SubgraphRAG: [ICLR 2025] Simple is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based

by Graph-COM · Agent Tool · ★ 186

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 55/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

gpt-4ographragknowledge-graphlarge-language-modelsllamallmragretrieval-augmented-generationsubgraphrag

Quick Facts

Stars186
Forks34
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score55/100
Open Issues5
Last Updated2025-01-27
Created2024-10-29
Platformspython
Est. Tokens~13k

About SubgraphRAG

SubgraphRAG, Simple Yet Effective KG-Based RAG [[Paper]](https://arxiv.org/abs/2410.20724) Table of Contents Usage Citation Frequently Asked Questions (FQA) Usage SubgraphRAG is a retrieval-and-reasoning pipeline for knowledge-graph-based retrieval-augmented generation. For the retrieval stage, see the retrieve folder. For the reasoning stage, see the reason folder.

SubgraphRAG alternative? Top 6 similar tools

Looking for a SubgraphRAG alternative? If you're comparing SubgraphRAG 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.

  • Awesome-LLM-Eval by onejune2018 · ⭐ 658

    Awesome-LLM-Eval: a curated list of tools, datasets/benchmark, demos, leaderboard, papers, docs and models, ma

  • AgenticX by DemonDamon · ⭐ 596

    AgenticX is a unified, production-ready multi-agent platform — Python SDK + CLI (agx) + Studio server + Machi

  • octocode by Muvon · ⭐ 513

    Structural code intelligence for AI agents — semantic search, knowledge graphs, and a built-in MCP server in o

  • arag by Ayanami0730 · ⭐ 323

    A-RAG: Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces. State-of-the-art RAG fram

  • Awesome-LLM-Reasoning-with-NeSy by LAMDASZ-ML · ⭐ 271

    ✨✨Latest Advances on Neuro-Symbolic Learning in the era of Large Language Models

  • cai by ad-si · ⭐ 203

    User friendly CLI tool for AI tasks. Stop thinking about LLMs and prompts, start getting results!

More Agent Tool Tools

Explore other popular agent tool tools:

View all Agent Tool tools →

Popular Python Agent Tools

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse Agent Tool tools