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  • A
    license
    A
    quality
    C
    maintenance
    Grades MCP servers on agent usability (A–F) — description quality, schema design, tool naming and token cost, the properties that decide whether a model picks the right tool. Benchmarked across 36 popular servers; a third scored D or F.
    3
    3,139 npm
    20
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    An MCP server for checking OWASP Top 10 vulnerabilities during API development testing. It analyzes API information and returns security assessment results to help developers identify potential security issues.
    2
    1
    -
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables AI coding agents to search and fetch tested, version-pinned, multi-library code recipes complete with files, setup and test commands, and receipts proving they currently pass. Recipes are re-tested on upstream releases, so agents only receive implementations that are up to date and verified.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that audits other MCP servers. Run MCPWatch security scans from inside Claude Code or any MCP-compatible agent with 10 OWASP MCP Top 10 aligned checks and A-F letter grades.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Audit a web page for SEO and technical issues with Marlo, the open-source AI CMO. Read-only: returns the top findings with evidence, why each matters, and a concrete fix.
    340 npm
    8
    AGPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables running the same prompt(s) across roughly 300 models from Anthropic, OpenAI, Google, Meta, Mistral, DeepSeek, Qwen and others, then comparing per-model outputs, latency, token usage, error rates and billed cost side by side. Supports free cost estimates before launching, asynchronous run creation with status polling and cancellation, prepaid x402 credit top-ups, and an optional AI-written comparison summary of the results.
    284 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A demo MCP server for testing and debugging tools, providing tools to get launches and trending words.
    -