AI inference at the edge
ggml vs Vercel Labs
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
ggml (AI inference at the edge) and Vercel Labs (Develop. Preview. Ship. Creators of Next.js.) both appear on the Smoower Developer Ecosystem Index.
Vercel Labs (rank #14) holds a modest lead over ggml (rank #103) 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), Vercel Labs is ahead of ggml. On education (docs, guides and learning material for developers), ggml is slightly ahead of Vercel Labs. On community (issue response, PR reviews and discussion health), ggml is clearly ahead of Vercel Labs. On reach (how visible the ecosystem is beyond its own repos), ggml is clearly ahead of Vercel Labs. On momentum (release cadence and how fast the ecosystem moves), Vercel Labs is clearly ahead of ggml.
ggml carries 191,415 GitHub stars across 22 public repos, with 15 repositories active in the last 90 days and 308 external contributors on record. Vercel Labs shows 177,353 stars across 318 public repos, 72 active in the last 90 days and 520 external contributors.
ggml is the stronger read for anyone weighting reach. Vercel Labs 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 | Vercel Labs |
|---|---|---|
| Ranking | ||
| Overall rank | #103 | #14 |
| Pillars | ||
| Overall | 55 | 67 |
| Code | 47 | 62 |
| Education | 78 | 74 |
| Community | 80 | 47 |
| Reach | 90 | 49 |
| Momentum | 34 | 80 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 191,415 | 177,353 |
| Forks | 28,215 | 14,215 |
| Public repos | 22 | 318 |
| Active repos (90d) | 15 | 72 |
| External contributors | 308 | 520 |
| Avg polish | 50 | 53 |
| Avg AI-readiness | 32 | 69 |