Developer ecosystem comparison
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Mage vs NVIDIA Corporation

Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.

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

NVIDIA Corporation (rank #22) holds a meaningful lead over Mage (rank #472) on the overall Smoower ecosystem score (67 vs 40). The gap of 27 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 ahead of Mage. On reach (how visible the ecosystem is beyond its own repos), NVIDIA Corporation is slightly ahead of Mage. 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 6 repositories active in the last 90 days and 12 external contributors on record. NVIDIA Corporation shows 341,963 stars across 814 public repos, 85 active in the last 90 days and 520 external contributors. The star gap on its own does not decide the comparison, but NVIDIA Corporation's footprint is roughly 37.4x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Mage is worth a look for teams already invested in its stack. 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.

Side-by-side metrics

MetricMageNVIDIA Corporation
Ranking
Overall rank#472#22
Pillars
Overall4067
Code3465
Education6984
Community3656
Reach6875
Momentum1254
Builder experience00
Signals
Stars9,143341,963
Forks1,54255,234
Public repos44814
Active repos (90d)685
External contributors12520
Avg polish4272
Avg AI-readiness1550

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