Mage vs TopK

Mage (Magical tools for data.) and TopK (Pushing state of the art, one flamegraph at a time.) both appear on the Smoower Developer Ecosystem Index.

Mage (rank #485) holds a narrow lead over TopK (rank #536) on the overall Smoower ecosystem score (38 vs 36). The gap of 2 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), TopK is slightly ahead of Mage. On education (docs, guides and learning material for developers), Mage is ahead of TopK. On community (issue response, PR reviews and discussion health), Mage is ahead of TopK. On reach (how visible the ecosystem is beyond its own repos), Mage is ahead of TopK. On momentum (release cadence and how fast the ecosystem moves), TopK is 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. TopK shows 87 stars across 12 public repos, 8 active in the last 90 days and 6 external contributors. The star gap on its own does not decide the comparison, but Mage's footprint is roughly 104.4x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Mage is the stronger read for anyone weighting community. TopK 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.