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Understanding and Working with a Huge Codebase

  • Why this server?

    Efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval.

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    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.
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    Python
    MIT License
  • Why this server?

    Enables AI assistants to interact with file systems, databases, GitHub repositories, web resources, and system tools while maintaining security and control.

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    A comprehensive Model Context Protocol server implementation that enables AI assistants to interact with file systems, databases, GitHub repositories, web resources, and system tools while maintaining security and control.
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    16
    TypeScript
  • Why this server?

    Returns a structured summary of a GitHub repository, fetching metadata such as the repository name, description, languages used, README content (summarized), and dependency info.

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    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
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  • Why this server?

    Provides semantic search over local git repositories, enabling users to clone repositories, process branches, and search code through vectorized code chunks.

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    An MCP server that provides semantic search over local git repositories, enabling users to clone repositories, process branches, and search code through vectorized code chunks.
    Last updated -
    TypeScript
    MIT License
    • Apple
  • Why this server?

    Enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.

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

    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.

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    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.
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    2
    TypeScript
    MIT License
  • Why this server?

    Enhances weaker models' capabilities. It provides intelligent code suggestions, reduces hallucinations, and documents the knowledge base by leveraging your project's documentation and detecting the technologies used in your codebase.

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    Server that enhances the capabilities of the Cline coding agent. It provides intelligent code suggestions, reduces hallucinations, and documents the knowledge base by leveraging your project's documentation and detecting the technologies used in your codebase.
    Last updated -
    10
    JavaScript
  • Why this server?

    A TypeScript tool that ranks files in your codebase by importance, tracks dependencies, and provides file summaries to help understand code structure through Cursor's Model Context Protocol.

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    A TypeScript tool that ranks files in your codebase by importance, tracks dependencies, and provides file summaries to help understand code structure through Cursor's Model Context Protocol.
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    18
    TypeScript
    GPL 3.0
    • Linux
  • Why this server?

    Allows LLMs to autonomously reverse engineer applications by exposing Ghidra functionality, enabling decompilation, analysis, and automatic renaming of methods and data.

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    An MCP server that allows LLMs to autonomously reverse engineer applications by exposing Ghidra functionality, enabling decompilation, analysis, and automatic renaming of methods and data.
    Last updated -
    4,290
    Apache 2.0
    • Apple
  • Why this server?

    Integrates with Cursor IDE to provide real-time git-spice documentation search capability.

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    A Model Context Protocol server that integrates with Cursor IDE to provide real-time git-spice documentation search capability.
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    TypeScript
    • Linux
    • Apple