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Guidance for Understanding Large Codebases and Learning Their Architecture

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  • Why this server?

    Efficiently memorizes key aspects of a codebase (logic, style, standards) for dynamic updates and fast retrieval, which is helpful for understanding large codebases.

    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?

    Enables comprehensive GitHub operations through natural language, including file management and advanced code searching within a repository, useful for exploring large codebases.

    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?

    Enhances the capabilities of coding agents by providing intelligent code suggestions, reducing hallucinations, and documenting the knowledge base, which will help learning a new code base.

    Coding Assistant Server

    AviOfLagos
    -
    security
    F
    license
    -
    quality
    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.
    10
    JavaScript

  • Why this server?

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

    MCP File Context Server

    bsmi021
    -
    security
    A
    license
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    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?

    Provides semantic search over local git repositories, enabling users to clone repositories, process branches, and search code through vectorized code chunks, which is useful for understanding code in large repos.

    Code Context MCP Server

    fkesheh
    Verified
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    security
    A
    license
    -
    quality
    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.
    TypeScript
    MIT License
    • Apple

  • Why this server?

    Ranks files in your codebase by importance, tracks dependencies, and provides file summaries to help understand code structure.

    FileScopeMCP

    admica
    Verified
    A
    security
    A
    license
    A
    quality
    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.
    14
    18
    TypeScript
    GPL 3.0
    • Linux

  • Why this server?

    Aids in understanding code changes and creating descriptions of the changes.

    Git Prompts MCP Server

    ceshine
    Verified
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    security
    A
    license
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    quality
    A Model Context Protocol server that generates prompts based on Git repository content, including a command to generate PR descriptions from diffs.
    1
    Python
    MIT License

  • Why this server?

    Provides LLMs with comprehensive insights into monorepos, project dependencies, and technology stacks to produce code perfectly aligned with the existing architecture.

    Nx MCP Serverofficial

    nrwl
    -
    security
    A
    license
    -
    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
    1,007
    1,326
    TypeScript
    MIT License

  • Why this server?

    Enables project management, file operations, and more directly from GitLab, which is useful when working with projects on GitLab.

  • 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.

    LSP MCP Server

    Tritlo
    Verified
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    security
    A
    license
    -
    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