Docker ArcGIS Enterprise with AI Agent

AI-Powered ArcGIS Enterprise - Natural language interaction with ArcGIS Enterprise using LangChain and MCP.

Overview

Extends docker-arcgis-enterprise with AI capabilities, enabling natural language queries to ArcGIS services through LangChain and MCP powered by FastAPI.

Architecture

graph TB
    A[LangChain Agent] --> B[Groq LLM]
    A --> C[MCP Server]
    C --> D[ArcGIS REST API]
    C --> E[ArcGIS Portal Token]
    D --> F[ArcGIS Enterprise Server]

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Features

• Natural Language Queries: Ask about ArcGIS services like a chatbot
• Service Discovery: Automatically list and find hosted services
• Service Details: Get published service information like layers and extents
• Query Layer: Query layer with parameters such as record counts

Quick Start

Setup

For docker ArcGIS Enterprise setup please refer to the References section below.

cd docker-arcgis-enterprise
cp sample.env .env
cp configurebasedeployment.properties.SAMPLE configurebasedeployment.properties
docker-compose up -d

Usage Examples

List Services

curl -X POST http://localhost:8000/chat \
  -H "Content-Type: application/json" \
  -d '{"message": "What services are available in ArcGIS Server?"}'

Get Service Details

curl -X POST http://localhost:8000/chat \
  -H "Content-Type: application/json" \
  -d '{"message": "Is there a service called TouristAttractions?"}'

Cursor Integration

To enable tool discovery in Cursor, copy the contents of mcp/mcp.json.example to ~/.cursor/mcp.json.

Endpoints

• Frontend: http://localhost:3000
• AI Agent: http://localhost:8000/chat
• MCP Server: http://localhost:8001
• ArcGIS Portal: https://portal.local:7443
• ArcGIS Server: https://server.local:6443

Tech Stack

• LLM Agent: LangChain + Groq Llama 3.1 8B
• MCP: FastAPI with Model Context Protocol
• ArcGIS: Enterprise 11.4 (Server, Portal, DataStore)
• Database: PostgreSQL with PostGIS extension

References

• Docker Issues: Refer to docs/README.md for detailed Docker setup, configuration and troubleshooting
• General Troubleshooting: See docs/README-original.md for Wildsong's comprehensive explainations

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