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  • godot-assistant

    jmsansan
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that lets AI coding agents work on Godot 4 projects, including reading and editing scenes, writing and validating GDScript, running the game, and capturing screenshots.
    25
    152
    MIT

  • AI Dev Assistant

    pathakkhhimanshu
    F
    license
    A
    quality
    D
    maintenance
    Bridges Claude Desktop to local Windows 10 development environments to enable repository reading, documentation searching, and isolated code execution. It provides a secure interface for running allowlisted terminal commands and scripts directly through natural language.
    4

  • Coding Assistant Server

    AviOfLagos
    F
    license
    Not graded
    quality
    C
    maintenance
    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.
    15
  • Sequa AI by sequa-ai

    Sequa AIofficial

    sequa-ai
    A
    license
    Not graded
    quality
    D
    maintenance
    Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
    69
    21
    MIT

  • CodeBox-AI

    tomconte
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for secure, session-based Python code execution in Docker containers, enabling LLM applications to run code, manage state, and access files.
    9
    MIT

  • ResearchStat AI

    flupke91
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI-native statistical analysis and reproducible research workflows through MCP, including natural language planning, protocol-based analysis, Python/R cross-validation, and publication-ready figure generation.
    MIT

  • ctx4-ai

    dubzdubz
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for portable context management across AI assistants, providing tools to store and retrieve persistent context, instructions, and execute sandboxed bash commands with automatic git commits, using OAuth 2.1 and magic link authentication.
    1
    Apache 2.0

  • AI Meta MCP Server

    alxspiker
    A
    license
    A
    quality
    F
    maintenance
    Enables AI models to dynamically create and execute their own custom tools through a meta-function architecture, supporting JavaScript, Python, and Shell runtimes with sandboxed security and human approval flows.
    5
    10
    MIT

  • MCP AI Bug Helper

    meinzeug
    A
    license
    B
    quality
    D
    maintenance
    Provides emergency coding assistance by querying three AI coding models simultaneously through OpenRouter, with automatic premium fallback on rate limits, returning multiple expert opinions with cost and latency telemetry for debugging and problem-solving.
    1
    22
    MIT

  • Specif-ai MCP Server

    doso
    -
    license
    B
    quality
    Not graded
    maintenance
    A CLI tool that runs a Model Context Protocol server over stdio, enabling interaction with specification documents like business requirements, product requirements, and user stories for the Specif-ai platform.
    9
    35

  • AI Optimizer MCP

    BarackNdenga
    A
    license
    Not graded
    quality
    D
    maintenance
    A multi-task MCP server for AI code optimization and testing that integrates with VSCode/Cursor, CLI tools, and autonomous agents. It provides tools for running tests, generating code improvements, and managing objectives across different environments.
    1
    Apache 2.0

  • Algorithmic AI MCP

    ksjpswaroop
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that exposes 252 algorithms from Knuth's TAOCP to AI agents, with safety guards and structured outputs for tasks like combinatorial generation, SAT solving, number theory, string analysis, graph algorithms, and symbolic math.
    MIT

  • Template MCP Server

    redhat-data-and-ai
    A
    license
    Not graded
    quality
    C
    maintenance
    A production-ready foundation template for building Model Context Protocol (MCP) servers with FastAPI, featuring modular tools, comprehensive testing, and OpenShift deployment configurations. Includes automated transformation scripts to create custom domain-specific MCP servers.
    65
    Apache 2.0