Overview
Features
Multi-source discovery with deduplication
Aggregates 1,998+ MCP servers from Official MCP Servers, Punkpeye and Appcypher, with intelligent deduplication to avoid duplicates.
Extensive, up-to-date catalog
Database automatically updated every 3 hours to include latest servers from the community.
Semantic search with embeddings
Precomputed embeddings enable sub-second search results for relevant MCP servers.
Tool discovery and provisioning guidance
Discovers capable MCP servers and provides guidance for provisioning capabilities requested by users.
Production distribution via uvx/pipx
Distributes MCP-MCP with automated releases and easy installation.
Security hardened with origin validation
Origin validation middleware secures MCP-MCP interactions.
Comprehensive testing
65+ tests ensuring reliability across features and CI coverage.
Development workflow and documentation
Full documentation, setup instructions, and Justfile-based commands for easy development.
Who Is This For?
- AI assistants:Ask MCP-MCP to discover and suggest MCP servers from a centralized, curated database when capabilities are required.




