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Glama

A semantic search router for dynamically discovering and routing MCP tool definitions MCP tools

Production-ready MCP servers that extend AI capabilities through file access, database connections, APIs, and contextual services.

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46,346 tools. Last updated 2025-12-22 06:49

  • api_docs

    Web Research Assistant

    Search and fetch official API documentation with examples and explanations for any API by dynamically discovering documentation sources.
    MIT License

  • extract_schemas

    Trace MCP

    Extract MCP tool definitions from server source code by scanning for tool calls and parsing their Zod schemas to analyze server capabilities.

  • extract_file

    Trace MCP

    Extract MCP tool definitions from TypeScript files to validate contracts and prevent runtime errors in data producer-consumer interactions.

  • add_observations

    Memento

    Enhance entities with text observations and index them for full-text and semantic search on Memento, a local, offline MCP server.

  • hybridSearch

    SourceSync.ai MCP Server

    Enhance search accuracy by combining keyword and semantic techniques. Input weighted configurations to balance exact matches with context-aware results for optimized query responses.

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