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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.

14,120 servers. Last updated 2026-01-07 09:48

Matching MCP tools:

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

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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 5 months ago
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    MIT License
    • Apple
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    An unofficial MCP server that provides semantic search capabilities for Hugging Face models and datasets, enabling Claude and other MCP-compatible clients to search, discover, and explore the Hugging Face ecosystem using natural language queries.
    Last updated 7 months ago
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    MIT License
    • Apple
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    A complete MCP server for Retrieval-Augmented Generation with file management and vector memory for agents. Supports multiple document formats (PDF, DOCX, TXT, MD, CSV, JSON) with semantic search using Hugging Face embeddings and ChromaDB for efficient vector storage.
    Last updated 4 months ago
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