🔌 Plug-and-play library to enable agents to call MCP and UTCP tools via code execution.

Official python implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extra middleware.

The specification for the Universal Tool Calling Protocol

All-in-one MCP server that can connect your AI agents to any native endpoint, powered by UTCP

An agent framework for Go with graph-aware memory, UTCP-native tools, and multi-agent orchestration. Built for production.

Official typescript implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extra middleware.

Official Go implementation of the UTCP

Ready-to-use agent that can interact directly with any tool or native endpoint, in less than 5 lines of code

Official Rust implementation of the UTCP

Making tool usage easy using utcp

Comprehensive interview prep guide to learn about Agents, AI and tool-calling

A high-performance, native C# implementation of the Universal Tool Calling Protocol - enabling AI agents to discover and communicate directly with tools without wrappers or middleware.

A comprehensive collection of Universal Tool Calling Protocol (UTCP) manual JSON files for various useful APIs, services, and tools.

MCP server for agents to access reliable UTCP documentation

A UTCP manual for the Google Gemini embedding model, allowing any UTCP-compliant client to generate text embeddings.