# qdrant-loader

> Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligen

- **URL**: https://www.freshcrate.ai/projects/qdrant-loader
- **Author**: martin-papy
- **Category**: MCP Servers
- **Latest version**: `qdrant-loader-v1.0.2` (2026-05-12)
- **License**: GPL-3.0
- **Source**: https://github.com/martin-papy/qdrant-loader
- **Homepage**: https://qdrant-loader.net
- **Language**: Python
- **GitHub**: 37 stars, 23 forks
- **Registry**: github
- **Tags**: `cli-tool`, `confluence-integration`, `cursor-ide`, `developer-tools`, `document-processing`, `embbedings`, `enterprise-ready`, `file-conversion`, `python`

## Description

Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligent file conversion (PDF/Office/images), and semantic search. Includes MCP server for seamless AI assistant integration.

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `qdrant-loader-v1.0.2` | 2026-05-12 | High | ### Changed  #### Documentation  - Updated contributing guide for external contributors [#273] |
| `qdrant-loader-v1.0.1` | 2026-05-05 | High | ### Fixed  #### Qdrant-loader  - Fixed UI layout issues across website pages [#253] - Privacy policy `last_updated` fallback now uses template file mtime instead of build date when Git timestamp is unavailable [#259]  #### Documentation  - Updated docs and removed broken internal links [#258] |
| `qdrant-loader-v1.0.0` | 2026-04-14 | High | ### Added  #### Qdrant-loader  - Contextual embeddings for enriched chunk context during ingestion [#221]  ### Fixed  #### Qdrant-loader  - Jira Cloud connection failure due to deprecated search API endpoints [#215] - Duplicate chunks for Python files by rewriting AST parser [#217] - Duplicate document IDs causing missing chunks in metric tracking [#222] - Ingestion metrics: aligned size metrics and aggregated project results [#222] - JQL injection and query breaking when configuration values in |
| `qdrant-loader-core-v1.0.0` | 2026-04-14 | Medium | ### Added  #### Qdrant-loader  - Contextual embeddings for enriched chunk context during ingestion [#221]  ### Fixed  #### Qdrant-loader  - Jira Cloud connection failure due to deprecated search API endpoints [#215] - Duplicate chunks for Python files by rewriting AST parser [#217] - Duplicate document IDs causing missing chunks in metric tracking [#222] - Ingestion metrics: aligned size metrics and aggregated project results [#222] - JQL injection and query breaking when configuration values in |
| `qdrant-loader-mcp-server-v1.0.0` | 2026-04-14 | Medium | ### Added  #### Qdrant-loader  - Contextual embeddings for enriched chunk context during ingestion [#221]  ### Fixed  #### Qdrant-loader  - Jira Cloud connection failure due to deprecated search API endpoints [#215] - Duplicate chunks for Python files by rewriting AST parser [#217] - Duplicate document IDs causing missing chunks in metric tracking [#222] - Ingestion metrics: aligned size metrics and aggregated project results [#222] - JQL injection and query breaking when configuration values in |
| `qdrant-loader-v0.9.0` | 2026-03-27 | Medium | ### Added  #### Qdrant-loader  - `enable_semantic_analysis` global NLP kill switch in `chunking` config to skip spaCy/LDA processing entirely for faster ingestion [#189] - `enable_enhanced_semantic_analysis` opt-in flag in `chunking` config to gate advanced NLP fields (`pos_tags`, `dependencies`, `document_similarity`) [#195]  #### Qdrant-loader-mcp-server  - `expand_chunk_context` MCP tool to retrieve surrounding chunks for richer context around a specific chunk [#185] - `cluster_session_id` re |
| `qdrant-loader-core-v0.9.0` | 2026-03-27 | Medium | ### Added  #### Qdrant-loader  - `enable_semantic_analysis` global NLP kill switch in `chunking` config to skip spaCy/LDA processing entirely for faster ingestion [#189] - `enable_enhanced_semantic_analysis` opt-in flag in `chunking` config to gate advanced NLP fields (`pos_tags`, `dependencies`, `document_similarity`) [#195]  #### Qdrant-loader-mcp-server  - `expand_chunk_context` MCP tool to retrieve surrounding chunks for richer context around a specific chunk [#185] - `cluster_session_id` re |
| `qdrant-loader-mcp-server-v0.9.0` | 2026-03-27 | Medium | ### Added  #### Qdrant-loader  - `enable_semantic_analysis` global NLP kill switch in `chunking` config to skip spaCy/LDA processing entirely for faster ingestion [#189] - `enable_enhanced_semantic_analysis` opt-in flag in `chunking` config to gate advanced NLP fields (`pos_tags`, `dependencies`, `document_similarity`) [#195]  #### Qdrant-loader-mcp-server  - `expand_chunk_context` MCP tool to retrieve surrounding chunks for richer context around a specific chunk [#185] - `cluster_session_id` re |
| `qdrant-loader-v0.8.1` | 2026-03-24 | Medium | ### Fixed  - CI secret injection restricted to develop/main branches only [#187] - CI secrets and integration tests skipped for fork/Dependabot PRs [#187]  ### Changed  - Removed `uv.lock` from version control tracking [#187] |
| `qdrant-loader-core-v0.8.1` | 2026-03-24 | Medium | ### Fixed  - CI secret injection restricted to develop/main branches only [#187] - CI secrets and integration tests skipped for fork/Dependabot PRs [#187]  ### Changed  - Removed `uv.lock` from version control tracking [#187] |

## Citation

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

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