# qdrant-mcp-server

> MCP server for semantic search using local Qdrant vector database and OpenAI embeddings

- **URL**: https://www.freshcrate.ai/projects/qdrant-mcp-server
- **Author**: mhalder
- **Category**: MCP Servers
- **Latest version**: `v3.3.4` (2026-05-16)
- **License**: MIT
- **Source**: https://github.com/mhalder/qdrant-mcp-server
- **Language**: TypeScript
- **GitHub**: 30 stars, 18 forks
- **Registry**: github
- **Tags**: `claude`, `embeddings`, `mcp`, `model-context-protocol`, `openai`, `qdrant`, `semantic-search`, `typescript`

## Description

MCP server for semantic search using local Qdrant vector database and OpenAI embeddings

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `v3.3.4` | 2026-05-16 | High | ## [3.3.4](https://github.com/mhalder/qdrant-mcp-server/compare/v3.3.3...v3.3.4) (2026-05-16)  ### Bug Fixes  * **scanner:** do not load .npmignore patterns ([babdf53](https://github.com/mhalder/qdrant-mcp-server/commit/babdf538938231bec78f642a78eff073869ff750)) |
| `v3.3.3` | 2026-03-26 | Medium | ## [3.3.3](https://github.com/mhalder/qdrant-mcp-server/compare/v3.3.2...v3.3.3) (2026-03-26)  ### Bug Fixes  * **deps:** resolve npm audit vulnerabilities ([01d17e6](https://github.com/mhalder/qdrant-mcp-server/commit/01d17e6673476660f0afa75b99c9528aebcf3fec)) |
| `v3.3.2` | 2026-03-25 | Medium | ## [3.3.2](https://github.com/mhalder/qdrant-mcp-server/compare/v3.3.1...v3.3.2) (2026-03-25)  ### Bug Fixes  * **sparse:** increase BM25 vocabulary size from 30k to 1M ([bc8fa2a](https://github.com/mhalder/qdrant-mcp-server/commit/bc8fa2a778461aad278339d069bad479aba46a6e)) * **sparse:** use deterministic hash-based vocabulary indices for BM25 ([cb6fa0d](https://github.com/mhalder/qdrant-mcp-server/commit/cb6fa0d256f0e0bfd628bdfbe4e7e7340f5b56eb)) * **test:** remove hardcoded commit counts in gi |
| `v3.3.1` | 2026-02-09 | Low | ## [3.3.1](https://github.com/mhalder/qdrant-mcp-server/compare/v3.3.0...v3.3.1) (2026-02-09)  ### Bug Fixes  * **deps:** resolve npm audit vulnerabilities ([c32955d](https://github.com/mhalder/qdrant-mcp-server/commit/c32955d7e376024e90903097a8bc9563541757f2)) |
| `v3.3.0` | 2026-02-09 | Low | ## [3.3.0](https://github.com/mhalder/qdrant-mcp-server/compare/v3.2.1...v3.3.0) (2026-02-09)  ### Features  * **logging:** add structured logging with pino ([1e85ba4](https://github.com/mhalder/qdrant-mcp-server/commit/1e85ba45e142beda3bfcd119fab13666328d2b6b)) |
| `v3.2.1` | 2026-01-30 | Low | ## <small>3.2.1 (2026-01-30)</small>  * Merge pull request #52 from mhalder/feat/dagger ([da115bb](https://github.com/mhalder/qdrant-mcp-server/commit/da115bb)), closes [#52](https://github.com/mhalder/qdrant-mcp-server/issues/52) * fix(dagger): validate node version and pin engine version ([61625b9](https://github.com/mhalder/qdrant-mcp-server/commit/61625b9)) * style(dagger): reformat package.json ([c22ca40](https://github.com/mhalder/qdrant-mcp-server/commit/c22ca40)) * ci(dagger): replace GH |
| `v3.2.0` | 2026-01-24 | Low | ## 3.2.0 (2026-01-24)  * Merge pull request #51 from mhalder/feat/advanced-search ([e99311b](https://github.com/mhalder/qdrant-mcp-server/commit/e99311b)), closes [#51](https://github.com/mhalder/qdrant-mcp-server/issues/51) * fix(federated): rank within repo+type groups for fair RRF interleaving ([958411a](https://github.com/mhalder/qdrant-mcp-server/commit/958411a)) * fix(federated): use segment comparison for path matching ([9de2b85](https://github.com/mhalder/qdrant-mcp-server/commit/9de2b85 |
| `v3.1.2` | 2026-01-23 | Low | ## <small>3.1.2 (2026-01-23)</small>  * Merge pull request #50 from mhalder/fix/pathpattern-filter ([b12517f](https://github.com/mhalder/qdrant-mcp-server/commit/b12517f)), closes [#50](https://github.com/mhalder/qdrant-mcp-server/issues/50) * fix(code): use picomatch for pathPattern filtering in search_code ([06717a9](https://github.com/mhalder/qdrant-mcp-server/commit/06717a9)) |
| `v3.1.1` | 2026-01-22 | Low | ## <small>3.1.1 (2026-01-22)</small>  * docs: add Node 24 installation instructions ([edb27cc](https://github.com/mhalder/qdrant-mcp-server/commit/edb27cc)), closes [#49](https://github.com/mhalder/qdrant-mcp-server/issues/49) |
| `v3.1.0` | 2026-01-22 | Low | ## 3.1.0 (2026-01-22)  * Merge pull request #48 from mhalder/feat/node-24-support ([d6b57ae](https://github.com/mhalder/qdrant-mcp-server/commit/d6b57ae)), closes [#48](https://github.com/mhalder/qdrant-mcp-server/issues/48) * fix(ci): enable C++20 for Node 24 native module builds ([8fca70e](https://github.com/mhalder/qdrant-mcp-server/commit/8fca70e)) * feat: add Node.js 24 support ([bf39405](https://github.com/mhalder/qdrant-mcp-server/commit/bf39405)), closes [#47](https://github.com/mhalder/ |

## Citation

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

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