# arag

> A-RAG: Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces. State-of-the-art RAG framework with keyword, semantic, and chunk read tools for multi-hop QA.

- **URL**: https://www.freshcrate.ai/projects/arag
- **Author**: Ayanami0730
- **Category**: Frameworks
- **Latest version**: `v0.1.0` (2026-02-06)
- **License**: Unknown
- **Source**: https://github.com/Ayanami0730/arag
- **Homepage**: https://agentresearchlab.org/agents/a-rag
- **Language**: Python
- **GitHub**: 252 stars, 37 forks
- **Registry**: github
- **Tags**: `agent`, `agentic-ai`, `agenticrag`, `deepresearch`, `evaluation`, `graphrag`, `llm`, `llmagents`, `python`

## Description

A-RAG: Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces. State-of-the-art RAG framework with keyword, semantic, and chunk read tools for multi-hop QA.

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `v0.1.0` | 2026-02-06 | Low | Latest release: v0.1.0 |
| `main@2026-02-06` | 2026-02-06 | Low | Latest activity on main branch |
| `main@2026-02-06` | 2026-02-06 | Low | Latest activity on main branch |
| `main@2026-02-06` | 2026-02-06 | Low | Latest activity on main branch |
| `main@2026-02-06` | 2026-02-06 | Low | Latest activity on main branch |
| `main@2026-02-06` | 2026-02-06 | Low | Latest activity on main branch |
| `main@2026-02-06` | 2026-02-06 | Low | Latest activity on main branch |
| `main@2026-02-06` | 2026-02-06 | Low | Latest activity on main branch |
| `main@2026-02-06` | 2026-02-06 | Low | Latest activity on main branch |
| `main@2026-02-06` | 2026-02-06 | Low | Latest activity on main branch |

## Dependency audit

- **Score**: 83/100
- **Total deps**: 11
- **Resolved**: 6
- **Unresolved**: 5
- **License conflicts**: 0
- **Warnings**: 4
- **Scanned**: 2026-05-18

## Citation

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

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