Web data API for AI
Firecrawl vs PolyAI
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
Firecrawl (Web data API for AI) and PolyAI both appear on the Smoower Developer Ecosystem Index.
Firecrawl (rank #122) holds a modest lead over PolyAI (rank #430) on the overall Smoower ecosystem score (54 vs 40). The gap of 14 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 PolyAI. On education (docs, guides and learning material for developers), Firecrawl is ahead of PolyAI. On community (issue response, PR reviews and discussion health), Firecrawl is ahead of PolyAI. On reach (how visible the ecosystem is beyond its own repos), Firecrawl is ahead of PolyAI. On momentum (release cadence and how fast the ecosystem moves), PolyAI is clearly ahead of Firecrawl.
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. PolyAI shows 86 stars across 6 public repos, 6 active in the last 90 days and 19 external contributors. The star gap on its own does not decide the comparison, but Firecrawl's footprint is roughly 2316.1x larger, which usually shows up in downstream signals like inbound issues and third party integrations.
Firecrawl is the stronger read for anyone weighting education. PolyAI looks better where momentum 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
| Metric | Firecrawl | PolyAI |
|---|---|---|
| Ranking | ||
| Overall rank | #122 | #430 |
| Pillars | ||
| Overall | 54 | 40 |
| Code | 48 | 47 |
| Education | 87 | 71 |
| Community | 52 | 38 |
| Reach | 27 | 16 |
| Momentum | 37 | 60 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 199,181 | 86 |
| Forks | 17,907 | 15 |
| Public repos | 101 | 6 |
| Active repos (90d) | 28 | 6 |
| External contributors | 130 | 19 |
| Avg polish | 48 | 46 |
| Avg AI-readiness | 39 | 53 |