txtai vs Qdrant
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| Field | T txtaiAll-in-one Python framework for embeddings, vector search, and RAG workflows. | Q QdrantRust vector database with filters, payloads, and a REST API. |
|---|---|---|
| Fit. | ||
| Platforms· | Linux, macOS, Windows | Linux, macOS, Windows, Docker |
| Docker | Yes | Yes |
| Commercial | yes | yes |
| Catalog. | ||
| Category | Vector databases | Vector databases |
| License | Apache 2.0 | Apache 2.0 |
| Language· | Python | Rust |
| Jobs· | vector database, similarity search, local RAG | vector database, similarity search, embedding store |
| Activity. | ||
| Stars· | 13k | 26k |
| Last commit· | Sep 11, 2026 | Sep 7, 2026 |
| Last release· | — | Aug 29, 2026 |
| Links | ProjectGitHubGuide | ProjectGitHubGuide |