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"Resources and tools for test automation" matching MCP servers:

  • Thinking Tools

    PranayMahendrakar
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides five rigorous reasoning protocols (debate, red team, audit_argument, threat_model, check_study) that run on the AI you're already using, requiring no extra API keys or costs.
    MIT

  • Graph-Tools

    dromologue
    F
    license
    Not graded
    quality
    D
    maintenance
    Provides tools for AI-powered graph analysis, including relationship extraction, adjacency matrix creation, and network centrality calculations. It enables users to perform complex structural analysis and generate interactive D3.js visualizations from structured data.

  • spear-mcp-test

    zappalaja
    F
    license
    Not graded
    quality
    D
    maintenance
    MCP server for accessing SPEAR model output from various sources (AWS, STAC API, local) and integrating with AI assistants like Claude Desktop or a SPEAR Climate Chatbot.

  • test-emp-database-mcp

    EESHAN-ANAND
    F
    license
    Not graded
    quality
    C
    maintenance
    An employee-analytics MCP server backed by SQLite that provides hand-written SQL queries for common analytics tasks like salary ranking and department statistics. It self-seeds sample data, enabling immediate testing of GROUP BY, window functions, NULL handling, and subqueries.

  • whed-tools

    Dasistaiden
    F
    license
    Not graded
    quality
    D
    maintenance
    An MCP-native pipeline for collecting structured intelligence on higher education institutions using the WHED schema, enabling scraping, extraction, validation, and saving of profiles.

  • MCP Financial Tools

    huntbuilds
    A
    license
    A
    quality
    D
    maintenance
    Provides actionable financial intelligence tools for AI agents including insider buying signals, earnings IV plays, market pulse, stock analysis, and options strategies via free public data sources.
    6
    MIT

  • Scientific Tools MCP Server

    shomechakraborty
    F
    license
    A
    quality
    D
    maintenance
    High-value scientific tools for AI agents — literature search (PubMed, arXiv, Semantic Scholar), chemical compound lookup (PubChem, ChEMBL), patent prior art search (USPTO, EPO), GPU spot prices across 4 providers, and real-time earth science data (USGS, NASA, OpenAQ). Per-call billing via API key. Keys issued instantly at https://mcp-site.com/keys/request
    6

  • Finance Tools MCP

    VoxLink-org
    A
    license
    B
    quality
    D
    maintenance
    An MCP server that provides comprehensive financial insights and analysis by leveraging real-time market data, news, and advanced analytics for stocks, options, financial statements, and economic indicators.
    17
    50
    Python
    MIT

  • GA4 Automation MCP Server

    mattwilkerson1121
    A
    license
    B
    quality
    D
    maintenance
    This project is a Google Analytics 4 (GA4) automation server implemented as a Model Context Protocol (MCP) tool. It lets AI agents query GA4 data (reports, traffic sources, demographics, etc.) and also includes a simple connection test script.
    7
    1
    MIT

  • Quick Data for Windows MCP

    Beaulewis1977
    A
    license
    Not graded
    quality
    C
    maintenance
    A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.
    1
    MIT

  • modou-tools-mcp

    xihongshi567
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server for global tech intelligence gathering, offering tools for searching Chinese and English web content, GitHub trending, arXiv papers, HN, Exa, SEC filings, Juejin, Zhihu, Bilibili, and A-share financial reports, all without API keys and with direct China access.
    MIT

  • notebook-tools-mcp

    tony-zhelonkin
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for Jupyter notebook navigation and editing. Reads .ipynb files directly as JSON, providing efficient tools for reading, searching, and modifying cells without needing a Jupyter server.
    MIT