TopK vs vLLM

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

vLLM (rank #47) holds a meaningful lead over TopK (rank #536) on the overall Smoower ecosystem score (61 vs 36). The gap of 25 points reflects composite signals across code, docs, community and reach.

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

TopK carries 87 GitHub stars across 12 public repos, with 8 repositories active in the last 90 days and 6 external contributors on record. vLLM shows 115,730 stars across 43 public repos, 35 active in the last 90 days and 881 external contributors. The star gap on its own does not decide the comparison, but vLLM's footprint is roughly 1330.2x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

TopK is the stronger read for anyone weighting reach. vLLM looks better where community 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.