Snap Research vs TopK

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

Snap Research (rank #372) holds a narrow lead over TopK (rank #536) on the overall Smoower ecosystem score (42 vs 36). The gap of 6 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 Snap Research. On education (docs, guides and learning material for developers), Snap Research is ahead of TopK. On community (issue response, PR reviews and discussion health), Snap Research is clearly ahead of TopK. On reach (how visible the ecosystem is beyond its own repos), TopK is clearly ahead of Snap Research. On momentum (release cadence and how fast the ecosystem moves), TopK is slightly ahead of Snap Research.

Snap Research carries 11,224 GitHub stars across 101 public repos, with 12 repositories active in the last 90 days and 6 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 Snap Research's footprint is roughly 129.0x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Snap Research is the stronger read for anyone weighting community. 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.