# Qodo vs NVIDIA Corporation — developer ecosystem comparison

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

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

NVIDIA Corporation (rank #60) holds a meaningful lead over Qodo (rank #467) on the overall Smoower ecosystem score (61 vs 39). The gap of 22 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 Qodo. On education (docs, guides and learning material for developers), NVIDIA Corporation is clearly ahead of Qodo. On community (issue response, PR reviews and discussion health), NVIDIA Corporation is ahead of Qodo. On reach (how visible the ecosystem is beyond its own repos), Qodo is slightly ahead of NVIDIA Corporation. On momentum (release cadence and how fast the ecosystem moves), NVIDIA Corporation is ahead of Qodo.

Qodo carries 4,536 GitHub stars across 22 public repos, with 5 repositories active in the last 90 days and 2 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 70.5x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Qodo is the stronger read for anyone weighting reach. NVIDIA Corporation looks better where education 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 | Qodo | NVIDIA Corporation |
| --- | --- | --- |
| Overall score | 39.0 | 61.0 |
| Overall rank | #467 | #60 |
| Category | ai | ai |
| Code & Polish | 34.0 | 65.0 |
| Education | 45.0 | 84.0 |
| Builder experience | 0.0 | 0.0 |
| Community | 39.0 | 56.0 |
| Reach | 64.0 | 60.0 |
| Momentum | 38.0 | 54.0 |

## Full reports

- Qodo: https://www.smoower.com/codium-ai.md
- NVIDIA Corporation: https://www.smoower.com/nvidia.md

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