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77,049 servers. Updated

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"Exploring GraphRAG and HybridRAG" matching MCP servers:

  • Browser[X]MCP

    rnd-pro
    A
    license
    B
    quality
    C
    maintenance
    Enables AI-driven browser automation with advanced form testing, batch operations, and intelligent element extraction for MCP-compatible applications.
    14
    10
    MIT

  • AVD MCP Server

    jramalho
    A
    license
    C
    quality
    D
    maintenance
    Automates Android Virtual Device operations by enabling users to start emulators, execute development commands, and capture screenshots. It facilitates Android testing workflows by returning command outputs and visual feedback directly to AI assistants.
    1
    12
    MIT

  • MCP Perplexity Server

    IBM
    A
    license
    Not graded
    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

  • mcp-kiwi-tcms

    runitsolutions
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables interaction with Kiwi TCMS test management system through MCP, supporting read and write operations on test plans, cases, runs, and executions, with API key authentication.
    1
    AGPL 3.0

  • rigol-dg900-mcp

    kakuteki
    A
    license
    Not graded
    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
    Not graded
    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.
    12
    MIT

  • MCP Server Templates

    VISystems
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides production-grade starter templates for MCP servers with permission boundaries, integration tests, and eval contracts, enabling rapid development of secure and testable MCP servers.
    Apache 2.0

  • mcp-flightcheck

    pardovot
    A
    license
    Not graded
    quality
    B
    maintenance
    Automated testing tool for MCP servers that checks protocol conformance, tool quality, and reliability, providing a scorecard with spec citations and non-zero exit codes for CI.
    MIT

  • ddq

    nogglee-crew
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI coding agents to retrieve QA cases from a curated knowledge base grounded in real bugs, supporting symptom search and feature-wide coverage for test planning.
    6
    MIT

  • MCP Everything

    s2005
    A
    license
    Not graded
    quality
    D
    maintenance
    A test server implementing all features of the MCP protocol, including prompts, tools, resources, and sampling, designed for testing MCP clients rather than practical applications.
    MIT

  • pico-mcp

    Schimmilab
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables LLMs to control a PicoScope 5000A USB oscilloscope for signal generation, block capture, measurements, and frequency response sweeps.
    MIT

  • AREL

    Akgithub2028
    A
    license
    Not graded
    quality
    C
    maintenance
    A production-oriented reliability, benchmarking, and evaluation system that layers multi-version protocol negotiation, adaptive streaming, connection pooling, and resilience onto an MCP agent runtime.
    1
    Apache 2.0

  • uiautomation-mcp

    miloira
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to inspect and automate Windows desktop UI elements by exploring UI trees, checking properties, performing actions like clicking and typing, and generating Python automation scripts.
    MIT