Cohere vs Firecrawl

Cohere (Empowering enterprises with private, powerful AI.) and Firecrawl (Web data API for AI) both appear on the Smoower Developer Ecosystem Index.

Firecrawl (rank #122) holds a narrow lead over Cohere (rank #278) on the overall Smoower ecosystem score (54 vs 46). 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), Cohere is slightly ahead of Firecrawl. On education (docs, guides and learning material for developers), Firecrawl is slightly ahead of Cohere. On community (issue response, PR reviews and discussion health), Firecrawl is slightly ahead of Cohere. On reach (how visible the ecosystem is beyond its own repos), Cohere is ahead of Firecrawl. On momentum (release cadence and how fast the ecosystem moves), Cohere is slightly ahead of Firecrawl.

Cohere carries 6,555 GitHub stars across 62 public repos, with 17 repositories active in the last 90 days and 15 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 30.4x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Cohere is the stronger read for anyone weighting reach. 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.