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 Server?

Expert Registry MCP becomes available to MCP clients through the Expert Registry MCP. 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

Practical notes

  • Maintained by agentience, written in Python.

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

Recorded tools

Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.

ToolWhat it does
expert_registry_listList experts with filtering
expert_registry_getGet expert details
expert_registry_searchSearch experts by query
expert_detect_technologiesDetect project technologies
expert_select_optimalSelect best expert for task
expert_assess_capabilityAssess expert capability
expert_smart_discoverAI-powered hybrid search (vector + graph)
expert_semantic_searchSearch using natural language
expert_find_similarFind similar experts
expert_explore_networkExplore expert relationships
expert_find_combinationsFind complementary expert teams
expert_load_contextLoad expert knowledge
expert_inject_contextEnhance prompts with expertise
expert_track_usageRecord expert performance
expert_get_analyticsGet performance metrics

How to install the Expert Registry 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": "YOUR_NEO4J_PASSWORD"
      }
    }
  }
}

From the project documentation. Replace placeholders and example paths before connecting.

Configuration

VariableDescriptionRequired
EXPERT_SYSTEM_PATHDeclared in the maintainer’s client configuration.Check documentation
NEO4J_URIDeclared in the maintainer’s client configuration.Check documentation
NEO4J_PASSWORDDeclared in the maintainer’s client configuration.Check documentation

Example prompts to try

  • “Use Expert Registry MCP to Analytics.”

Frequently asked questions

A high-performance MCP server for expert discovery, registration, and context injection built with FastMCP v2, featuring vector and graph database integration for Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.