Anthropic vs Qdrant

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

Qdrant (rank #8) holds a narrow lead over Anthropic (rank #44) on the overall Smoower ecosystem score (71 vs 63). The gap of 8 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), Qdrant is clearly ahead of Anthropic. On education (docs, guides and learning material for developers), Qdrant is slightly ahead of Anthropic. On community (issue response, PR reviews and discussion health), Anthropic is slightly ahead of Qdrant. On reach (how visible the ecosystem is beyond its own repos), Qdrant is ahead of Anthropic. On momentum (release cadence and how fast the ecosystem moves), Qdrant is ahead of Anthropic.

Anthropic carries 609,852 GitHub stars across 99 public repos, with 48 repositories active in the last 90 days and 722 external contributors on record. Qdrant shows 45,854 stars across 132 public repos, 89 active in the last 90 days and 122 external contributors. The star gap on its own does not decide the comparison, but Anthropic's footprint is roughly 13.3x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Anthropic is the stronger read for anyone weighting community. Qdrant looks better where code quality 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.