Web data API for AI
Helping developers search, understand, and write code in complex codebases with AI
Firecrawl vs Sourcegraph
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
Firecrawl (Web data API for AI) and Sourcegraph (Helping developers search, understand, and write code in complex codebases with AI) both appear on the Smoower Developer Ecosystem Index.
Firecrawl (rank #122) holds a narrow lead over Sourcegraph (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), Sourcegraph is slightly ahead of Firecrawl. On education (docs, guides and learning material for developers), Firecrawl is ahead of Sourcegraph. On community (issue response, PR reviews and discussion health), Firecrawl is slightly ahead of Sourcegraph. On reach (how visible the ecosystem is beyond its own repos), Sourcegraph is ahead of Firecrawl. On momentum (release cadence and how fast the ecosystem moves), Sourcegraph 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. Sourcegraph shows 33,115 stars across 601 public repos, 68 active in the last 90 days and 17 external contributors. The star gap on its own does not decide the comparison, but Firecrawl's footprint is roughly 6.0x larger, which usually shows up in downstream signals like inbound issues and third party integrations.
Firecrawl is the stronger read for anyone weighting education. Sourcegraph 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 | Sourcegraph |
|---|---|---|
| Ranking | ||
| Overall rank | #122 | #152 |
| Pillars | ||
| Overall | 54 | 52 |
| Code | 48 | 56 |
| Education | 87 | 69 |
| Community | 52 | 48 |
| Reach | 27 | 42 |
| Momentum | 37 | 79 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 199,181 | 33,115 |
| Forks | 17,907 | 4,312 |
| Public repos | 101 | 601 |
| Active repos (90d) | 28 | 68 |
| External contributors | 130 | 17 |
| Avg polish | 48 | 59 |
| Avg AI-readiness | 39 | 33 |