Helping developers search, understand, and write code in complex codebases with AI
Fireworks.ai vs Sourcegraph
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
Fireworks.ai and Sourcegraph (Helping developers search, understand, and write code in complex codebases with AI) both appear on the Smoower Developer Ecosystem Index.
Sourcegraph (rank #152) holds a modest lead over Fireworks.ai (rank #430) on the overall Smoower ecosystem score (52 vs 40). The gap of 12 points reflects composite signals across code, docs, community and reach.
On code quality (the state of repositories, tests, releases and polish), Sourcegraph is ahead of Fireworks.ai. On education (docs, guides and learning material for developers), Sourcegraph is ahead of Fireworks.ai. On community (issue response, PR reviews and discussion health), Fireworks.ai is slightly ahead of Sourcegraph. On reach (how visible the ecosystem is beyond its own repos), Sourcegraph is clearly ahead of Fireworks.ai. On momentum (release cadence and how fast the ecosystem moves), Sourcegraph is clearly ahead of Fireworks.ai.
Fireworks.ai carries 359 GitHub stars across 29 public repos, with 19 repositories active in the last 90 days and 43 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 Sourcegraph's footprint is roughly 92.2x larger, which usually shows up in downstream signals like inbound issues and third party integrations.
Fireworks.ai is the stronger read for anyone weighting community. 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 | Fireworks.ai | Sourcegraph |
|---|---|---|
| Ranking | ||
| Overall rank | #430 | #152 |
| Pillars | ||
| Overall | 40 | 52 |
| Code | 37 | 56 |
| Education | 58 | 69 |
| Community | 54 | 48 |
| Reach | 17 | 42 |
| Momentum | 32 | 79 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 359 | 33,115 |
| Forks | 119 | 4,312 |
| Public repos | 29 | 601 |
| Active repos (90d) | 19 | 68 |
| External contributors | 43 | 17 |
| Avg polish | 41 | 59 |
| Avg AI-readiness | 28 | 33 |