.7-5 10 10 0 0 1 4.3-3.5c2-.8 4-1.2 6.4-1.2 2.3 0 4.4.4 6.2 1.2 1.8.8 3.2 2 4.3 3.4 1 1.4 1.5 3 1.5 5h-5.8z"/></svg>
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/public/vercel.svg b/examples/contact-extractor-agent/public/vercel.svg
new file mode 100644
index 0000000..7705396
--- /dev/null
+++ b/examples/contact-extractor-agent/public/vercel.svg
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1155 1000"><path d="m577.3 0 577.4 1000H0z" fill="#fff"/></svg>
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/public/window.svg b/examples/contact-extractor-agent/public/window.svg
new file mode 100644
index 0000000..b2b2a44
--- /dev/null
+++ b/examples/contact-extractor-agent/public/window.svg
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path fill-rule="evenodd" clip-rule="evenodd" d="M1.5 2.5h13v10a1 1 0 0 1-1 1h-11a1 1 0 0 1-1-1zM0 1h16v11.5a2.5 2.5 0 0 1-2.5 2.5h-11A2.5 2.5 0 0 1 0 12.5zm3.75 4.5a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5M7 4.75a.75.75 0 1 1-1.5 0 .75.75 0 0 1 1.5 0m1.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5" fill="#666"/></svg>
\ No newline at end of file
diff --git a/examples/contact-extractor-agent/tsconfig.json b/examples/contact-extractor-agent/tsconfig.json
new file mode 100644
index 0000000..d8b9323
--- /dev/null
+++ b/examples/contact-extractor-agent/tsconfig.json
@@ -0,0 +1,27 @@
+{
+  "compilerOptions": {
+    "target": "ES2017",
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "bundler",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "preserve",
+    "incremental": true,
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": ["./*"]
+    }
+  },
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "exclude": ["node_modules"]
+}
diff --git a/package-lock.json b/package-lock.json
index 50cfa65..0750e84 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -36,236 +36,122 @@
         "node": ">=20.0.0"
       }
     },
-    "examples/next-job-assist": {
+    "examples/contact-extractor-agent": {
       "version": "0.1.0",
       "dependencies": {
-        "@ai-sdk/google": "^2.0.11",
-        "@ai-sdk/react": "^2.0.51",
-        "@hookform/resolvers": "^5.2.1",
-        "@microfox/ai-router": "^2.0.0",
-        "@microfox/brave": "^1.2.3",
-        "@microfox/db-upstash": "^1.1.8",
-        "@microfox/types": "^1.0.16",
-        "@radix-ui/react-accordion": "^1.2.12",
-        "@radix-ui/react-alert-dialog": "^1.1.15",
-        "@radix-ui/react-aspect-ratio": "^1.1.7",
+        "@ai-sdk/google": "^2.0.17",
+        "@ai-sdk/react": "^2.0.56",
+        "@dnd-kit/core": "^6.3.1",
+        "@dnd-kit/modifiers": "^9.0.0",
+        "@dnd-kit/sortable": "^10.0.0",
+        "@dnd-kit/utilities": "^3.2.2",
+        "@microfox/ai-router": "*",
+        "@microfox/puppeteer-sls": "latest",
+        "@microfox/rag-upstash": "latest",
         "@radix-ui/react-avatar": "^1.1.10",
         "@radix-ui/react-checkbox": "^1.3.3",
-        "@radix-ui/react-collapsible": "^1.1.12",
-        "@radix-ui/react-context-menu": "^2.2.16",
         "@radix-ui/react-dialog": "^1.1.15",
         "@radix-ui/react-dropdown-menu": "^2.1.16",
-        "@radix-ui/react-hover-card": "^1.1.15",
         "@radix-ui/react-label": "^2.1.7",
-        "@radix-ui/react-menubar": "^1.1.16",
-        "@radix-ui/react-navigation-menu": "^1.2.14",
-        "@radix-ui/react-popover": "^1.1.15",
-        "@radix-ui/react-progress": "^1.1.7",
-        "@radix-ui/react-radio-group": "^1.3.8",
-        "@radix-ui/react-scroll-area": "^1.2.10",
         "@radix-ui/react-select": "^2.2.6",
         "@radix-ui/react-separator": "^1.1.7",
-        "@radix-ui/react-slider": "^1.3.6",
         "@radix-ui/react-slot": "^1.2.3",
-        "@radix-ui/react-switch": "^1.2.6",
         "@radix-ui/react-tabs": "^1.1.13",
         "@radix-ui/react-toggle": "^1.1.10",
         "@radix-ui/react-toggle-group": "^1.1.11",
         "@radix-ui/react-tooltip": "^1.2.8",
-        "@tiptap/extension-code-block": "^3.3.0",
-        "@tiptap/extension-link": "^3.3.0",
-        "@tiptap/extension-table": "^3.3.0",
-        "@tiptap/extension-table-cell": "^3.3.0",
-        "@tiptap/extension-table-header": "^3.3.0",
-        "@tiptap/extension-table-row": "^3.3.0",
-        "@tiptap/react": "^3.3.0",
-        "@tiptap/starter-kit": "^3.3.0",
-        "@upstash/redis": "^1.35.3",
-        "ai": "^5.0.51",
+        "@tabler/icons-react": "^3.35.0",
+        "@tanstack/react-table": "^8.21.3",
+        "ai": "^5.0.56",
         "class-variance-authority": "^0.7.1",
         "clsx": "^2.1.1",
-        "cmdk": "^1.1.1",
-        "date-fns": "^4.1.0",
-        "dayjs": "^1.11.18",
         "dedent": "^1.7.0",
-        "embla-carousel-react": "^8.6.0",
-        "framer-motion": "^12.23.12",
-        "input-otp": "^1.4.2",
+        "jsdom": "^24.1.1",
         "lucide-react": "^0.542.0",
+        "mongodb": "^6.8.0",
+        "nanoid": "^5.0.7",
         "next": "15.5.0",
         "next-themes": "^0.4.6",
+        "puppeteer": "^24.22.0",
         "react": "19.1.0",
-        "react-day-picker": "^9.9.0",
         "react-dom": "19.1.0",
-        "react-hook-form": "^7.62.0",
-        "react-resizable-panels": "^3.0.6",
+        "react-resizable-panels": "^3.0.5",
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       "dev": true,
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       "dependencies": {
-        "ansi-styles": "^4.1.0",
-        "supports-color": "^7.1.0"
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+        "rollup": "^4.20.0"
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+        "vite": "bin/vite.js"
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+        "node": "^18.0.0 || >=20.0.0"
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       "funding": {
-        "url": "https://github.com/chalk/chalk?sponsor=1"
+        "url": "https://github.com/vitejs/vite?sponsor=1"
+      },
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+        "fsevents": "~2.3.3"
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+        "sass": "*",
+        "sass-embedded": "*",
+        "stylus": "*",
+        "sugarss": "*",
+        "terser": "^5.4.0"
+      },
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+        "@types/node": {
+          "optional": true
+        },
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+          "optional": true
+        },
+        "lightningcss": {
+          "optional": true
+        },
+        "sass": {
+          "optional": true
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+        "sass-embedded": {
+          "optional": true
+        },
+        "stylus": {
+          "optional": true
+        },
+        "sugarss": {
+          "optional": true
+        },
+        "terser": {
+          "optional": true
+        }
       }
     },
-    "packages/ai-studio/node_modules/eslint": {
-      "version": "9.35.0",
+    "packages/ai-studio/node_modules/vitest": {
+      "version": "1.6.1",
+      "resolved": "https://registry.npmjs.org/vitest/-/vitest-1.6.1.tgz",
+      "integrity": "sha512-Ljb1cnSJSivGN0LqXd/zmDbWEM0RNNg2t1QW/XUhYl/qPqyu7CsqeWtqQXHVaJsecLPuDoak2oJcZN2QoRIOag==",
       "dev": true,
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-        "optionator": "^0.9.3"
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+        "@vitest/utils": "1.6.1",
+        "acorn-walk": "^8.3.2",
+        "chai": "^4.3.10",
+        "debug": "^4.3.4",
+        "execa": "^8.0.1",
+        "local-pkg": "^0.5.0",
+        "magic-string": "^0.30.5",
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+        "tinybench": "^2.5.1",
+        "tinypool": "^0.8.3",
+        "vite": "^5.0.0",
+        "vite-node": "1.6.1",
+        "why-is-node-running": "^2.2.2"
       },
       "bin": {
-        "eslint": "bin/eslint.js"
+        "vitest": "vitest.mjs"
       },
       "engines": {
-        "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
+        "node": "^18.0.0 || >=20.0.0"
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       "funding": {
-        "url": "https://eslint.org/donate"
+        "url": "https://opencollective.com/vitest"
       },
       "peerDependencies": {
-        "jiti": "*"
+        "@edge-runtime/vm": "*",
+        "@types/node": "^18.0.0 || >=20.0.0",
+        "@vitest/browser": "1.6.1",
+        "@vitest/ui": "1.6.1",
+        "happy-dom": "*",
+        "jsdom": "*"
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-        "jiti": {
+        "@edge-runtime/vm": {
+          "optional": true
+        },
+        "@types/node": {
+          "optional": true
+        },
+        "@vitest/browser": {
+          "optional": true
+        },
+        "@vitest/ui": {
+          "optional": true
+        },
+        "happy-dom": {
+          "optional": true
+        },
+        "jsdom": {
           "optional": true
         }
       }
     },
-    "packages/ai-studio/node_modules/undici-types": {
-      "version": "5.26.5",
-      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.26.5.tgz",
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-      "dev": true,
-      "license": "MIT"
+    "packages/ai-studio/node_modules/zod": {
+      "version": "4.1.11",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-4.1.11.tgz",
+      "integrity": "sha512-WPsqwxITS2tzx1bzhIKsEs19ABD5vmCVa4xBo2tq/SrV4RNZtfws1EnCWQXM6yh8bD08a1idvkB5MZSBiZsjwg==",
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
     }
   }
 }
diff --git a/package.json b/package.json
index d1d6a22..526d024 100644
--- a/package.json
+++ b/package.json
@@ -3,6 +3,7 @@
   "version": "1.0.0",
   "scripts": {
     "pack": "node scripts/pack.mjs",
+    "build": "turbo build",
     "changeset": "changeset",
     "ci:release": "turbo clean && changeset publish",
     "ci:version": "changeset version && npm install"
diff --git a/packages/ai-router-cli/package.json b/packages/ai-router-cli/package.json
new file mode 100644
index 0000000..c64dc83
--- /dev/null
+++ b/packages/ai-router-cli/package.json
@@ -0,0 +1,38 @@
+{
+  "name": "@microfox/ai-router-cli",
+  "version": "1.0.0",
+  "main": "./dist/index.js",
+  "module": "./dist/index.mjs",
+  "types": "./dist/index.d.ts",
+  "files": [
+    "dist/**",
+    "CHANGELOG.md"
+  ],
+  "bin": {
+    "ai-router": "./dist/index.js"
+  },
+  "scripts": {
+    "build": "tsup",
+    "dev": "tsup --watch",
+    "prepack": "npm run build"
+  },
+  "dependencies": {
+    "@babel/parser": "^7.24.7",
+    "@babel/traverse": "^7.24.7",
+    "@types/babel__traverse": "^7.20.5",
+    "chalk": "^5.3.0",
+    "chokidar": "^3.6.0",
+    "commander": "^12.1.0",
+    "cosmiconfig": "^9.0.0",
+    "esbuild": "^0.23.0",
+    "fs-extra": "^11.2.0",
+    "ts-morph": "^22.0.0",
+    "zod": "^4.1.11"
+  },
+  "devDependencies": {
+    "@types/fs-extra": "^11.0.4",
+    "@types/node": "^20.14.9",
+    "tsup": "^8.1.0",
+    "typescript": "^5.5.2"
+  }
+}
diff --git a/packages/ai-router-cli/plan/dev.md b/packages/ai-router-cli/plan/dev.md
new file mode 100644
index 0000000..6166ecc
--- /dev/null
+++ b/packages/ai-router-cli/plan/dev.md
@@ -0,0 +1,34 @@
+# `ai-router build` and `dev` Commands
+
+To improve performance, the `ai-router` CLI provides `build` and `dev` commands to pre-compute the router's registry of agents and tools.
+
+## `ai-router build`
+
+This command generates a static registry file for your AI router. This is ideal for production environments.
+
+### Usage
+
+```bash
+npx ai-router build [options]
+```
+
+### Options
+
+-   `-e, --entry <path>`: Path to the entry file exporting the `AiRouter` instance (default: `"app/ai/index.ts"`).
+-   `-o, --output <path>`: Path to the output directory for the static registry file (default: `"app/ai"`).
+
+## `ai-router dev`
+
+This command starts a file watcher that automatically rebuilds the static registry whenever you make changes to your AI agents.
+
+### Usage
+
+```bash
+npx ai-router dev [options]
+```
+
+### Options
+
+-   `-e, --entry <path>`: Path to the entry file exporting the `AiRouter` instance (default: `"app/ai/index.ts"`).
+-   `-o, --output <path>`: Path to the output directory for the static registry file (default: `"app/ai"`).
+-   `-w, --watch <path>`: Directory to watch for changes (default: `"app/ai"`).
\ No newline at end of file
diff --git a/packages/ai-router-cli/src/commands/build.ts b/packages/ai-router-cli/src/commands/build.ts
new file mode 100644
index 0000000..a4e5151
--- /dev/null
+++ b/packages/ai-router-cli/src/commands/build.ts
@@ -0,0 +1,22 @@
+import { Command } from 'commander';
+import { generateRegistry } from '../core/registry';
+
+export const buildCommand = new Command()
+  .name('build')
+  .description('Build the AI router static registry.')
+  .option(
+    '-e, --entry <path>',
+    'Path to the entry file exporting the AiRouter instance.',
+    'app/ai/index.ts'
+  )
+  .option(
+    '-o, --output <path>',
+    'Path to the output directory for the static registry file.',
+    'app/ai'
+  )
+  .action(async (options) => {
+    const projectDir = process.cwd();
+    console.log('Building AI Router registry...');
+    await generateRegistry(projectDir, options.entry, options.output);
+    console.log('Build complete.');
+  });
diff --git a/packages/ai-router-cli/src/commands/dev.ts b/packages/ai-router-cli/src/commands/dev.ts
new file mode 100644
index 0000000..e00fb86
--- /dev/null
+++ b/packages/ai-router-cli/src/commands/dev.ts
@@ -0,0 +1,45 @@
+import { Command } from 'commander';
+import { generateRegistry } from '../core/registry';
+import chokidar from 'chokidar';
+import path from 'path';
+
+export const devCommand = new Command()
+  .name('dev')
+  .description('Watch for changes and automatically rebuild the AI router static registry.')
+  .option(
+    '-e, --entry <path>',
+    'Path to the entry file exporting the AiRouter instance.',
+    'app/ai/index.ts'
+  )
+  .option(
+    '-o, --output <path>',
+    'Path to the output directory for the static registry file.',
+    'app/ai'
+  )
+  .option(
+    '-w, --watch <path>',
+    'Directory to watch for changes.',
+    'app/ai'
+  )
+  .action(async (options) => {
+    const projectDir = process.cwd();
+    const watchDir = path.resolve(projectDir, options.watch);
+
+    console.log(`Watching for changes in: ${watchDir}`);
+
+    const build = async () => {
+      console.log('File change detected. Rebuilding AI Router registry...');
+      await generateRegistry(projectDir, options.entry, options.output);
+    };
+
+    // Initial build
+    await build();
+
+    const watcher = chokidar.watch(watchDir, {
+      ignored: /(^|[\/\\])\../, // ignore dotfiles
+      persistent: true,
+      ignoreInitial: true,
+    });
+
+    watcher.on('add', build).on('change', build).on('unlink', build);
+  });
diff --git a/packages/ai-router-cli/src/core/registry.ts b/packages/ai-router-cli/src/core/registry.ts
new file mode 100644
index 0000000..14ae0d5
--- /dev/null
+++ b/packages/ai-router-cli/src/core/registry.ts
@@ -0,0 +1,223 @@
+import path from 'path';
+import fs from 'fs-extra';
+import { AiRouter } from '@microfox/ai-router';
+import chalk from 'chalk';
+import { build } from 'esbuild';
+import { Project } from 'ts-morph';
+
+// Helper to recursively remove schema properties
+const removeSchemas = (obj: any): any => {
+  if (Array.isArray(obj)) {
+    return obj.map(removeSchemas);
+  }
+  if (obj !== null && typeof obj === 'object') {
+    const newObj: any = {};
+    for (const key in obj) {
+      if (key !== 'inputSchema' && key !== 'outputSchema') {
+        newObj[key] = removeSchemas(obj[key]);
+      }
+    }
+    return newObj;
+  }
+  return obj;
+};
+
+async function findRouterInstance(
+  filePath: string,
+  tempBuildDir: string,
+): Promise<AiRouter<any, any, any, any, any, any>> {
+  const outfile = path.join(tempBuildDir, 'router.cjs');
+
+  await build({
+    entryPoints: [filePath],
+    bundle: true,
+    outfile: outfile,
+    platform: 'node',
+    format: 'cjs',
+    target: 'node18',
+    plugins: [
+      {
+        name: 'make-all-packages-external',
+        setup(build) {
+          const filter = /^[^./]/;
+          build.onResolve({ filter }, (args) => {
+            if (!args.importer) {
+              return;
+            }
+            return {
+              path: args.path,
+              external: true,
+            };
+          });
+        },
+      },
+    ],
+  });
+
+  delete require.cache[require.resolve(outfile)];
+  const module = require(outfile);
+
+  for (const exportName in module) {
+    const exported = module[exportName];
+    if (
+      exported &&
+      typeof exported.registry === 'function' &&
+      exported.actAsToolDefinitions instanceof Map
+    ) {
+      return exported;
+    }
+  }
+
+  throw new Error(
+    `Could not find an exported AiRouter instance in ${filePath}. Make sure it's a default or named export.`,
+  );
+}
+
+export async function generateRegistry(
+  projectDir: string,
+  entryFile: string,
+  outputDir: string,
+  options?: { stripSchemas?: boolean },
+) {
+  const entryPath = path.resolve(projectDir, entryFile);
+  const outputDirResolved = path.resolve(projectDir, outputDir);
+  const tempBuildDir = path.join(projectDir, '.ai-router-build-temp');
+
+  try {
+    await fs.ensureDir(tempBuildDir);
+    await fs.ensureDir(outputDirResolved);
+
+    // 0) Generate RAW expanded types via ts-morph (no imports in final file)
+    const project = new Project({
+      compilerOptions: {
+        target: 99,
+        module: 99,
+        skipLibCheck: true,
+        esModuleInterop: true,
+        allowJs: false,
+        declaration: false,
+        allowImportingTsExtensions: true,
+      },
+    });
+
+    const relFromTempToEntry = path
+      .relative(tempBuildDir, entryPath)
+      .replace(/\\/g, '/');
+    const relImportNoExt = relFromTempToEntry.replace(/\.(ts|tsx|js|jsx)$/i, '');
+
+    const tempTypesSrcPath = path.join(tempBuildDir, '__ai_router_types_gen.ts');
+    const tempTypesSrc = `import type { InferUITools } from 'ai';
+import aiMainRouter from '${relImportNoExt}';
+const _tools = aiMainRouter.registry().tools;
+export type __AiRouterTools = InferUITools<typeof _tools>;
+`;
+    await fs.writeFile(tempTypesSrcPath, tempTypesSrc);
+
+    const sourceFile = project.createSourceFile(
+      tempTypesSrcPath,
+      tempTypesSrc,
+      { overwrite: true },
+    );
+    project.resolveSourceFileDependencies();
+
+    const diagnostics = project.getPreEmitDiagnostics();
+    if (diagnostics.length > 0) {
+      console.log('[ai-router-cli][types] diagnostics count:', diagnostics.length);
+      const first = diagnostics[0];
+      console.log(
+        '[ai-router-cli][types] first diagnostic:',
+        (first as any).getMessageText && (first as any).getMessageText?.(),
+      );
+    }
+
+    const typeAlias = sourceFile.getTypeAlias('__AiRouterTools');
+    if (!typeAlias) {
+      throw new Error('Failed to build AiRouterTools types: alias not found.');
+    }
+    const expandedTypeText = typeAlias.getType().getText(sourceFile);
+    console.log(
+      '[ai-router-cli][types] expanded type sample:',
+      expandedTypeText.slice(0, 200),
+    );
+
+    let finalTypesText = expandedTypeText;
+    if (!finalTypesText || finalTypesText.trim() === '' || finalTypesText.trim() === 'any') {
+      console.log(
+        '[ai-router-cli][types] Fallback: inferred type is any; generating minimal structural types from registry map after generation.',
+      );
+    }
+
+    let typesDtsContent = `// This file is auto-generated by the ai-router build command. Do not edit.
+export type AiRouterTools = ${finalTypesText || 'any'};
+`;
+    const typesDtsPath = path.join(outputDirResolved, 'types.d.ts');
+    await fs.writeFile(typesDtsPath, typesDtsContent);
+    console.log(
+      chalk.green(
+        `✅ Wrote types to ${path.relative(projectDir, typesDtsPath)}`,
+      ),
+    );
+
+    // 1) Execute router and compute registry
+    const aiMainRouter = await findRouterInstance(entryPath, tempBuildDir);
+
+    const registry = aiMainRouter.registry();
+
+    // If we fell back to any, build a structural type from registry.tools retaining schemas
+    if (!finalTypesText || finalTypesText.trim() === '' || finalTypesText.trim() === 'any') {
+      const toolKeys = Object.keys(registry.tools || {});
+      const lines: string[] = [];
+      lines.push('// This file is auto-generated by the ai-router build command. Do not edit.');
+      lines.push('export type AiRouterTools = {');
+      for (const key of toolKeys) {
+        const tool = (registry.tools as any)[key] || {};
+        const meta = tool.metadata || {};
+        lines.push(`  ${JSON.stringify(key)}: {`);
+        lines.push(`    id: ${JSON.stringify(tool.id ?? key)};`);
+        lines.push(`    name: ${JSON.stringify(tool.name ?? '')};`);
+        lines.push(`    description: ${JSON.stringify(tool.description ?? '')};`);
+        lines.push('    metadata: {');
+        lines.push('      absolutePath: string;');
+        lines.push('      toolKey: string;');
+        lines.push('      name: string;');
+        lines.push('      description: string;');
+        if (meta.icon !== undefined) lines.push('      icon?: string;');
+        if (meta.title !== undefined) lines.push('      title?: string;');
+        if (meta.parentTitle !== undefined || meta.parent !== undefined) lines.push('      parentTitle?: string;');
+        if (meta.hideUI !== undefined) lines.push('      hideUI?: boolean;');
+        lines.push('    };');
+        // Keep schemas present in types view
+        lines.push('    inputSchema?: unknown;');
+        lines.push('    outputSchema?: unknown;');
+        lines.push('  };');
+      }
+      lines.push('};');
+      typesDtsContent = lines.join('\n') + '\n';
+      await fs.writeFile(typesDtsPath, typesDtsContent);
+      console.log('[ai-router-cli][types] Wrote fallback structural types from registry.tools');
+    }
+
+    // 2) Generate registry.ts (conditionally strip schemas)
+    const registryForFile = options?.stripSchemas
+      ? { ...registry, tools: removeSchemas(registry.tools) }
+      : registry;
+
+    const registryContent = `// This file is auto-generated by the ai-router build command. Do not edit.
+export const aiRouterRegistry = ${JSON.stringify(
+      registryForFile,
+      null,
+      2,
+    )};
+`;
+    const registryPath = path.join(outputDirResolved, 'registry.ts');
+    await fs.writeFile(registryPath, registryContent);
+    console.log(
+      chalk.green(`✅ Wrote registry to ${path.relative(projectDir, registryPath)}`),
+    );
+  } catch (error) {
+    console.error(chalk.red('Error generating AI Router registry:'), error);
+    process.exit(1);
+  } finally {
+    await fs.remove(tempBuildDir);
+  }
+}
diff --git a/packages/ai-router-cli/src/index.ts b/packages/ai-router-cli/src/index.ts
new file mode 100644
index 0000000..84d9bdc
--- /dev/null
+++ b/packages/ai-router-cli/src/index.ts
@@ -0,0 +1,17 @@
+#!/usr/bin/env node
+
+import { Command } from 'commander';
+import { buildCommand } from './commands/build';
+import { devCommand } from './commands/dev';
+
+const program = new Command();
+
+program
+  .name('ai-router')
+  .description('CLI for managing the AI Router framework')
+  .version('0.0.1');
+
+program.addCommand(buildCommand);
+program.addCommand(devCommand);
+
+program.parse(process.argv);
diff --git a/packages/ai-router-cli/tsconfig.json b/packages/ai-router-cli/tsconfig.json
new file mode 100644
index 0000000..a98b934
--- /dev/null
+++ b/packages/ai-router-cli/tsconfig.json
@@ -0,0 +1,19 @@
+{
+  "compilerOptions": {
+    "target": "ES2020",
+    "module": "ESNext",
+    "moduleResolution": "node",
+    "declaration": true,
+    "declarationMap": true,
+    "sourceMap": true,
+    "outDir": "./dist",
+    "rootDir": "./src",
+    "strict": true,
+    "esModuleInterop": true,
+    "skipLibCheck": true,
+    "forceConsistentCasingInFileNames": true,
+    "resolveJsonModule": true
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist", "**/*.test.ts"]
+}
diff --git a/packages/ai-router-cli/tsup.config.ts b/packages/ai-router-cli/tsup.config.ts
new file mode 100644
index 0000000..a27e0d7
--- /dev/null
+++ b/packages/ai-router-cli/tsup.config.ts
@@ -0,0 +1,11 @@
+import { defineConfig } from 'tsup';
+
+export default defineConfig({
+  entry: ['src/index.ts'],
+  format: ['cjs'],
+  dts: true,
+  splitting: false,
+  sourcemap: true,
+  clean: true,
+  external: ['esbuild'],
+});
diff --git a/packages/ai-router-cli/vitest.config.ts b/packages/ai-router-cli/vitest.config.ts
new file mode 100644
index 0000000..4ac6027
--- /dev/null
+++ b/packages/ai-router-cli/vitest.config.ts
@@ -0,0 +1,7 @@
+import { defineConfig } from 'vitest/config';
+
+export default defineConfig({
+  test: {
+    environment: 'node',
+  },
+});
diff --git a/packages/ai-router/package.json b/packages/ai-router/package.json
index 9189f88..24f5801 100644
--- a/packages/ai-router/package.json
+++ b/packages/ai-router/package.json
@@ -22,19 +22,19 @@
     "./package.json": "./package.json",
     ".": {
       "import": "./dist/index.mjs",
-      "require": "./dist/index.js",
-      "types": "./dist/index.d.ts"
+      "types": "./dist/index.d.ts",
+      "require": "./dist/index.js"
     },
     "./fs_store": {
       "import": "./dist/fs_store.mjs",
-      "require": "./dist/fs_store.js",
-      "types": "./dist/fs_store.d.ts"
+      "types": "./dist/fs_store.d.ts",
+      "require": "./dist/fs_store.js"
     }
   },
   "dependencies": {
-    "ai": "^5.0.51",
+    "ai": "^5.0.56",
     "async-lock": "^1.4.1",
-    "zod": "^4.1.5"
+    "zod": "^4.1.11"
   },
   "peerDependencies": {
     "ai": ">=5.0.47"
diff --git a/packages/ai-router/src/index.ts b/packages/ai-router/src/index.ts
index 305e2d0..ff9ed26 100644
--- a/packages/ai-router/src/index.ts
+++ b/packages/ai-router/src/index.ts
@@ -1,4 +1,6 @@
 export * from './router.js';
+export * from './store.js';
 export * from './types.js';
 export * from './helper.js';
-export * from './store.js';
+export * from './fs_store.js';
+export type { InferUITools } from 'ai';
diff --git a/packages/ai-router/src/router.ts b/packages/ai-router/src/router.ts
index 3e7c7c8..ba3766f 100644
--- a/packages/ai-router/src/router.ts
+++ b/packages/ai-router/src/router.ts
@@ -17,7 +17,7 @@ import {
 } from 'ai';
 import { StreamWriter } from './helper.js';
 import { UITools } from './types.js';
-import { z, ZodObject, ZodType } from 'zod';
+import { z, ZodAny, ZodObject, ZodType } from 'zod';
 import path from 'path';
 import { Store, MemoryStore } from './store.js';
 
@@ -1345,7 +1345,7 @@ class NextHandler<
       throw new AgentDefinitionMissingError(resolvedPath);
     }
 
-    const originalSchema = definition.inputSchema as ZodObject<any> | undefined;
+    const originalSchema = definition.inputSchema as any;
     let finalSchema = originalSchema;
     const fixedParams: Record<string, any> = {};