AI inference at the edge
ggml vs NVIDIA Corporation
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
ggml (AI inference at the edge) and NVIDIA Corporation both appear on the Smoower Developer Ecosystem Index.
NVIDIA Corporation (rank #22) holds a modest lead over ggml (rank #152) on the overall Smoower ecosystem score (67 vs 55). The gap of 12 points reflects composite signals across code, docs, community and reach.
On code quality (the state of repositories, tests, releases and polish), NVIDIA Corporation is ahead of ggml. On community (issue response, PR reviews and discussion health), ggml is clearly ahead of NVIDIA Corporation. On reach (how visible the ecosystem is beyond its own repos), ggml is ahead of NVIDIA Corporation. On momentum (release cadence and how fast the ecosystem moves), NVIDIA Corporation is clearly ahead of ggml.
ggml carries 205,225 GitHub stars across 26 public repos, with 16 repositories active in the last 90 days and 315 external contributors on record. NVIDIA Corporation shows 341,963 stars across 814 public repos, 85 active in the last 90 days and 520 external contributors.
ggml is the stronger read for anyone weighting community. NVIDIA Corporation looks better where momentum 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 | ggml | NVIDIA Corporation |
|---|---|---|
| Ranking | ||
| Overall rank | #152 | #22 |
| Pillars | ||
| Overall | 55 | 67 |
| Code | 49 | 65 |
| Education | 84 | 84 |
| Community | 79 | 56 |
| Reach | 88 | 75 |
| Momentum | 30 | 54 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 205,225 | 341,963 |
| Forks | 32,479 | 55,234 |
| Public repos | 26 | 814 |
| Active repos (90d) | 16 | 85 |
| External contributors | 315 | 520 |
| Avg polish | 54 | 72 |
| Avg AI-readiness | 34 | 50 |