# Mage vs NVIDIA Corporation — developer ecosystem comparison

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

Mage (Magical tools for data.) and NVIDIA Corporation both appear on the Smoower Developer Ecosystem Index.

NVIDIA Corporation (rank #55) holds a meaningful lead over Mage (rank #480) on the overall Smoower ecosystem score (62 vs 40). 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 Mage. On education (docs, guides and learning material for developers), NVIDIA Corporation is ahead of Mage. On community (issue response, PR reviews and discussion health), NVIDIA Corporation is clearly ahead of Mage. On reach (how visible the ecosystem is beyond its own repos), Mage is slightly ahead of NVIDIA Corporation. On momentum (release cadence and how fast the ecosystem moves), NVIDIA Corporation is clearly ahead of Mage.

Mage carries 9,143 GitHub stars across 44 public repos, with 5 repositories active in the last 90 days and 11 external contributors on record. NVIDIA Corporation shows 293,118 stars across 821 public repos, 91 active in the last 90 days and 547 external contributors. The star gap on its own does not decide the comparison, but NVIDIA Corporation's footprint is roughly 32.1x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Mage is the stronger read for anyone weighting reach. NVIDIA Corporation 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.

## Scores

| Metric | Mage | NVIDIA Corporation |
| --- | --- | --- |
| Overall score | 40.0 | 62.0 |
| Overall rank | #480 | #55 |
| Category | ai | ai |
| Code & Polish | 34.0 | 68.0 |
| Education | 69.0 | 84.0 |
| Builder experience | 0.0 | 0.0 |
| Community | 35.0 | 56.0 |
| Reach | 66.0 | 60.0 |
| Momentum | 9.0 | 54.0 |

## Full reports

- Mage: https://www.smoower.com/mage-ai.md
- NVIDIA Corporation: https://www.smoower.com/nvidia.md

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