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"Understanding and Exploring Open JAR Libraries" matching MCP servers:

  • open-code-review

    raye-deng
    F
    license
    A
    quality
    C
    maintenance
    AI-powered code review tool that detects AI-generated code defects invisible to traditional linters — hallucinated packages, deprecated APIs, cross-file contradictions, hidden security anti-patterns, and over-engineering. Works as a standalone CLI, GitHub Action, or MCP server. Supports TypeScript, Python, Java, Go, and Kotlin. Free for individuals, no API key required.
    4
    33

  • Open Godot MCP

    masteryee-labs
    A
    license
    B
    quality
    A
    maintenance
    MCP server for Godot Engine enabling AI to autonomously develop, test, and debug games with deterministic playtesting, multiplayer testing, DAP debugging, LSP integration, and token efficiency.
    31
    10
    MIT

  • open-mobile-mcp

    xzaleksey
    A
    license
    -
    quality
    D
    maintenance
    An MCP server for mobile automation that enables LLMs to interact with Android and iOS devices through screenshot, tap, swipe, log analysis, and app lifecycle management.
    24
    2
    MIT

  • Seokh Unity Open MCP

    seokh1213
    F
    license
    -
    quality
    C
    maintenance
    An MCP server for Unity that provides 300 typed tools for editor automation, asset analysis, validation, and diagnostics, supporting live Editor, headless batch, and offline modes.
    1
  • Polygraph by polygraphso

    Polygraphofficial

    polygraphso
    A
    license
    A
    quality
    A
    maintenance
    Open behavioral litmus for MCP servers — grades A–F across tool-output injection, egress, sensitive-data, and adversarial-input, with reproducible, content-addressed evidence. Tools: run_litmus, verify_attestation.
    4
    157
    7
    Apache 2.0

  • VulnPilot

    arojit
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that gives AI assistants the ability to check open-source packages for vulnerabilities, enrich findings with real-world exploit intelligence, and statically analyse whether vulnerable code is actually reachable in your project.
    3
    1
    Apache 2.0

  • AutoMobile

    zillow
    A
    license
    C
    quality
    D
    maintenance
    Mobile automation suite of tools including an MCP and libraries for test authoring & execution. Android first, iOS support coming.
    38
    18
    80
    Apache 2.0

  • MCP Perplexity Server

    IBM
    A
    license
    -
    quality
    D
    maintenance
    A lightweight Python-based microservice that provides simple echo functionality, receiving messages and returning them back to the client for diagnostic and testing purposes within the MCP framework.
    1
    Apache 2.0

  • rigol-dg900-mcp

    kakuteki
    A
    license
    -
    quality
    C
    maintenance
    MCP server that lets an AI assistant drive a RIGOL DG800 Pro / DG900 Pro arbitrary waveform generator over LAN (raw SCPI on TCP 5555), with tools for setting waveforms, output loads, and reading status.
    MIT

  • MCP Test Server

    Anika536
    A
    license
    -
    quality
    D
    maintenance
    A comprehensive testing server for validating MCP scanner tools and implementations, providing diverse tools, resources, and prompts that exercise various aspects of the Model Context Protocol specification.
    10
    MIT