Developer ecosystem comparison
vs

Hugging Face vs Mage

Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.

Hugging Face (The AI community building the future.) and Mage (Magical tools for data.) both appear on the Smoower Developer Ecosystem Index.

Hugging Face (rank #3) holds a meaningful lead over Mage (rank #488) on the overall Smoower ecosystem score (77 vs 39). The gap of 38 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), Hugging Face is clearly ahead of Mage. On education (docs, guides and learning material for developers), Hugging Face is ahead of Mage. On community (issue response, PR reviews and discussion health), Hugging Face is clearly ahead of Mage. On reach (how visible the ecosystem is beyond its own repos), Hugging Face is ahead of Mage. On momentum (release cadence and how fast the ecosystem moves), Hugging Face is clearly ahead of Mage.

Hugging Face carries 664,125 GitHub stars across 467 public repos, with 78 repositories active in the last 90 days and 879 external contributors on record. Mage shows 9,099 stars across 44 public repos, 7 active in the last 90 days and 20 external contributors. The star gap on its own does not decide the comparison, but Hugging Face's footprint is roughly 73.0x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Hugging Face is the stronger read for anyone weighting momentum. Mage makes more sense for teams already using its adjacent tools. 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

MetricHugging FaceMage
Ranking
Overall rank#3#488
Pillars
Overall7739
Code7434
Education7967
Community8535
Reach7868
Momentum8113
Builder experience00
Signals
Stars664,1259,099
Forks103,2991,540
Public repos46744
Active repos (90d)787
External contributors87920
Avg polish7242
Avg AI-readiness6415

Fork ecosystems

Loading fork ecosystem…
Loading fork ecosystem…
View Hugging Face developer profileView Mage developer profile