# Fireworks.ai vs NVIDIA Corporation — developer ecosystem comparison

> Side-by-side comparison of Fireworks.ai and NVIDIA Corporation on public developer-ecosystem signals.

Fireworks.ai and NVIDIA Corporation both appear on the Smoower Developer Ecosystem Index.

NVIDIA Corporation (rank #59) holds a modest lead over Fireworks.ai (rank #194) on the overall Smoower ecosystem score (61 vs 50). The gap of 11 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 slightly ahead of Fireworks.ai. On community (issue response, PR reviews and discussion health), Fireworks.ai is slightly ahead of NVIDIA Corporation. 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 474 GitHub stars across 32 public repos, with 20 repositories active in the last 90 days and 38 external contributors on record. NVIDIA Corporation shows 319,890 stars across 829 public repos, 89 active in the last 90 days and 551 external contributors. The star gap on its own does not decide the comparison, but NVIDIA Corporation's footprint is roughly 674.9x 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. 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.

## Scores

| Metric | Fireworks.ai | NVIDIA Corporation |
| --- | --- | --- |
| Overall score | 50.0 | 61.0 |
| Overall rank | #194 | #59 |
| Category | ai | ai |
| Code & Polish | 37.0 | 65.0 |
| Education | 78.0 | 84.0 |
| Builder experience | 0.0 | 0.0 |
| Community | 61.0 | 56.0 |
| Reach | 36.0 | 60.0 |
| Momentum | 33.0 | 54.0 |

## Full reports

- Fireworks.ai: https://www.smoower.com/fw-ai.md
- NVIDIA Corporation: https://www.smoower.com/nvidia.md

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