PolyAI vs TopK

PolyAI and TopK (Pushing state of the art, one flamegraph at a time.) both appear on the Smoower Developer Ecosystem Index.

PolyAI (rank #430) holds a narrow lead over TopK (rank #536) on the overall Smoower ecosystem score (40 vs 36). 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), PolyAI is slightly ahead of TopK. On education (docs, guides and learning material for developers), PolyAI is ahead of TopK. On community (issue response, PR reviews and discussion health), PolyAI is ahead of TopK. On reach (how visible the ecosystem is beyond its own repos), TopK is ahead of PolyAI. On momentum (release cadence and how fast the ecosystem moves), PolyAI is clearly ahead of TopK.

PolyAI carries 86 GitHub stars across 6 public repos, with 6 repositories active in the last 90 days and 19 external contributors on record. TopK shows 87 stars across 12 public repos, 8 active in the last 90 days and 6 external contributors.

PolyAI is the stronger read for anyone weighting momentum. TopK 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.