# Graphrag Query

> Answer questions using internal documents and enterprise knowledge via GraphRAG.

- Skill: `tools-only/graphrag-query` (Agent Skill, multi-file: 3 files)
- Install (CLI): `npx skillmds add tools-only/graphrag-query`
- Raw SKILL.md: https://api.skillmd.com/api/skills/tools-only/graphrag-query/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: tools-only (https://skillmd.com/u/tools-only)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/tools-only/graphrag-query

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# GraphRAG Internal Knowledge Query Skill

## 🎯 Purpose & Scope

This skill is designed **exclusively for local / internal knowledge-based question answering**.

Use this skill when the question:
- Refers to **company documents**, internal papers, design docs, reports
- Mentions **uploaded files**, PDFs, Word, Markdown, CSV, etc.
- Requires **long-term organizational knowledge**
- Needs answers grounded in a **private knowledge graph**
- Should NOT rely on real-time internet information

❌ **Do NOT use this skill for**:
- Real-time news
- Public web search
- Up-to-date external facts
- Open-domain exploration

For those cases, use `web-search` instead.

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## 🧠 Knowledge Source

- Internal documents uploaded to GraphRAG
- Automatically constructed **entity–relationship knowledge graph**
- Community-based summaries and semantic retrieval
- Answers are generated via **GraphRAG Map-Reduce reasoning**

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## 🚀 Standard Execution Command

**IMPORTANT**: Always run from the project root using this exact path structure:

```bash
python src/services/skills/graphrag-query/scripts/graphrag_query.py "<question>"