ggml vs Vercel Labs

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 #9) holds a meaningful lead over ggml (rank #228) on the overall Smoower ecosystem score (71 vs 49). The gap of 22 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), Vercel Labs is clearly ahead of ggml. On momentum (release cadence and how fast the ecosystem moves), Vercel Labs is clearly ahead of ggml.

ggml carries 197,214 GitHub stars across 25 public repos, with 18 repositories active in the last 90 days and 323 external contributors on record. Vercel Labs shows 188,839 stars across 348 public repos, 76 active in the last 90 days and 470 external contributors.

ggml is the stronger read for anyone weighting community. 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.