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  • mcpcatalogs

    mcpcatalogs
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    license
    A
    quality
    D
    maintenance
    Enables AI assistants to search, compare, and get detailed information about MCP servers from the mcpcatalogs.com directory.
    4
    9
    MIT

  • codebase-rag-mcp

    sudoriaa
    A
    license
    A
    quality
    C
    maintenance
    A local-first MCP server that indexes code repositories and enables AI assistants to search, fetch, and navigate code using BM25 hybrid retrieval, supporting common languages and tools like Codex and ChatGPT.
    8
    MIT

  • mcp-server-zefix

    johnphilipp
    A
    license
    A
    quality
    C
    maintenance
    Search and retrieve detailed information about Swiss companies from the official Zefix register, including company profiles, corporate structures, and SHAB publications.
    6
    MIT

  • rag-mcp

    NextLevelManagementAdvisors
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    license
    A
    quality
    B
    maintenance
    Enables ingestion and semantic search over text documents using PostgreSQL + pgvector and OpenAI-compatible embeddings, allowing any LLM agent to retrieve relevant chunks for grounded answers.
    4
    AGPL 3.0

  • Modular RAG MCP Server

    nobitalqs
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    license
    A
    quality
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    maintenance
    A fully modular RAG system with MCP protocol integration, enabling hybrid retrieval, multimodal support, and dual-mode transport for connecting to AI assistants like GitHub Copilot and Claude Desktop.
    5
    1
    MIT

  • MCP RAG

    kalicyh
    F
    license
    A
    quality
    C
    maintenance
    Intelligent knowledge base system that enables users to process documents in 25+ formats, perform semantic search and Q\&A through vector retrieval. Supports multiple AI models including OpenAI and DouBao with local processing capabilities.
    10
    6

  • ORAS MCP Server

    shizhMSFT
    A
    license
    A
    quality
    D
    maintenance
    Enables users to interact with container registries through the ORAS CLI, providing information about container images, platforms, and signatures via natural language queries.
    7
    Apache 2.0

  • omni-rag-mcp

    Suyash2013
    A
    license
    B
    quality
    C
    maintenance
    Enables token-efficient semantic search and analysis over any directory of files through hybrid search, directory overview, structural analysis, and dependency graphs.
    14
    MIT

  • MCP RAG

    santis84
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    license
    B
    quality
    D
    maintenance
    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.
    11
    9
    1
    MIT

  • MCP-RAG Server

    apatoliya
    F
    license
    C
    quality
    D
    maintenance
    A server that implements Retrieval-Augmented Generation using GroundX and OpenAI, enabling semantic search and document retrieval with Modern Context Processing for enhanced context handling.
    3

  • research-mentor-rag

    GelortZCY
    A
    license
    C
    quality
    B
    maintenance
    MCP server that integrates a 1200-paper RAG database with six tools to support research workflows across stages like hypothesis, experiment, statistics, and writing. It routes requests to specialized skills and real-time frontier searches to provide evidence-grounded research mentoring.
    6
    Apache 2.0

  • LlamaCloud MCP Server

    run-llama
    A
    license
    -
    quality
    F
    maintenance
    A local MCP server that integrates with Claude Desktop, enabling RAG capabilities to provide Claude with up-to-date private information from custom LlamaCloud indices.
    225
    MIT