Cohere vs Qdrant

Cohere (Empowering enterprises with private, powerful AI.) and Qdrant (Creating advanced vector search technology) both appear on the Smoower Developer Ecosystem Index.

Qdrant (rank #5) holds a meaningful lead over Cohere (rank #278) 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 Cohere. On education (docs, guides and learning material for developers), Qdrant is slightly ahead of Cohere. On community (issue response, PR reviews and discussion health), Qdrant is ahead of Cohere. On reach (how visible the ecosystem is beyond its own repos), Qdrant is slightly ahead of Cohere. On momentum (release cadence and how fast the ecosystem moves), Qdrant is clearly ahead of Cohere.

Cohere carries 6,555 GitHub stars across 62 public repos, with 17 repositories active in the last 90 days and 15 external contributors on record. Qdrant shows 44,949 stars across 132 public repos, 89 active in the last 90 days and 100 external contributors. The star gap on its own does not decide the comparison, but Qdrant's footprint is roughly 6.9x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Cohere is worth a look for teams already invested in its stack. Qdrant looks better where momentum 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.