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"Local RAG system for providing documentation to a large language model (LLM)" matching MCP servers:

  • local-llm-mcp

    drangoht
    A
    license
    A
    quality
    C
    maintenance
    MCP server connecting Claude Code to LM Studio, delegating token-expensive tasks to a local model while keeping the cloud model in control. It reduces cloud context usage by reading files locally and returning only the processed results.
    4
    MIT

  • mcp-local-rag

    xiuxiansk
    A
    license
    A
    quality
    C
    maintenance
    MCP server that enables local hybrid semantic and keyword search over private PDF, DOCX, Markdown, and text documents without sending data to embedding APIs.
    9
    3,968
    MIT

  • Windows System MCP

    guangxiangdebizi
    A
    license
    A
    quality
    D
    maintenance
    A comprehensive Model Context Protocol server that enables AI assistants to interact with and manage Windows systems, providing capabilities for file system operations, process management, system information retrieval, registry operations, service management, network diagnostics, and performance monitoring.
    7
    26
    5
    Apache 2.0

  • rag-mcp

    MasihMoafi
    A
    license
    Not graded
    quality
    B
    maintenance
    A local hybrid-search MCP server that enables coding agents to query files and folders using natural language, returning relevant code chunks with exact source paths. Everything runs on-device with no API keys or network calls.
    5
    MIT

  • llm-wiki-ops

    jinnnyang
    A
    license
    Not graded
    quality
    B
    maintenance
    Graph-level operations for Karpathy LLM Wiki knowledge bases, enabling LLM agents via MCP and humans via CLI to perform structured graph surgery including node/edge CRUD, wikilink management, index rebuilding, and graph metrics.
    MIT

  • local-mcp

    fan-67
    A
    license
    Not graded
    quality
    B
    maintenance
    A lightweight, stdio-based MCP server enabling AI assistants to perform local file system operations like reading, writing, searching, and executing commands.
    5,309
    MIT

  • file-system-mcp-server

    calebmwelsh
    A
    license
    Not graded
    quality
    F
    maintenance
    A comprehensive MCP (Model Context Protocol) server for file system operations, providing Claude and other AI assistants with access to local files and directories.
    2
    MIT

  • MCP-RAG

    AnuragB7
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP-compatible system that handles large files (up to 200MB) with intelligent chunking and multi-format document support for advanced retrieval-augmented generation.
    10
    MIT

  • MCP File System Agent

    jibixn
    F
    license
    Not graded
    quality
    C
    maintenance
    An agentic file-system assistant that lets users read, write, list, and search local files through natural language, using a LangChain agent with an Ollama LLM backed by a FastMCP server.