deepset vs Qdrant

deepset (Building enterprise search systems powered by latest NLP & open-source.) and Qdrant (Creating advanced vector search technology) both appear on the Smoower Developer Ecosystem Index.

Qdrant (rank #5) holds a modest lead over deepset (rank #122) on the overall Smoower ecosystem score (71 vs 54). The gap of 17 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 deepset. On education (docs, guides and learning material for developers), Qdrant is ahead of deepset. On community (issue response, PR reviews and discussion health), Qdrant is slightly ahead of deepset. On reach (how visible the ecosystem is beyond its own repos), Qdrant is slightly ahead of deepset. On momentum (release cadence and how fast the ecosystem moves), Qdrant is clearly ahead of deepset.

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. Qdrant shows 44,913 stars across 132 public repos, 89 active in the last 90 days and 99 external contributors.

deepset 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.