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  • Why this server?

    Provides structured access to markdown documentation, which aligns with the 'docs' part of the query. It supports NPM packages, Go Modules, or PyPi packages.

    Markdown Sidecar MCP Server

    speakeasy-api
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    security
    A
    license
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    quality
    A server that provides structured access to markdown documentation from NPM packages, Go Modules, or PyPi packages, enabling informed code generation by exposing these docs as resources or tools.
    Last updated -
    1
    TypeScript
    MIT License

  • Why this server?

    A documentation server based on MCP protocol designed for various development frameworks that provides multi-threaded document crawling, local document loading, keyword searching, and document detail retrieval, fitting the 'docs' and 'local' part of the query.

    McpDocServer

    ruan11223344
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    security
    A
    license
    A
    quality
    A documentation server based on MCP protocol designed for various development frameworks that provides multi-threaded document crawling, local document loading, keyword searching, and document detail retrieval.
    Last updated -
    2
    37
    JavaScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    Enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations; this aligns with searching for 'docs'.

    Documentation MCP Server

    sagacious-satadru
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    security
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    quality
    A server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.
    Last updated -
    1
    Python

  • Why this server?

    Extracts and transforms webpage content into clean, LLM-optimized Markdown. Returns article title, main content, excerpt, byline and site name - good for making a RAG pipeline

    Mozilla Readability Parser MCP Server

    emzimmer
    A
    security
    A
    license
    A
    quality
    Extracts and transforms webpage content into clean, LLM-optimized Markdown. Returns article title, main content, excerpt, byline and site name. Uses Mozilla's Readability algorithm to remove ads, navigation, footers and non-essential elements while preserving the core content structure.
    Last updated -
    1
    4
    11
    MIT License

  • Why this server?

    A Model Context Protocol server that fetches up-to-date, version-specific documentation and code examples from libraries directly into LLM prompts

    Context7 MCP

    upstash
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    security
    A
    license
    A
    quality
    A Model Context Protocol server that fetches up-to-date, version-specific documentation and code examples from libraries directly into LLM prompts, helping developers get accurate answers without outdated or hallucinated information.
    Last updated -
    2
    49,375
    6,021
    JavaScript
    MIT License
    • Linux
    • Apple

  • Why this server?

    A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup, which is helpful to make a rag pipeline.

    code-index-mcp

    johnhuang316
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    security
    A
    license
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    quality
    A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup
    Last updated -
    9
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    SourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval.

    sourcesage

    sarathsp06
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    security
    A
    license
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    quality
    SourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.
    Last updated -
    Python
    MIT License

  • Why this server?

    GitHub Repo Helper is a simple and beginner-friendly Model Context Protocol (MCP) server that takes a GitHub repository URL and returns a structured summary of the repo. It fetches metadata such as the repository name, description, languages used, README content (summarized), and dependency info

    GitHub Repo Helper

    Niharikaasopa
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    security
    F
    license
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    quality
    GitHub Repo Helper is a simple and beginner-friendly Model Context Protocol (MCP) server that takes a GitHub repository URL and returns a structured summary of the repo. It fetches metadata such as the repository name, description, languages used, README content (summarized), and dependency info
    Last updated -

  • Why this server?

    A simple temporary MCP server for RAGFlow that bridges the gap until an official version is released. Implies the existence of a RAG pipeline.

    RAGFlow MCP

    oraichain
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    security
    A
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    A simple temporary MCP server for RAGFlow that bridges the gap until an official version is released.
    Last updated -
    1
    Python
    Apache 2.0
    • Linux
    • Apple

  • Why this server?

    A server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering. Good to implement local RAG.

    Chroma MCP Serverofficial

    chroma-core
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    security
    A
    license
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    quality
    A server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.
    Last updated -
    71
    Python
    Apache 2.0