# qdrant

> Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

- **URL**: https://www.freshcrate.ai/projects/qdrant
- **Author**: qdrant
- **Category**: Databases
- **Latest version**: `v1.18.2` (2026-06-04)
- **License**: Apache-2.0
- **Source**: https://github.com/qdrant/qdrant
- **Homepage**: https://qdrant.tech
- **Language**: Rust
- **GitHub**: 30,532 stars, 2,188 forks
- **Registry**: github
- **Tags**: `ai-search`, `ai-search-engine`, `embeddings-similarity`, `hnsw`, `hybrid-search`, `image-search`, `knn-algorithm`, `machine-learning`, `rust`

## Description

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `v1.18.2` | 2026-06-04 | High | # Change log  ## Improvements  * https://github.com/qdrant/qdrant/pull/9282 - Log slow operations during shard WAL recovery * https://github.com/qdrant/qdrant/pull/9137 - Clear cache of ID tracker after building a segment * https://github.com/qdrant/qdrant/pull/9138 - Don't rebuild payload index if changing `on_disk` flag  ## Bug Fixes  * https://github.com/qdrant/qdrant/pull/9285 - Fix potential infinite loop in optimizer when using multi vectors with `prevent_unoptimized` * https:// |
| `v1.18.1` | 2026-05-22 | High | # Change log  ## Improvements  * https://github.com/qdrant/qdrant/pull/8988 - Refactor quantized multi-vector scorers for io_uring support * https://github.com/qdrant/qdrant/pull/9058 - Validate vector dimensions before WAL write for async upserts  ## Bug Fixes  * https://github.com/qdrant/qdrant/pull/8990 - Notify pending consensus ops on snapshot apply * https://github.com/qdrant/qdrant/pull/9054 - Fix indexed integer range filter with float values * https://github.com/qdrant/qdrant |
| `v1.18.0` | 2026-05-11 | High | # Change log  ## Features 🏎️  * [milestone!48](https://github.com/qdrant/qdrant/milestone/48) - Add TurboQuant quantization variant, 8x vector compression without the recall tax * https://github.com/qdrant/qdrant/pull/8605 - Add API to create and delete named vectors in existing collection * https://github.com/qdrant/qdrant/pull/8606 - Deep memory reporting, show memory usage breakdown for storage components * https://github.com/qdrant/qdrant/pull/8714 - Add low memory mode, force open e |
| `v1.17.1` | 2026-03-27 | Medium | # Change log  ## Improvements  * [milestone#46](https://github.com/qdrant/qdrant/milestone/46?closed=1) - Defer point updates, efficiently apply and optimize points with `prevent_unoptimized=true` * https://github.com/qdrant/qdrant/pull/8188 - Make Gridstore flushes non-blocking to reduce search tail latencies * https://github.com/qdrant/qdrant/pull/8235 - Improve performance of filtered search in case of singular payload value * https://github.com/qdrant/qdrant/pull/8402 - Add request tr |
| `v1.17.0` | 2026-02-20 | Low | # Change log  ## Features 🏋️  * [milestone#38](https://github.com/qdrant/qdrant/milestone/38?closed=1) - Relevance Feedback ([docs](https://qdrant.tech/documentation/concepts/search-relevance/#relevance-feedback)) * [milestone#44](https://github.com/qdrant/qdrant/milestone/44?closed=1) - API for detailed report on optimization progress and stages ([docs](https://qdrant.tech/documentation/concepts/optimizer/#optimization-monitoring)) * [milestone#40](https://github.com/qdrant/qdrant/milest |
| `v1.16.3` | 2025-12-19 | Low | # Change log  ## Improvements  - https://github.com/qdrant/qdrant/pull/7755, https://github.com/qdrant/qdrant/pull/7588 - Respect search and point retrieve timeout when trying to access segments - https://github.com/qdrant/qdrant/pull/7685 - Respect telemetry timeout when fetching shard statistics - https://github.com/qdrant/qdrant/pull/7715 - Log snapshot download duration and speed  ## Bug fixes  - https://github.com/qdrant/qdrant/pull/7787, https://github.com/qdrant/qdrant/pull/7791 |
| `v1.16.2` | 2025-12-04 | Low | # Change log  ## Improvements  - https://github.com/qdrant/qdrant/pull/7607 - Improve request timeout handling for telemetry and metrics - https://github.com/qdrant/qdrant/pull/7623 - Add user agent to HTTP requests sent by Qdrant server  ## Bug fixes  - https://github.com/qdrant/qdrant/pull/7674 - Fix critical WAL bug that could break consensus or cause data corruption on restart - https://github.com/qdrant/qdrant/pull/7684 - Fix consensus crash when applying consensus snapshot with n |
| `v1.16.1` | 2025-11-25 | Low | # Change log  ## Improvements  - https://github.com/qdrant/qdrant/pull/7514, https://github.com/qdrant/qdrant/pull/7572 - Make batch queries up to 3 times faster on full scans by reading each point only once - https://github.com/qdrant/qdrant/pull/7551 - Actively migrate vector, payload and payload index storage from RocksDB into Gridstore on startup for better and more predictable performance - https://github.com/qdrant/qdrant/pull/7579 - Add 60s internal timeout for telemetry/metrics end |
| `v1.16.0` | 2025-11-17 | Low | # Change log  ## Features 🌰  - https://github.com/qdrant/qdrant/milestone/33?closed=1 - Inline Storage: Add option to inline vectors in HNSW graph for efficient IO usage ([docs](https://qdrant.tech/documentation/guides/optimize/#inline-storage-in-hnsw-index)) - https://github.com/qdrant/qdrant/milestone/37?closed=1 - Tenant promotion mechanism for tiered multitenancy: ([docs](https://qdrant.tech/documentation/guides/multitenancy/#tiered-multitenancy))   - Add `ReplicatePoints` action to p |
| `v1.15.5` | 2025-09-30 | Low | # Change log  ## Improvements  - https://github.com/qdrant/qdrant/pull/7157 - Acknowledge update/delete by filter operations on flush, preventing very slow restart - https://github.com/qdrant/qdrant/pull/7217, https://github.com/qdrant/qdrant/pull/7218, https://github.com/qdrant/qdrant/pull/7219, https://github.com/qdrant/qdrant/pull/7220, https://github.com/qdrant/qdrant/pull/7221 - Add API validation to min_should, filters, point update batch and others - https://github.com/qdrant/qdrant |

## Citation

- HTML: https://www.freshcrate.ai/projects/qdrant
- Markdown: https://www.freshcrate.ai/projects/qdrant.md
- Dependencies JSON: https://www.freshcrate.ai/api/projects/qdrant/deps

_Generated by freshcrate.ai. Indexes github releases for AI-agent ecosystem packages._