ggml vs ServiceNow

ggml (AI inference at the edge) and ServiceNow (Works for you™) both appear on the Smoower Developer Ecosystem Index.

ggml (rank #103) holds a narrow lead over ServiceNow (rank #257) on the overall Smoower ecosystem score (55 vs 47). The gap of 8 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), ServiceNow is slightly ahead of ggml. On education (docs, guides and learning material for developers), ggml is clearly ahead of ServiceNow. On community (issue response, PR reviews and discussion health), ggml is ahead of ServiceNow. On reach (how visible the ecosystem is beyond its own repos), ggml is clearly ahead of ServiceNow. On momentum (release cadence and how fast the ecosystem moves), ServiceNow is slightly 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. ServiceNow shows 7,846 stars across 271 public repos, 29 active in the last 90 days and 7 external contributors. The star gap on its own does not decide the comparison, but ggml's footprint is roughly 24.4x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

ggml is the stronger read for anyone weighting reach. ServiceNow looks better where code quality 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.