Agno Docs MCP Server

A Model Context Protocol (MCP) server that provides access to Agno framework documentation. Enables developers to easily access Agno docs through coding agents like Claude Code, Cursor, and other MCP-compatible tools.

Quick Start (New Laptop Setup)

Prerequisites

• Python 3.10 or higher
• Git
• Access to the agno-docs repository (for documentation source)

Step 1: Clone the Repository

git clone https://github.com/agno-agi/agno-docs-mcp
cd agno-docs-mcp

Step 2: Create Virtual Environment

python3 -m venv .venv
source .venv/bin/activate  # On Windows: .venv\Scripts\activate

Step 3: Install Dependencies

# Upgrade pip first (required for pyproject.toml editable installs)
pip install --upgrade pip

# Install the package in editable mode with dev dependencies
pip install -e ".[dev]"

Step 4: Clone Agno Docs (if not already available)

# Clone the agno-docs repository (adjust path as needed)
git clone https://github.com/agno-agi/agno-docs ~/Work/agno-docs

Step 5: Prepare Documentation

# Set the path to your agno-docs repository
export AGNO_DOCS_PATH=~/Work/agno-docs

# Run the preparation script to copy and index docs
python -m agno_docs_mcp.prepare

You should see output like:

Preparing Agno documentation...
  Source: /Users/you/Work/agno-docs
  Output: /Users/you/Work/agno-docs-mcp/.docs

Copying documentation files...
  Copied 596 files from basics/
  Copied 148 files from reference/
  Copied 74 files from reference-api/
  ...
  Copied OpenAPI spec (openapi.json)

Building search index...
  Indexed 1851 files in 10 categories

Done!

Step 6: Configure Your MCP Client

Claude Code

Add to ~/.claude.json or your project's .claude/settings.json:

{
  "mcpServers": {
    "agno-docs": {
      "command": "/path/to/agno-docs-mcp/.venv/bin/python",
      "args": ["-m", "agno_docs_mcp"]
    }
  }
}

Cursor

Add to your Cursor MCP settings (.cursor/mcp.json):

{
  "mcpServers": {
    "agno-docs": {
      "command": "/path/to/agno-docs-mcp/.venv/bin/python",
      "args": ["-m", "agno_docs_mcp"]
    }
  }
}

Using HTTP Transport (Remote Access)

{
  "mcpServers": {
    "agno-docs": {
      "url": "http://localhost:8000/mcp",
      "transport": "streamable-http"
    }
  }
}

Step 7: Verify Installation

# Test the server directly
python -c "from agno_docs_mcp.tools.api import agno_api; print(agno_api('memory')[:200])"

# Or start the HTTP server
python -m agno_docs_mcp --transport http --port 8000

# In another terminal, test with curl
curl -X POST http://localhost:8000/mcp \
  -H "Content-Type: application/json" \
  -H "Accept: application/json" \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/list","params":{}}'

Features

• 7 Specialized Tools for navigating Agno documentation:

  • agno_docs - SDK conceptual documentation (agents, teams, workflows, basics)
  • agno_reference - SDK class and method reference
  • agno_examples - Code snippets and usage examples
  • agno_integrations - Database, VectorDB, and model provider guides
  • agno_agentos - AgentOS runtime documentation
  • agno_api - REST API endpoints from OpenAPI spec
  • agno_migration - Migration guides, FAQs, and troubleshooting

• OpenAPI Integration - Parses the OpenAPI spec for accurate REST endpoint docs

• Keyword-based search across all documentation

• Path-based navigation for exploring docs structure

• Offline support - docs are preprocessed and bundled locally

• Multiple transports - stdio (local) and HTTP (remote) support

Running the Server

Local CLI Mode (stdio) - Default

# Activate venv first
source .venv/bin/activate

# Run with stdio transport (for Claude Code, Cursor)
python -m agno_docs_mcp

HTTP Server Mode

# Run HTTP server on port 8000
python -m agno_docs_mcp --transport http --port 8000

# Server available at http://localhost:8000/mcp
# Health check at http://localhost:8000/health

Production Deployment

# Using uvicorn directly
uvicorn agno_docs_mcp.app:app --host 0.0.0.0 --port 8000

# Using Docker
docker build -t agno-docs-mcp .
docker run -p 8000:8000 agno-docs-mcp

Tools Reference

agno_api (NEW - REST API Endpoints)

Get AgentOS REST API endpoints from the OpenAPI specification.

agno_api(resource="memory")

Parameters:

• resource (str) - API resource: memory, agents, teams, workflows, sessions, knowledge, evals, traces, metrics, database, playground

Use for: REST API endpoints, HTTP methods, request/response schemas

agno_docs

Get SDK conceptual documentation and guides for writing agent code.

agno_docs(path="basics/agents/")

Parameters:

• path (str) - Documentation path (e.g., "basics/", "basics/agents/", "basics/memory/")

Use for: How to write Python code with Agno SDK

agno_reference

Get SDK class and method reference (parameters, signatures, options).

agno_reference(topic="agents")

Parameters:

• topic (str) - Reference topic: agents, teams, workflows, tools, models, memory, knowledge, storage, hooks, compression, reasoning, agent-os

Use for: Agent() constructor parameters, method signatures, configuration options

agno_examples

Get SDK code examples for building agents.

agno_examples(category="agents")

Parameters:

• category (str) - Category: agents, teams, workflows, tools, memory, knowledge, models, database, evals, guardrails, hitl, multimodal, reasoning, sessions, tracing

agno_integrations

Get integration documentation for databases, vector stores, and models.

agno_integrations(integration_type="database", name="postgres")

Parameters:

• integration_type (str) - Type: database, vectordb, models, toolkits
• name (str, optional) - Specific integration name

agno_agentos

Get AgentOS runtime and deployment documentation.

agno_agentos(path="features/memories")

Parameters:

• path (str) - Path within AgentOS docs (e.g., "api/", "features/", "security/")

Use for: Deployment docs, runtime features, authentication, middleware

agno_migration

Get migration guides and FAQ documentation.

agno_migration(topic="v2-migration")

Parameters:

• topic (str) - Migration topic or FAQ topic

Tool Selection Guide

Question Type	Use This Tool
"What REST API endpoints for memory?"	agno_api("memory")
"How to create an agent in Python?"	agno_docs("basics/agents/")
"What parameters does Agent() accept?"	agno_reference("agents")
"Show me agent code examples"	agno_examples("agents")
"How to connect to Postgres?"	agno_integrations("database", "postgres")
"How to deploy agents?"	agno_agentos("api/")
"How to migrate from v1?"	agno_migration("v2-migration")

Project Structure

agno-docs-mcp/
├── pyproject.toml
├── README.md
├── .venv/                      # Virtual environment
├── src/
│   └── agno_docs_mcp/
│       ├── __init__.py
│       ├── __main__.py
│       ├── server.py           # Main MCP server with tool registration
│       ├── app.py              # FastAPI/ASGI app for HTTP
│       ├── tools/              # Tool implementations
│       │   ├── docs.py
│       │   ├── reference.py
│       │   ├── examples.py
│       │   ├── integrations.py
│       │   ├── agentos.py
│       │   ├── api.py          # NEW: OpenAPI parser
│       │   └── migration.py
│       ├── utils/              # Utility modules
│       │   ├── search.py
│       │   ├── paths.py
│       │   └── content.py
│       └── prepare/            # Doc preparation
│           └── prepare_docs.py
├── .docs/                      # Preprocessed docs (generated)
│   ├── raw/                    # Copied MDX files
│   ├── snippets/               # Snippet files
│   ├── index.json              # Search index
│   └── openapi.json            # OpenAPI spec
└── tests/

Updating Documentation

When the agno-docs repository is updated:

# Pull latest docs
cd ~/Work/agno-docs
git pull

# Re-run preparation
cd ~/Work/agno-docs-mcp
source .venv/bin/activate
python -m agno_docs_mcp.prepare

Troubleshooting

"OpenAPI specification not found"

Run the prepare script:

export AGNO_DOCS_PATH=~/Work/agno-docs
python -m agno_docs_mcp.prepare

"Module not found" errors

Make sure you're using the virtual environment:

source .venv/bin/activate
which python  # Should show .venv/bin/python

MCP client not connecting

1. Check the path in your MCP config points to the venv Python:

   "command": "/absolute/path/to/agno-docs-mcp/.venv/bin/python"
   

2. Test the server manually:

   /path/to/agno-docs-mcp/.venv/bin/python -m agno_docs_mcp
   

License

MIT

Links

• Agno Documentation
• Agno GitHub
• MCP Specification