Ollama vs Qdrant

Ollama and Qdrant (Creating advanced vector search technology) both appear on the Smoower Developer Ecosystem Index.

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

Ollama carries 190,304 GitHub stars across 4 public repos, with 3 repositories active in the last 90 days and 241 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 Ollama's footprint is roughly 4.2x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Ollama is the stronger read for anyone weighting reach. Qdrant 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.