Mage vs NVIDIA Corporation

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

NVIDIA Corporation (rank #189) holds a modest lead over Mage (rank #485) on the overall Smoower ecosystem score (50 vs 38). The gap of 12 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 slightly 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), 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 9,079 GitHub stars across 44 public repos, with 8 repositories active in the last 90 days and 22 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 34.7x 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.