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A server for finding research papers, extracting content, and retrieving relevant repository codes

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  • Why this server?

    Provides read-only access to Hugging Face Hub APIs, enabling interaction with models, datasets, spaces, papers, and collections, which directly addresses the user's need to find papers and code.

    Hugging Face MCP Server

    shreyaskarnik
    Verified
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that provides Claude and other LLMs with read-only access to Hugging Face Hub APIs, enabling interaction with models, datasets, spaces, papers, and collections through natural language.
    4
    Python
    MIT License
    • Apple

  • Why this server?

    Offers RAG capabilities for semantic document search, allowing users to add, search, list, and delete documentation, supporting PDF documents and code repositories.

    RagDocs MCP Server

    heltonteixeira
    -
    security
    A
    license
    -
    quality
    Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support.
    5
    4
    TypeScript
    Apache 2.0

  • Why this server?

    Enables integration with Google Drive for listing, reading, and searching over files, supporting various file types with automatic export for Google Workspace files.

    Google Drive MCP Server

    felores
    Verified
    -
    security
    A
    license
    -
    quality
    Enables integration with Google Drive for listing, reading, and searching over files, supporting various file types with automatic export for Google Workspace files.
    1,327
    9
    JavaScript
    MIT License

  • Why this server?

    Allows browsing and reading files from specified GitHub repositories, providing access to repository contents which is relevant for extracting codes.

    MCP GitHub Repository Server

    loglmhq
    -
    security
    A
    license
    -
    quality
    A server that allows AI assistants to browse and read files from specified GitHub repositories, providing access to repository contents via the Model Context Protocol.
    3
    JavaScript
    MIT License
    • Apple

  • Why this server?

    Enables reading, searching, and analyzing code files with advanced caching and real-time file watching, helpful for analyzing code repositories.

    MCP File Context Server

    bsmi021
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.
    5
    JavaScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    Retrieves transcripts for given YouTube video URLs, useful for 'telly methods' and extracting textual content from videos.

    YouTube Transcript MCP Server

    jkawamoto
    Verified
    A
    security
    A
    license
    A
    quality
    This server retrieves transcripts for given YouTube video URLs, enabling integration with Goose CLI or Goose Desktop for transcript extraction and processing.
    1
    10
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Provides unified access to multiple search engines, AI tools, and content processing services, enhancing the capability to find diverse types of resources.

    mcp-omnisearch

    spences10
    Verified
    A
    security
    A
    license
    A
    quality
    🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.
    15
    47
    30
    TypeScript
    MIT License
    • Linux

  • Why this server?

    Facilitates searching programming resources across platforms like Stack Overflow, MDN, GitHub, npm, and PyPI, helping find code examples and documentation.

    Code Research MCP Server

    nahmanmate
    A
    security
    A
    license
    A
    quality
    Facilitates searching and accessing programming resources across platforms like Stack Overflow, MDN, GitHub, npm, and PyPI, aiding LLMs in finding code examples and documentation.
    6
    25
    JavaScript
    AGPL 3.0
    • Apple