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How to provide context about a code repository to a language learning model (LLM)

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  • Why this server?

    Provides structured access to markdown documentation from NPM, Go Modules, or PyPi packages.

    Markdown Sidecar MCP Server

    speakeasy-api
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    security
    A
    license
    -
    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.
    1
    TypeScript
    MIT License

  • Why this server?

    Bridges Large Language Models with Language Server Protocol interfaces, improving code suggestions.

    LSP MCP Server

    Tritlo
    Verified
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    security
    A
    license
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    quality
    Bridges Large Language Models with Language Server Protocol interfaces, allowing LLMs to access LSP's hover information, completions, diagnostics, and code actions for improved code suggestions.
    2
    TypeScript
    MIT License

  • Why this server?

    Memorizes key aspects of a codebase (logic, style, standards) for use by LLMs.

    sourcesage

    sarathsp06
    Verified
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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.
    Python
    MIT License

  • Why this server?

    Summarizes code files for LLMs, providing structured access to codebase content.

    Code Summarizer MCP

    nicobailon
    Verified
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    security
    F
    license
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    quality
    Allows LLM tools like Claude Desktop and Cursor AI to access and summarize code files through a Model Context Protocol server, providing structured access to codebase content without manual copying.
    TypeScript
    • Linux
    • Apple

  • Why this server?

    Enables comprehensive GitHub operations through natural language, including file management and repository administration.

    GitHub MCP Server

    tuanle96
    Verified
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    security
    F
    license
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    quality
    Enables comprehensive GitHub operations through natural language including file management, repository administration, issue tracking, and advanced code searching.
    36,796
    1
    TypeScript

  • Why this server?

    Provides insights into a monorepo's project dependencies, file relationships, executable tasks, and ownership metadata.

    Nx MCP Serverofficial

    nrwl
    -
    security
    A
    license
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    quality
    The Nx MCP server provides LLMs with comprehensive insights into your monorepo: project dependencies, file relationships, executable tasks, ownership metadata, technology stacks, custom generators, and Nx documentation. This deep context enables LLMs to produce code perfectly aligned with your archi
    859
    1,328
    TypeScript
    MIT License

  • Why this server?

    Facilitates searching and accessing programming resources across platforms like Stack Overflow, MDN, GitHub, npm, and PyPI.

    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

  • Why this server?

    Enables AI models to access filesystems through privacy-preserving path aliases.

    BetterMCPFileServer

    MartinSchlott
    -
    security
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    license
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    quality
    A redesigned Model Context Protocol server that enables AI models to access filesystems through privacy-preserving path aliases with an optimized 6-function API interface.
    TypeScript
    MIT License

  • Why this server?

    Provides comprehensive code analysis tools including syntax analysis and dependency visualization.

    CodeAnalysis MCP Server

    0xjcf
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    security
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    license
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    quality
    A comprehensive Model Context Protocol server for advanced code analysis that provides tools for syntax analysis, dependency visualization, and AI-assisted development workflow support.
    Python

  • Why this server?

    A TypeScript library for creating Model Context Protocol servers with type safety and parameter validation.

    MCPKit

    ribeirogab
    -
    security
    F
    license
    -
    quality
    A simple TypeScript library for creating Model Context Protocol (MCP) servers with features like type safety, parameter validation, and a minimal code API.
    1
    TypeScript
    MIT License