Machine learning infrastructure for developers
Baseten vs Cohere
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
Baseten (Machine learning infrastructure for developers) and Cohere (Empowering enterprises with private, powerful AI.) both appear on the Smoower Developer Ecosystem Index.
Baseten (rank #237) holds a narrow lead over Cohere (rank #278) on the overall Smoower ecosystem score (48 vs 46). The gap of 2 points reflects composite signals across code, docs, community and reach.
On code quality (the state of repositories, tests, releases and polish), Cohere is ahead of Baseten. On education (docs, guides and learning material for developers), Cohere is slightly ahead of Baseten. On community (issue response, PR reviews and discussion health), Cohere is slightly ahead of Baseten. On reach (how visible the ecosystem is beyond its own repos), Cohere is ahead of Baseten. On momentum (release cadence and how fast the ecosystem moves), Baseten is ahead of Cohere.
Baseten carries 1,715 GitHub stars across 113 public repos, with 44 repositories active in the last 90 days and 40 external contributors on record. Cohere shows 6,555 stars across 62 public repos, 17 active in the last 90 days and 15 external contributors. The star gap on its own does not decide the comparison, but Cohere's footprint is roughly 3.8x larger, which usually shows up in downstream signals like inbound issues and third party integrations.
Baseten is the stronger read for anyone weighting momentum. Cohere looks better where code quality is the deciding factor. The table below breaks the scores down pillar by pillar; the linked profiles cover the underlying repos, docs and community signals in full.
Side-by-side metrics
| Metric | Baseten | Cohere |
|---|---|---|
| Ranking | ||
| Overall rank | #237 | #278 |
| Pillars | ||
| Overall | 48 | 46 |
| Code | 36 | 56 |
| Education | 83 | 85 |
| Community | 45 | 49 |
| Reach | 28 | 46 |
| Momentum | 61 | 43 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 1,715 | 6,555 |
| Forks | 256 | 1,067 |
| Public repos | 113 | 62 |
| Active repos (90d) | 44 | 17 |
| External contributors | 40 | 15 |
| Avg polish | 42 | 59 |
| Avg AI-readiness | 29 | 36 |