Pre-flight Check
Point us at your MCP server and get an instant quality assessment.
Same probes we use for the leaderboard. Results are ephemeral — nothing is stored or published.
Your server must be accessible from the internet. Works with staging environments, preview deployments, and ngrok tunnels.
What This Scan Covers
InstantThe same live protocol probes we run on every remote server on the leaderboard. You get these results in seconds.
Connection & Latency
MCP handshake, initialization, and ping round-trip timing
Tool Discovery
tools/list enumeration, tool count, and response validation
Schema Validation
JSON Schema correctness, required fields, type annotations, and input constraints
Error Handling
Bad inputs, wrong types, missing params — does the server fail gracefully?
Fuzz Testing
Boundary inputs, adversarial payloads, and malformed requests
Auth Discovery
OAuth 2.0 well-known endpoint detection and metadata validation
What the Full Leaderboard Score Adds
PipelineServers on the leaderboard get six additional layers of analysis, run daily across our pipeline.
Static Analysis
GitHub repo deep-dive: schema completeness, description quality, documentation coverage, dependency health
Docs & Maintenance
README, changelog, CI config, license clarity, version hygiene, and commit freshness
Security Review
Verified publisher status, license audit, dependency vulnerabilities, and auth configuration
Reliability Monitoring
Continuous uptime tracking, latency percentiles, and availability scoring over time
Schema Interpretability Eval
Three AI models independently judge whether agents can use your tools correctly from the schema alone
Sandbox Testing
For local servers: cloned into a Docker container and probed in an isolated environment
100 scans remaining today.