Lightrag Graph RAG Framework

Q: What is a Claude Code skill and how does the Lightrag Graph RAG Framework skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Lightrag Graph RAG Framework is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Engineering · Sub-category: ml-ai-eng · Last updated: 2026-05-21

lang:python

LightRAG is a Python-based retrieval-augmented generation framework that builds knowledge graphs from documents for more connected, contextual retrieval. Published at EMNLP 2025, it enables graph-powered RAG with support for multiple storage backends and LLM providers.

Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Lightrag Graph RAG Framework includes a dedicated installation section.

Source: agentskillexchange.com/skills/lightrag-graph-rag-framework
Indexed lastmod: 2026-05-21
Catalog position: Engineering · ml-ai-eng
Indexed related skills: 10

How Lightrag Graph RAG Framework fits the catalog

Lightrag Graph RAG Framework sits in the Engineering category under the ml-ai-eng sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

What this skill does

Lightrag Graph RAG Framework is a community-contributed Claude Code skill in the ml-ai-eng sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/lightrag-graph-rag-framework/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Lightrag Graph RAG Framework Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 115,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/lightrag-graph-rag-framework
curl -L https://claudskills.com/skills/lightrag-graph-rag-framework/SKILL.md \
  -o ~/.claude/skills/lightrag-graph-rag-framework/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/lightrag-graph-rag-framework/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/lightrag-graph-rag-framework/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\lightrag-graph-rag-framework\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Lightrag Graph RAG Framework Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/lightrag-graph-rag-framework/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Lightrag Graph RAG Framework skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Lightrag Graph RAG Framework skill?

Use Lightrag Graph RAG Framework when your Claude Code task falls under the Engineering category — specifically in the ml ai eng area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Lightrag Graph RAG Framework" or describe the task and let Claude pick). Browse related skills at /category/engineering/.

What is a Claude Code skill and how does the Lightrag Graph RAG Framework skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Lightrag Graph RAG Framework is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/HKUDS/LightRAG
Website: https://agentskillexchange.com/skills/lightrag-graph-rag-framework

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

ClaudSkills. (2026). Lightrag Graph RAG Framework [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/lightrag-graph-rag-framework/

BibTeX

@misc{lightrag-graph-rag-framework-2026,
  author    = {ClaudSkills},
  title     = {Lightrag Graph RAG Framework [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/lightrag-graph-rag-framework/}
}

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Badge

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Security scan

Grade A · scanned 2026-06-13 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/lightrag-graph-rag-framework/#security)

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Browse all Engineering skills → Top 100 skills

Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills. · What's New · Install guide · About · llms.txt

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