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Retrieving information from document directory with search and memory capabilities MCP tools

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

65,685 tools. Last updated 2026-01-28 05:29
  • Search long-term memory nodes by keyword to retrieve stored information from graph-based storage with text matching capabilities.
    MIT License
  • Retrieve a specific section from a memory document by providing the memory ID and section name. Simplifies accessing structured project knowledge for agents.
    MIT License
  • Search through agent memory to retrieve relevant information using semantic similarity matching. Specify queries to find stored data with configurable relevance thresholds and result limits.
    MIT License

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