analytics

YiGraph: Unlock Graph Insights

Autonomous graph data analytics for founders. 1.0k+ GitHub stars

From the repo · “YiGraph is an LLM-driven agent for autonomous Graph Data Analytics based on Analytics-Augmented Generation. 易图(YiGraph)是一套基于 AAG(分析增强生成)框架构建的图分析智能体系统,致力于挖掘数据之间的关联关系,释放数据价值。”

1,187 stars97 forksPythonGuide quality 8/10 · reviewed Jul 24Updated 10/22/2026100% free · open source
What it does

YiGraph is an autonomous graph data analytics tool that uses large language models to analyze and generate insights from graph data.

When to use it
  • •When you need to analyze complex relationships in your data
  • •When you want to automate the process of generating graph data insights
  • •When you have large amounts of graph data and need to identify patterns and trends
Ready-to-paste prompt
Run `python main.py --input_data data/graph.csv --output_file output/insights.txt` to generate insights from a sample graph data file
Heads up: Make sure you have Python 3.7 or later installed, as well as the required dependencies specified in the `setup.py` file, including `torch` and `networkx`
Saves to your device
Use with Claude
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Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

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Claude Code
mkdir -p ~/.claude/skills/yigraph && curl -fsSL https://workflowstacks.com/api/skills/yigraph/claude-skill -o ~/.claude/skills/yigraph/SKILL.md
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Connect the whole catalog (MCP)
claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

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Quick Actions
Details
Creator
iDC-NEU
Language
Python
Category
analytics
Published
7/4/2025

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Featured on WorkflowStacks
[![Featured on WorkflowStacks](https://workflowstacks.com/api/badge/yigraph.svg)](https://workflowstacks.com/skills/yigraph?utm_source=github&utm_medium=badge)
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