Expert Registry MCP Server

A high-performance MCP server for expert discovery, registration, and context injection built with FastMCP v2, featuring vector and graph database

Local serverstdioPython

What is the Expert Registry MCP MCP server?

Expert Registry MCP becomes available to MCP clients through the expert registry mcp mcp server. A high-performance MCP server for expert discovery, registration, and context injection built with FastMCP v2, featuring vector and graph database integration for enhanced semantic search and relationship modeling.

What Expert Registry MCP does

A high-performance MCP server for expert discovery, registration, and context injection built with FastMCP v2, featuring vector and graph database integration for enhanced semantic search and relationship modeling.

Key capabilities

  • 🚀 High Performance: Multi-layer caching with vector indices for sub-millisecond queries
  • 📁 File-Based Updates: Hot reload on registry/context file changes
  • 🔍 Semantic Search: Vector database integration for meaning-based expert discovery
  • 🔗 Relationship Modeling: Graph database for expert networks and team formation
  • 💉 Context Injection: AI-powered prompt enhancement with expert knowledge
  • 📊 Analytics: Performance tracking with collaborative filtering
  • 🧠 Hybrid Discovery: Combined vector similarity and graph connectivity scoring
  • 🐍 Python-First: Built with FastMCP v2 for clean, Pythonic code

Tools it exposes

Once connected, the assistant can call this tool directly:

  • Analytics — The Analytics tool exposed by this server

Installing the expert registry mcp mcp server

The server is distributed via PyPI as expert-registry-mcp, so most clients can run it without a manual build step. Add it to your MCP client's configuration and restart the client to pick it up — the copy-paste configs for Claude Desktop, Claude Code and Cursor are on this page.

Configuration

The server reads 4 environment variables: EXPERT_SYSTEM_PATH, NEO4J_URI, NEO4J_PASSWORD, FASTMCP_DEBUG. Keep credentials in your client's env block or a secrets manager rather than committing them.

Where it fits

Database servers turn schema archaeology and ad-hoc reporting into conversation, which is why they tend to be the second or third server people install. Expert Registry MCP sits in that group, and the shape of its toolset — Analytics — tells you what it is really for. Worth comparing against the other databases servers in this directory before you commit to one, since several overlap in scope but differ sharply in setup cost and permissions.

Practical notes

  • This server runs locally, so it operates with whatever access your machine and its credentials already have. Scope that deliberately rather than by default.
  • Maintained by agentience, written in Python.
  • MCP clients ask for confirmation before each tool call by default. Keep that on while you learn what the expert registry mcp mcp server actually does with your data.
  • Every entry in this directory is reviewed by hand before it goes live, and details are checked against the project's own documentation.

Available tools

ToolWhat it does
AnalyticsThe Analytics tool exposed by this server.

How to install the Expert Registry MCP MCP server

{
  "mcpServers": {
    "expert-registry": {
      "command": "uv",
      "args": ["run", "expert-registry-mcp"],
      "env": {
        "EXPERT_SYSTEM_PATH": "/path/to/expert-system",
        "NEO4J_URI": "bolt://localhost:7687",
        "NEO4J_PASSWORD": "password"
      }
    }
  }
}

Configuration as documented by the project. Restart the client after saving.

Configuration

VariableDescriptionRequired
EXPERT_SYSTEM_PATHFilesystem location the server is allowed to use.Optional
NEO4J_URIConfiguration value read at startup.Optional
NEO4J_PASSWORDConfiguration value read at startup.Optional
FASTMCP_DEBUGConfiguration value read at startup.Optional

Example prompts to try

  • Use Expert Registry MCP to Analytics.

Frequently asked questions

It connects Expert Registry MCP to MCP-compatible AI assistants such as Claude and Cursor, exposing 1 tool (Analytics) that the assistant can call on your behalf. Instead of copying data back and forth by hand, the assistant works with Expert Registry MCP directly.