On a mission to build the best AI user interface.
Open WebUI vs Qdrant
Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.
Open WebUI (On a mission to build the best AI user interface.) and Qdrant (Creating advanced vector search technology) both appear on the Smoower Developer Ecosystem Index.
Qdrant (rank #5) holds a meaningful lead over Open WebUI (rank #189) 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 Open WebUI. On education (docs, guides and learning material for developers), Qdrant is slightly ahead of Open WebUI. On community (issue response, PR reviews and discussion health), Qdrant is slightly ahead of Open WebUI. On reach (how visible the ecosystem is beyond its own repos), Qdrant is ahead of Open WebUI. On momentum (release cadence and how fast the ecosystem moves), Qdrant is clearly ahead of Open WebUI.
Open WebUI carries 159,650 GitHub stars across 25 public repos, with 12 repositories active in the last 90 days and 198 external contributors on record. Qdrant shows 44,913 stars across 132 public repos, 89 active in the last 90 days and 99 external contributors. The star gap on its own does not decide the comparison, but Open WebUI's footprint is roughly 3.6x larger, which usually shows up in downstream signals like inbound issues and third party integrations.
Open WebUI 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.
Side-by-side metrics
| Metric | Open WebUI | Qdrant |
|---|---|---|
| Ranking | ||
| Overall rank | #189 | #5 |
| Pillars | ||
| Overall | 50 | 71 |
| Code | 55 | 70 |
| Education | 85 | 86 |
| Community | 57 | 59 |
| Reach | 34 | 50 |
| Momentum | 38 | 66 |
| Builder experience | 0 | 0 |
| Signals | ||
| Stars | 159,650 | 44,913 |
| Forks | 23,667 | 4,409 |
| Public repos | 25 | 132 |
| Active repos (90d) | 12 | 89 |
| External contributors | 198 | 99 |
| Avg polish | 60 | 70 |
| Avg AI-readiness | 36 | 49 |