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Information about RAG (Retrieval-Augmented Generation)

View all MCP Servers

  • Why this server?

    MCP-Ragdocs integrates with Langchain to answer questions about documentation through vector search and enables AI assistants to augment their responses with relevant documentation context

    mcp-ragdocs

    hannesrudolph
    Verified
    A
    security
    A
    license
    A
    quality
    An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
    7
    62
    81
    TypeScript
    MIT License

  • Why this server?

    Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.

    Hugging Face
    mcp-hfspace

    evalstate
    -
    security
    A
    license
    -
    quality
    Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
    2
    184
    219
    TypeScript
    MIT License
    • Apple

  • Why this server?

    Provides a project memory bank and RAG context provider for enhanced code understanding and management through vector embeddings, integrated with RooCode and Cline.

    Code Knowledge MCP Server

    davidvc
    -
    security
    F
    license
    -
    quality
    Provides a project memory bank and RAG context provider for enhanced code understanding and management through vector embeddings, integrated with RooCode and Cline.
    9
    Python
    • Apple

  • Why this server?

    Enables users to search for academic articles on platforms like arXiv using specific keywords, with plans to integrate more scholarly databases in the future.

    MCP Scholarly Server

    adityak74
    A
    security
    A
    license
    A
    quality
    Enables users to search for academic articles on platforms like arXiv using specific keywords, with plans to integrate more scholarly databases in the future.
    2
    40
    Python
    MIT License
    • Apple

  • Why this server?

    Enables retrieval and processing of web page content for LLMs by converting HTML to markdown, with support for content truncation and pagination.

    Fetch MCP Server

    ExactDoug
    -
    security
    A
    license
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    quality
    Enables retrieval and processing of web page content for LLMs by converting HTML to markdown, with support for content truncation and pagination.
    1
    1
    Python
    MIT License

  • Why this server?

    This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama Deep Researcher. It provides the deep research capabilities as MCP tools that can be used within the model context protocol ecosystem, allowing AI assistants to perform in-depth research on topics (locally) via Ollama

    mcp-server-ollama-deep-researcher

    Cam10001110101
    Verified
    A
    security
    A
    license
    A
    quality
    This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama Deep Researcher. It provides the deep research capabilities as MCP tools that can be used within the model context protocol ecosystem, allowing AI assistants to perform in-depth research on topics (locally) via Ollama
    3
    5
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Enables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing documentation efficiently.

    RAG Documentation MCP Server

    rahulretnan
    -
    security
    F
    license
    -
    quality
    Enables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing documentation efficiently.
    62
    13
    TypeScript

  • Why this server?

    A simple Model Context Protocol (MCP) server that integrates with Notion's API to manage my personal todo list through Claude.

    Notion MCP

    danhilse
    -
    security
    A
    license
    -
    quality
    A simple Model Context Protocol (MCP) server that integrates with Notion's API to manage my personal todo list through Claude.
    117
    Python
    MIT License

  • Why this server?

    Enables efficient web search integration with Jina.ai's Search API, offering clean, LLM-optimized content retrieval with support for various content types and configurable caching.

    MCP JinaAI Search Server

    spences10
    Verified
    A
    security
    A
    license
    A
    quality
    Enables efficient web search integration with Jina.ai's Search API, offering clean, LLM-optimized content retrieval with support for various content types and configurable caching.
    1
    22
    3
    JavaScript
    MIT License

  • Why this server?

    Access any documentation indexed by RagRabbit Open Source AI site search

    @ragrabbit/mcp

    madarco
    Verified
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    security
    A
    license
    -
    quality
    Access any documentation indexed by RagRabbit Open Source AI site search
    3
    33
    TypeScript
    MIT License
    • Apple