deepset vs TopK

deepset (Building enterprise search systems powered by latest NLP & open-source.) and TopK (Pushing state of the art, one flamegraph at a time.) both appear on the Smoower Developer Ecosystem Index.

deepset (rank #122) holds a modest lead over TopK (rank #536) on the overall Smoower ecosystem score (54 vs 36). The gap of 18 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), deepset is ahead of TopK. On education (docs, guides and learning material for developers), deepset is ahead of TopK. On community (issue response, PR reviews and discussion health), deepset is clearly ahead of TopK. On reach (how visible the ecosystem is beyond its own repos), deepset is ahead of TopK.

deepset carries 30,141 GitHub stars across 74 public repos, with 17 repositories active in the last 90 days and 171 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 deepset's footprint is roughly 346.4x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

deepset is the stronger read for anyone weighting community. TopK makes more sense for teams already using its adjacent tools. The table below breaks the scores down pillar by pillar; the linked profiles cover the underlying repos, docs and community signals in full.