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 #8) holds a meaningful lead over deepset (rank #209) on the overall Smoower ecosystem score (71 vs 50). The gap of 21 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), deepset is slightly ahead of Qdrant. On momentum (release cadence and how fast the ecosystem moves), Qdrant is clearly ahead of deepset.

deepset carries 30,503 GitHub stars across 75 public repos, with 20 repositories active in the last 90 days and 163 external contributors on record. Qdrant shows 45,854 stars across 132 public repos, 89 active in the last 90 days and 122 external contributors.

deepset is the stronger read for anyone weighting reach. 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.