AstraZeneca vs TopK

AstraZeneca (Data and AI: Unlocking new science insights) and TopK (Pushing state of the art, one flamegraph at a time.) both appear on the Smoower Developer Ecosystem Index.

AstraZeneca (rank #510) holds a narrow lead over TopK (rank #536) on the overall Smoower ecosystem score (37 vs 36). The gap of 1 points reflects composite signals across code, docs, community and reach.

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

AstraZeneca carries 5,180 GitHub stars across 107 public repos, with 22 repositories active in the last 90 days and 2 external contributors on record. TopK shows 87 stars across 12 public repos, 8 active in the last 90 days and 6 external contributors. The star gap on its own does not decide the comparison, but AstraZeneca's footprint is roughly 59.5x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

AstraZeneca is the stronger read for anyone weighting code quality. TopK looks better where reach 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.