Mage vs sgl-project

Mage (Magical tools for data.) and sgl-project both appear on the Smoower Developer Ecosystem Index.

sgl-project (rank #278) holds a narrow lead over Mage (rank #485) on the overall Smoower ecosystem score (46 vs 38). The gap of 8 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), sgl-project is clearly ahead of Mage. On education (docs, guides and learning material for developers), sgl-project is slightly ahead of Mage. On community (issue response, PR reviews and discussion health), sgl-project is clearly ahead of Mage. On reach (how visible the ecosystem is beyond its own repos), Mage is clearly ahead of sgl-project. On momentum (release cadence and how fast the ecosystem moves), sgl-project 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. sgl-project shows 38,333 stars across 26 public repos, 20 active in the last 90 days and 349 external contributors. The star gap on its own does not decide the comparison, but sgl-project's footprint is roughly 4.2x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Mage is the stronger read for anyone weighting reach. sgl-project looks better where community 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.