arag — security grade UNSAFE, quality 63/100

Security audit verdict: UNSAFE · quality 63/100

Flagged: curl | sh installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

by Ayanami0730 · Agent Tool · ★ 323

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About arag

A-RAG: Scaling Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces If you find our project helpful, please give us a star ⭐ on GitHub! 🚀 Quick Start bash Install git clone https://github.com/Ayanami0730/arag.git && cd arag uv sync --extra full # or: pip install -e ".[full]" Download benchmark datasets from HuggingFace git clone https://huggingface.co/datasets/Ayanami0730/ragtest data --depth 1 rm -rf data/.git data/README.md Build embedding index We use Qwen3-Embedding-0.6B in our paper (https://huggingface.co/Qwen/Qwen3-Embedding-0.6B) You can also use a local path: --model /path/to/Qwen3-Embedding-0.6B uv run python scripts/buildindex.py \ --chunks data/musique/chunks.json \ --output data/musique/index \ --model Qwen/Qwen3-Embedding-0.6B \ --device cuda:0 Set environment variables e

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Quick Facts

Stars323
Forks49
LanguagePython
CategoryAgent Tool
Quality Score62.8582548304153/100
Open Issues5
Last Updated2026-02-06
Created2026-02-03
Platformspython
Est. Tokens~172k

Compatible Skills

These tools work well together with arag for enhanced workflows:

  • RAGLight — semantic(0.42)+complementary+same_lang+similar_pop+shared_platform (60%)
  • ragflow — semantic(0.41)+complementary+rare_topics+same_lang+shared_platform (59%)
  • argo — semantic(0.19)+complementary+rare_topics+same_lang+similar_pop+shared_platform (56%)
  • clangd-graph-rag — semantic(0.19)+complementary+rare_topics+same_lang+similar_pop+shared_platform (56%)
  • MODULAR-RAG-MCP-SERVER — semantic(0.27)+complementary+same_lang+similar_pop+shared_platform (55%)

arag alternative? Top 6 similar tools

Looking for a arag alternative? If you're comparing arag with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

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  • OpenJudge by agentscope-ai · ⭐ 778

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Frequently Asked Questions

What is arag?

arag is 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.. It is categorized as a Agent Tool with 323 GitHub stars.

What programming language is arag written in?

arag is primarily written in Python. It covers topics such as agent, agentic-ai, agenticrag.

How do I install or use arag?

You can find installation instructions and usage details in the arag GitHub repository at github.com/Ayanami0730/arag. The project has 323 stars and 49 forks, indicating an active community.

What are the best alternatives to arag?

The top alternatives to arag on Agent Skills Hub include argo, nocturne_memory, tuui. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

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