Mage vs Snap Research

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

Snap Research (rank #372) holds a narrow lead over Mage (rank #485) on the overall Smoower ecosystem score (42 vs 38). The gap of 4 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), Snap Research is slightly ahead of Mage. On education (docs, guides and learning material for developers), Snap Research is slightly ahead of Mage. On community (issue response, PR reviews and discussion health), Snap Research is clearly ahead of Mage. On reach (how visible the ecosystem is beyond its own repos), Mage is clearly ahead of Snap Research. On momentum (release cadence and how fast the ecosystem moves), Snap Research is slightly 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. Snap Research shows 11,224 stars across 101 public repos, 12 active in the last 90 days and 6 external contributors.

Mage is the stronger read for anyone weighting reach. Snap Research 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.