Marqo vs TopK

Marqo (Tensor search for humans.) and TopK (Pushing state of the art, one flamegraph at a time.) both appear on the Smoower Developer Ecosystem Index.

Marqo (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), Marqo is slightly ahead of TopK. On education (docs, guides and learning material for developers), Marqo is slightly ahead of TopK. On community (issue response, PR reviews and discussion health), Marqo is ahead of TopK. On reach (how visible the ecosystem is beyond its own repos), Marqo is slightly ahead of TopK. On momentum (release cadence and how fast the ecosystem moves), Marqo is ahead of TopK.

Marqo carries 5,394 GitHub stars across 28 public repos, with 14 repositories active in the last 90 days and 4 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 Marqo's footprint is roughly 62.0x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Marqo 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.