Every server assessed across 8 dimensions — tool description quality, behavioral consistency, error handling, security posture, idempotency, documentation, reliability, and deployment. Live tested. Independently scored.
Real-time web retrieval
Headless web interaction
Sandboxed code runners
SQL and NoSQL access
Email, Slack, messaging
GitHub, CI, IDE tools
PDF, markdown, OCR
Charting, querying, BI
Persistent agent memory
Cloud, DevOps, Kubernetes
Scanning, secrets, auth
Specialist and emerging
Fetch MCP Server enables agents to retrieve web content and receive structured data responses.
Filesystem MCP Server enables agents to perform file operations and receive file system responses.
Puppeteer MCP Server enabled agents to automate browsers and scrape web content.
Playwright MCP Server enables agents to automate web browsers and receive structured accessibility data.
Supabase MCP Server enables agents to query databases, manage schemas, and retrieve logs.
Exa Search MCP Server enables agents to perform web search and receive structured content.