Empowering enterprises with private, powerful AI.
Cohere vs ggml
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
Cohere (Empowering enterprises with private, powerful AI.) and ggml (AI inference at the edge) both appear on the Smoower Developer Ecosystem Index.
ggml (rank #103) holds a modest lead over Cohere (rank #278) on the overall Smoower ecosystem score (55 vs 46). The gap of 9 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 ggml. On education (docs, guides and learning material for developers), Cohere is slightly ahead of ggml. On community (issue response, PR reviews and discussion health), ggml is clearly ahead of Cohere. On reach (how visible the ecosystem is beyond its own repos), ggml is clearly ahead of Cohere. On momentum (release cadence and how fast the ecosystem moves), Cohere is ahead of ggml.
Cohere carries 6,555 GitHub stars across 62 public repos, with 17 repositories active in the last 90 days and 15 external contributors on record. ggml shows 191,415 stars across 22 public repos, 15 active in the last 90 days and 308 external contributors. The star gap on its own does not decide the comparison, but ggml's footprint is roughly 29.2x larger, which usually shows up in downstream signals like inbound issues and third party integrations.
Cohere is the stronger read for anyone weighting code quality. ggml 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 | Cohere | ggml |
|---|---|---|
| Ranking | ||
| Overall rank | #278 | #103 |
| Pillars | ||
| Overall | 46 | 55 |
| Code | 56 | 47 |
| Education | 85 | 78 |
| Community | 49 | 80 |
| Reach | 46 | 90 |
| Momentum | 43 | 34 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 6,555 | 191,415 |
| Forks | 1,067 | 28,215 |
| Public repos | 62 | 22 |
| Active repos (90d) | 17 | 15 |
| External contributors | 15 | 308 |
| Avg polish | 59 | 50 |
| Avg AI-readiness | 36 | 32 |