Qdrant vs Replicate

Qdrant (Creating advanced vector search technology) and Replicate (Run AI with an API) both appear on the Smoower Developer Ecosystem Index.

Qdrant (rank #8) holds a meaningful lead over Replicate (rank #301) on the overall Smoower ecosystem score (71 vs 46). 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), Qdrant is ahead of Replicate. On education (docs, guides and learning material for developers), Qdrant is clearly ahead of Replicate. On community (issue response, PR reviews and discussion health), Qdrant is clearly ahead of Replicate. On reach (how visible the ecosystem is beyond its own repos), Replicate is clearly ahead of Qdrant. On momentum (release cadence and how fast the ecosystem moves), Qdrant is clearly ahead of Replicate.

Qdrant carries 45,854 GitHub stars across 132 public repos, with 89 repositories active in the last 90 days and 122 external contributors on record. Replicate shows 25,103 stars across 169 public repos, 7 active in the last 90 days and 13 external contributors.

Qdrant is the stronger read for anyone weighting momentum. Replicate 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.