AstraZeneca vs Hugging Face

AstraZeneca (Data and AI: Unlocking new science insights) and Hugging Face (The AI community building the future.) both appear on the Smoower Developer Ecosystem Index.

Hugging Face (rank #2) holds a meaningful lead over AstraZeneca (rank #455) on the overall Smoower ecosystem score (75 vs 40). The gap of 35 points reflects composite signals across code, docs, community and reach.

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

AstraZeneca carries 5,197 GitHub stars across 110 public repos, with 18 repositories active in the last 90 days and 2 external contributors on record. Hugging Face shows 656,889 stars across 467 public repos, 84 active in the last 90 days and 888 external contributors. The star gap on its own does not decide the comparison, but Hugging Face's footprint is roughly 126.4x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

AstraZeneca is worth a look for teams already invested in its stack. Hugging Face looks better where community 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.