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"How to build your own knowledge base" matching MCP servers:

  • android-build-mcp

    jjs03111
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that gives coding agents hands and eyes on an Android device, providing 19 tools for building, testing, installing, UI inspection, input, logs, and toolchain diagnosis. It returns concise, structured results to make the build-debug loop efficient.
    19
    MIT

  • Figma to React MCP

    surisagar900
    A
    license
    B
    quality
    C
    maintenance
    Automates the conversion of Figma designs into TypeScript React components and integrates with GitHub to create pull requests for the generated code. It includes visual regression testing with Playwright and accessibility validation to ensure implementations match the original designs.
    5
    11
    MIT

  • flakiness-knowledge-graph-mcp

    vola-trebla
    A
    license
    -
    quality
    B
    maintenance
    This MCP server builds a local flakiness knowledge graph from Playwright test run history and enables AI agents to query flaky tests, failure patterns, trends, and correlated git commits, helping diagnose test reliability without manual analysis.
    43
    MIT

  • Bruno MCP Server

    benjamiinn1
    A
    license
    -
    quality
    C
    maintenance
    Automatically generates and maintains Bruno API test collections for CRUD JSON APIs. Developers describe endpoint changes and the server creates ready-to-run test suites with environment-driven configuration.
    49
    MIT
  • tactual-mcp by tactual-dev

    tactual-mcpofficial

    tactual-dev
    A
    license
    A
    quality
    B
    maintenance
    Screen-reader navigation cost analyzer. Measures how hard it is for assistive-technology users to discover, reach, and operate interactive targets on the web.
    9
    33
    1
    Apache 2.0

  • Obra CTO

    lilycip
    A
    license
    A
    quality
    B
    maintenance
    A local-first MCP server that scores your codebase's Build Readiness by reading code and running tests on your machine, outputting a diligence-grade score and risk register without uploading your source.
    5
    116
    Apache 2.0

  • SeedWeaver

    FixtureForge
    A
    license
    A
    quality
    B
    maintenance
    Generates realistic, referentially-coherent test data (SQL INSERTs, JSON, or CSV) from your database schema, resolving foreign keys and respecting constraints. Paste CREATE TABLE DDL or a JSON schema and get ready-to-run seed data with valid relationships.
    2
    51
    MIT

  • logslim-mcp

    P156HAM
    A
    license
    A
    quality
    A
    maintenance
    Compacts noisy test, build, and cloud-log output before an AI agent reads it — dedupes repeats, collapses stack frames, folds Playwright retries, and renders CloudWatch/GCP JSON logs down to the signal. Typically 80–95% fewer tokens on failures. Tool: compact_output. Run: npx -y logslim logslim-mcp
    1
    14
    5
    MIT

  • MCProbe

    alitiknazoglu
    A
    license
    A
    quality
    A
    maintenance
    A stdio MCP server that audits other MCP servers over the live protocol. It connects to any MCP target (stdio or HTTP), lints every tool's schema for agent-usability, then actually calls the tools with deliberately broken inputs to see how the server handles them, and returns a 0–100 conformance score with a per-dimension breakdown rendered as Markdown.
    6
    6
    MIT

  • devilge

    Yercko
    A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to build, drive, and observe Android/KMM apps end-to-end through ADB and Gradle, with tools for UI automation, error capture, and testing.
    33
    52
    MIT
  • qa-probe by LS-SIEM-LLP

    qa-probeofficial

    LS-SIEM-LLP
    A
    license
    A
    quality
    A
    maintenance
    Probes your live API and classifies why each endpoint failed (root cause, evidence, and a calibrated confidence level), exposed over MCP so your AI assistant debugs from evidence instead of guessing. Works with FastAPI, Express, Next.js, tRPC, and GraphQL.
    8
    10
    2
    Apache 2.0