Firecrawl vs Guild AI

Firecrawl (Web data API for AI) and Guild AI both appear on the Smoower Developer Ecosystem Index.

Firecrawl (rank #122) holds a meaningful lead over Guild AI (rank #763) on the overall Smoower ecosystem score (54 vs 29). The gap of 25 points reflects composite signals across code, docs, community and reach.

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

Firecrawl carries 199,181 GitHub stars across 101 public repos, with 28 repositories active in the last 90 days and 130 external contributors on record. Guild AI shows 1,003 stars across 29 public repos, 0 active in the last 90 days and 1 external contributors. The star gap on its own does not decide the comparison, but Firecrawl's footprint is roughly 198.6x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Firecrawl is the stronger read for anyone weighting momentum. Guild AI 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.