Machine learning infrastructure for developers
Baseten vs Chroma
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
Baseten (Machine learning infrastructure for developers) and Chroma both appear on the Smoower Developer Ecosystem Index.
Chroma (rank #209) holds a narrow lead over Baseten (rank #237) on the overall Smoower ecosystem score (49 vs 48). The gap of 1 points reflects composite signals across code, docs, community and reach.
On code quality (the state of repositories, tests, releases and polish), Chroma is slightly ahead of Baseten. On education (docs, guides and learning material for developers), Chroma is slightly ahead of Baseten. On community (issue response, PR reviews and discussion health), Baseten is slightly ahead of Chroma. On reach (how visible the ecosystem is beyond its own repos), Chroma is ahead of Baseten. On momentum (release cadence and how fast the ecosystem moves), Baseten is clearly ahead of Chroma.
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. Chroma shows 30,602 stars across 29 public repos, 6 active in the last 90 days and 94 external contributors. The star gap on its own does not decide the comparison, but Chroma's footprint is roughly 17.8x larger, which usually shows up in downstream signals like inbound issues and third party integrations.
Baseten is the stronger read for anyone weighting momentum. Chroma looks better where reach 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 | Chroma |
|---|---|---|
| Ranking | ||
| Overall rank | #237 | #209 |
| Pillars | ||
| Overall | 48 | 49 |
| Code | 36 | 41 |
| Education | 83 | 84 |
| Community | 45 | 42 |
| Reach | 28 | 40 |
| Momentum | 61 | 12 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 1,715 | 30,602 |
| Forks | 256 | 2,770 |
| Public repos | 113 | 29 |
| Active repos (90d) | 44 | 6 |
| External contributors | 40 | 94 |
| Avg polish | 42 | 44 |
| Avg AI-readiness | 29 | 33 |