Guild AI vs TopK

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

TopK (rank #536) holds a narrow lead over Guild AI (rank #763) on the overall Smoower ecosystem score (36 vs 29). The gap of 7 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 Guild AI. On education (docs, guides and learning material for developers), Guild AI is slightly ahead of TopK. On community (issue response, PR reviews and discussion health), Guild AI is ahead of TopK. On reach (how visible the ecosystem is beyond its own repos), TopK is clearly ahead of Guild AI. On momentum (release cadence and how fast the ecosystem moves), TopK is clearly ahead of Guild AI.

Guild AI carries 1,003 GitHub stars across 29 public repos, with 0 repositories active in the last 90 days and 1 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 Guild AI's footprint is roughly 11.5x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Guild AI 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.