Creating advanced vector search technology
Qdrant vs sgl-project
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
Qdrant (Creating advanced vector search technology) and sgl-project both appear on the Smoower Developer Ecosystem Index.
Qdrant (rank #5) holds a meaningful lead over sgl-project (rank #278) on the overall Smoower ecosystem score (72 vs 46). The gap of 26 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 sgl-project. On education (docs, guides and learning material for developers), Qdrant is ahead of sgl-project. On community (issue response, PR reviews and discussion health), sgl-project is ahead of Qdrant. On reach (how visible the ecosystem is beyond its own repos), Qdrant is clearly ahead of sgl-project. On momentum (release cadence and how fast the ecosystem moves), Qdrant is clearly ahead of sgl-project.
Qdrant carries 44,949 GitHub stars across 132 public repos, with 89 repositories active in the last 90 days and 100 external contributors on record. sgl-project shows 38,333 stars across 26 public repos, 20 active in the last 90 days and 349 external contributors.
Qdrant is the stronger read for anyone weighting reach. sgl-project 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.
Side-by-side metrics
| Metric | Qdrant | sgl-project |
|---|---|---|
| Ranking | ||
| Overall rank | #5 | #278 |
| Pillars | ||
| Overall | 72 | 46 |
| Code | 70 | 55 |
| Education | 86 | 74 |
| Community | 64 | 80 |
| Reach | 50 | 8 |
| Momentum | 66 | 40 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 44,949 | 38,333 |
| Forks | 4,410 | 8,904 |
| Public repos | 132 | 26 |
| Active repos (90d) | 89 | 20 |
| External contributors | 100 | 349 |
| Avg polish | 70 | 55 |
| Avg AI-readiness | 49 | 47 |