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Best MCP servers for AI and ML models
Ranked by pass rate in our own hands-on tests, then by median task time. Every server here was actually tested. Untested servers are not ranked.
| # | Server | Result | Tasks passed | Sign-in | Median time | Tested |
|---|---|---|---|---|---|---|
| 1 | Hugging Face co.huggingface | Works | 6 of 6 | Token | 32 ms | Oct 16, 2026 |
| 2 | Ludo AI Game Assets ai.ludo | Partial | 6 of 7 | None | 227 ms | Oct 17, 2026 |
| 3 | Kooma — Bambara AI ai.kooma | Partial | 3 of 5 | None | 118 ms | Oct 17, 2026 |
| 4 | Genomic Intelligence ai.genomicintelligence | Broken | 2 of 5 | None | 102 ms | Oct 17, 2026 |
How we picked
Each server ran the same task set: connect, list tools, real lookups, a no-match query and bad input. A server loses points when it returns unrelated results for nonsense, ignores required fields, or fails a real lookup.
Other categories | Popular servers not yet tested | Setup guides