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Semantic search, RAG, and memory systems MCP servers

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

17,806 servers. Last updated 2026-02-25 10:24

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"Semantic search, RAG, and memory systems" matching MCP servers:

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    Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.
    Last updated 9 days ago
    BSD 2-Clause "Simplified"
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    Enables AI agents to perform semantic search over codebases by converting natural language queries into efficient search patterns like grep and ripgrep. It utilizes LLMs to verify relevance and find code snippets that traditional keyword-based searches might miss.
    Last updated 3 months ago
    1
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    An MCP server that allows users to run and visualize systems models using the lethain:systems library, including capabilities to run model specifications and load systems documentation into the context window.
    Last updated 6 months ago
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    MIT
    • Apple

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