Fireworks.ai vs NVIDIA Corporation
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
Fireworks.ai and NVIDIA Corporation both appear on the Smoower Developer Ecosystem Index.
NVIDIA Corporation (rank #189) holds a modest lead over Fireworks.ai (rank #430) on the overall Smoower ecosystem score (50 vs 40). The gap of 10 points reflects composite signals across code, docs, community and reach.
On code quality (the state of repositories, tests, releases and polish), NVIDIA Corporation is clearly ahead of Fireworks.ai. On education (docs, guides and learning material for developers), NVIDIA Corporation is clearly ahead of Fireworks.ai. On community (issue response, PR reviews and discussion health), NVIDIA Corporation is slightly ahead of Fireworks.ai. On reach (how visible the ecosystem is beyond its own repos), NVIDIA Corporation is clearly ahead of Fireworks.ai. On momentum (release cadence and how fast the ecosystem moves), NVIDIA Corporation 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. NVIDIA Corporation shows 314,588 stars across 762 public repos, 84 active in the last 90 days and 342 external contributors. The star gap on its own does not decide the comparison, but NVIDIA Corporation's footprint is roughly 876.3x larger, which usually shows up in downstream signals like inbound issues and third party integrations.
Fireworks.ai is worth a look for teams already invested in its stack. NVIDIA Corporation looks better where code quality 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 | NVIDIA Corporation |
|---|---|---|
| Ranking | ||
| Overall rank | #430 | #189 |
| Pillars | ||
| Overall | 40 | 50 |
| Code | 37 | 60 |
| Education | 58 | 79 |
| Community | 54 | 55 |
| Reach | 17 | 38 |
| Momentum | 32 | 54 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 359 | 314,588 |
| Forks | 119 | 49,823 |
| Public repos | 29 | 762 |
| Active repos (90d) | 19 | 84 |
| External contributors | 43 | 342 |
| Avg polish | 41 | 67 |
| Avg AI-readiness | 28 | 43 |