MCP Servers That Start Successfully
The MCP servers with the strongest startup reliability signals are no servers yet based on startup checks and benchmark scores.
MCP servers with successful or partially successful startup signals from the benchmark pipeline.
No MCP servers found yet
No benchmark results are stored yet. Run `npm run benchmark:run-all -- --limit 20` after applying migration 0004.
Frequently asked questions
What does mcp servers that start successfully measure?
It uses MCP Server Finder benchmark fields such as install status, startup status, capability discovery, documentation score, config score, safety score, and benchmark score.
Are skipped benchmark checks failures?
No. Skipped means the runner did not have enough safe configuration to execute the check. Safe mode records skipped rather than inventing a pass or fail.
How should I use these benchmark results?
Use them as a practical reliability signal alongside the server's GitHub activity, use case fit, license, and documentation. Point-in-time test results can change after a server release.
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