Developer ecosystem comparison
vs

Mage vs PolyAI

Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.

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

PolyAI (rank #430) holds a narrow lead over Mage (rank #485) on the overall Smoower ecosystem score (40 vs 38). 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), PolyAI is ahead of Mage. On reach (how visible the ecosystem is beyond its own repos), Mage is clearly ahead of PolyAI. On momentum (release cadence and how fast the ecosystem moves), PolyAI 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. PolyAI shows 86 stars across 6 public repos, 6 active in the last 90 days and 19 external contributors. The star gap on its own does not decide the comparison, but Mage's footprint is roughly 105.6x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Mage is the stronger read for anyone weighting reach. PolyAI 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.

Side-by-side metrics

MetricMagePolyAI
Ranking
Overall rank#485#430
Pillars
Overall3840
Code3447
Education7171
Community3838
Reach4016
Momentum1660
Builder experience00
Signals
Stars9,07986
Forks1,53815
Public repos446
Active repos (90d)86
External contributors2219
Avg polish4246
Avg AI-readiness1553

Fork ecosystems

Loading fork ecosystem…
Loading fork ecosystem…
View Mage developer profileView PolyAI developer profile