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"MCP server for codebase discovery and structure generation" matching MCP servers:

  • Codebase MCP

    danyQe
    A
    license
    -
    quality
    F
    maintenance
    An open-source AI-powered development assistant that connects Claude Desktop to your codebase via MCP, enabling semantic code search, AI-assisted editing, and persistent memory without additional subscriptions.
    48
    Apache 2.0

  • MCP Codebase Insight

    tosin2013
    A
    license
    -
    quality
    D
    maintenance
    A server component of the Model Context Protocol that provides intelligent analysis of codebases using vector search and machine learning to understand code patterns, architectural decisions, and documentation.
    12
    MIT

  • claude-for-hermes

    7D-codes
    A
    license
    -
    quality
    B
    maintenance
    A local MCP server that lets Hermes supervise Claude Code, delegating focused coding, research, or review tasks to the Claude Code CLI and managing worker sessions, background jobs, cancellations, and read-only reviews.
    2
    MIT

  • claude-debugs-for-you

    jasonjmcghee
    A
    license
    -
    quality
    C
    maintenance
    Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.
    17
    513
    MIT

  • FreeMCP for Figma

    w4ndaja
    A
    license
    -
    quality
    B
    maintenance
    Enables AI coding agents to read and write a user's Figma file through the Figma Plugin API, offline and privately, without API tokens or rate limits.
    43
    MIT

  • Funplay MCP for Godot

    FunplayAI
    A
    license
    -
    quality
    A
    maintenance
    The most advanced MCP server for Godot Editor that lets AI assistants operate directly inside your running Godot project for scene creation, script generation, UI authoring, and more.
    31
    MIT

  • Telegram MCP Server

    archetyx
    A
    license
    A
    quality
    F
    maintenance
    Enables remote control of AI coding assistants (Claude Code/Codex) via Telegram, allowing you to manage long-running tasks, send commands, and receive notifications from anywhere. Supports unattended mode with smart polling for up to 7 days and multi-session management.
    8
    29
    MIT

  • Deepseek MCP Server

    arikusi
    A
    license
    A
    quality
    A
    maintenance
    MCP server for DeepSeek AI models (Chat + Reasoner). Supports multi-turn sessions, model fallback with circuit breaker, function calling, thinking mode, JSON output, multimodal input, and cost tracking.
    3
    2,810
    17
    MIT

  • LeetCode MCP Server

    jinzcdev
    A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol server that provides integration with LeetCode APIs, enabling automated interaction with programming problems, contests, solutions, and user data across both leetcode.com and leetcode.cn platforms.
    9
    220
    139
    MIT

  • Aibolit MCP Server

    cqfn
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol (MCP) server that helps AI coding assistants identify critical design issues in code, rather than just focusing on cosmetic problems when asked to improve code.
    1
    19
    27
    MIT

  • Think Tool MCP Server

    PhillipRt
    A
    license
    A
    quality
    D
    maintenance
    Official implementation of Anthropic's 'think' tool that provides Claude with a dedicated space for structured reasoning, improving performance by up to 54% on complex tasks requiring multi-step problem solving.
    1
    26
    126
    MIT

  • ast-mcp-server

    yailPeralta
    A
    license
    A
    quality
    A
    maintenance
    ast-mcp-server gives coding agents compact, type-aware access to TypeScript and JavaScript projects, providing structural code tools based on the real compiler project model through ts-morph for declarations, references, renames, and diagnostics, with safe prepare → review → apply mutation semantics and immutable hash-bound plans.
    10
    776
    3
    ISC

  • My Coding Buddy MCP Server

    ajkeast
    F
    license
    A
    quality
    D
    maintenance
    A personal AI coding assistant that connects to various development environments and helps automate tasks, provide codebase insights, and improve coding decisions by leveraging the Model Context Protocol.
    10

  • Mavis MCP Server

    cunninglab
    F
    license
    A
    quality
    D
    maintenance
    Exposes the Mavis multi-agent system as an MCP server, enabling Claude Code and other MCP clients to manage sessions, spawn agents, orchestrate team tasks, and perform code reviews, memory searches, and cron scheduling via natural language.
    26