Developer ecosystem comparison
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browserbase vs Firecrawl

Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.

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

Firecrawl (rank #122) holds a narrow lead over browserbase (rank #152) on the overall Smoower ecosystem score (54 vs 52). The gap of 2 points reflects composite signals across code, docs, community and reach.

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

browserbase carries 34,643 GitHub stars across 65 public repos, with 27 repositories active in the last 90 days and 69 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 5.7x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

browserbase is the stronger read for anyone weighting reach. Firecrawl looks better where education 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.

Side-by-side metrics

MetricbrowserbaseFirecrawl
Ranking
Overall rank#152#122
Pillars
Overall5254
Code4748
Education8387
Community5352
Reach4527
Momentum3837
Builder experience00
Signals
Stars34,643199,181
Forks3,00017,907
Public repos65101
Active repos (90d)2728
External contributors69130
Avg polish4648
Avg AI-readiness4139

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