AstraZeneca vs Firecrawl

AstraZeneca (Data and AI: Unlocking new science insights) and Firecrawl (Web data API for AI) both appear on the Smoower Developer Ecosystem Index.

Firecrawl (rank #122) holds a modest lead over AstraZeneca (rank #510) on the overall Smoower ecosystem score (54 vs 37). The gap of 17 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 Firecrawl. On education (docs, guides and learning material for developers), Firecrawl is ahead of AstraZeneca. On community (issue response, PR reviews and discussion health), Firecrawl is clearly ahead of AstraZeneca. On reach (how visible the ecosystem is beyond its own repos), Firecrawl is slightly ahead of AstraZeneca. On momentum (release cadence and how fast the ecosystem moves), Firecrawl is slightly ahead of AstraZeneca.

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. Firecrawl shows 199,181 stars across 101 public repos, 28 active in the last 90 days and 130 external contributors. The star gap on its own does not decide the comparison, but Firecrawl's footprint is roughly 38.5x 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. Firecrawl 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.