Mage vs Sardine

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

Mage (rank #485) holds a narrow lead over Sardine (rank #569) on the overall Smoower ecosystem score (38 vs 35). The gap of 3 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), Sardine is slightly ahead of Mage. On education (docs, guides and learning material for developers), Mage is slightly ahead of Sardine. On community (issue response, PR reviews and discussion health), Mage is ahead of Sardine. On reach (how visible the ecosystem is beyond its own repos), Sardine is slightly ahead of Mage. On momentum (release cadence and how fast the ecosystem moves), Mage is slightly ahead of Sardine.

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. Sardine shows 19 stars across 55 public repos, 5 active in the last 90 days and 5 external contributors. The star gap on its own does not decide the comparison, but Mage's footprint is roughly 477.8x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Mage is the stronger read for anyone weighting community. Sardine looks better where reach 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.