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Understand-Anything

Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.

Install / Use

npx skills add Egonex-AI/Understand-Anything

Installs into whichever agent you are using.

About this skill
๐Ÿค–

CLAUDE.md

Claude Code project instructions

Quality Score

100/100

Supported Platforms

Claude Code
Cursor
GitHub Copilot
Gemini CLI
OpenAI Codex

Tags

Our assessment of Understand-Anything

Understand-Anything scores 100/100 on our quality scale, 2nd of 953 AI & Machine Learning skills we index (top 1%).

Its CLAUDE.md is 19 KB long, well organised into 37 sections with 13 code examples: a thorough specification that gives an agent plenty to work with.

With 91,041 GitHub stars, it is one of the more widely adopted skills in the catalogue.

Substance
30/30
Structure
20/20
Description
15/15
Adoption
20/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated today, so Understand-Anything is actively maintained.
  • Our last check on 2026-10-17 found the source still online.
  • It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit โ€” read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands (3 minor notes below). An AI review of the same text found nothing harmful.

  • noteInstalls by piping a downloaded script into a shellline 206
    curl -fsSL https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/install.sh | bash
  • noteInstalls by piping a downloaded script into a shellline 208
    curl -fsSL https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/install.sh | bash -s codex
  • noteInstalls by piping a downloaded script into a shellline 213
    iwr -useb https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/install.ps1 | iex

AI review by kimi-k2.7-code on 2026-09-24. Automated pattern scan on 2026-09-24. It catches known dangerous patterns, not every risk โ€” read a skill before letting an agent act on it.

Understand-Anything compared with similar skills

Understand-Anything has the highest quality score among these 4 similar skills.

SkillScoreStarsUpdatedFormat
Understand-Anything (this skill)by Egonex-AI10091.0ktodayCLAUDE.md
claude-memby thedotmack100113.8ktodayCLAUDE.md
taste-skillby Leonxlnx100111.0k1d agoCLAUDE.md
Agent-Reachby Panniantong100109.5k1d agoCLAUDE.md
headroomby headroomlabs-ai10079.0ktodayCLAUDE.md

Frequently asked questions

How do I install Understand-Anything?
Run npx skills add Egonex-AI/Understand-Anything. The install tabs above show the steps for each supported agent.
Which AI agents does Understand-Anything work with?
It is written for Claude Code, Cursor, GitHub Copilot, Gemini CLI and OpenAI Codex, as a CLAUDE.md file. Other agents that read the same format can often use it too.
Is Understand-Anything safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands (3 minor notes below). An AI review of the same text found nothing harmful. It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is Understand-Anything still maintained?
The repository was last updated today, so Understand-Anything is actively maintained.
<h1 align="center">Understand Anything</h1> <p align="center"> <strong>Turn any codebase, knowledge base, or docs into an interactive knowledge graph you can explore, search, and ask questions about.</strong> <br /> <em>Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.</em> </p> <p align="center"> <strong>Understand Anything. <a href="https://egonex.ai">Understand Anyone.</a></strong> <br /> <em>AI should help people, not replace them.</em> </p> <p align="center"> <a href="https://trendshift.io/repositories/23482" target="_blank"><img src="https://trendshift.io/api/badge/repositories/23482" alt="Understand Anything | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a> </p> <p align="center"> <a href="README.md">English</a> | <a href="READMEs/README.zh-CN.md">็ฎ€ไฝ“ไธญๆ–‡</a> | <a href="READMEs/README.zh-TW.md">็น้ซ”ไธญๆ–‡</a> | <a href="READMEs/README.ja-JP.md">ๆ—ฅๆœฌ่ชž</a> | <a href="READMEs/README.ko-KR.md">ํ•œ๊ตญ์–ด</a> | <a href="READMEs/README.es-ES.md">Espaรฑol</a> | <a href="READMEs/README.tr-TR.md">Tรผrkรงe</a> | <a href="READMEs/README.ru-RU.md">ะ ัƒััะบะธะน</a> </p> <p align="center"> <a href="#-quick-start"><img src="https://img.shields.io/badge/Quick_Start-blue" alt="Quick Start" /></a> <a href="https://github.com/Egonex-AI/Understand-Anything/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-MIT-yellow" alt="License: MIT" /></a> <a href="https://docs.anthropic.com/en/docs/claude-code"><img src="https://img.shields.io/badge/Claude_Code-8A2BE2" alt="Claude Code" /></a> <a href="#codex"><img src="https://img.shields.io/badge/Codex-000000" alt="Codex" /></a> <a href="#vs-code--github-copilot"><img src="https://img.shields.io/badge/Copilot-24292e" alt="Copilot" /></a> <a href="#copilot-cli"><img src="https://img.shields.io/badge/Copilot_CLI-24292e" alt="Copilot CLI" /></a> <a href="#gemini-cli"><img src="https://img.shields.io/badge/Gemini_CLI-4285F4" alt="Gemini CLI" /></a> <a href="#opencode"><img src="https://img.shields.io/badge/OpenCode-38bdf8" alt="OpenCode" /></a> <a href="#mistral-vibe-cli"><img src="https://img.shields.io/badge/Vibe_CLI-7c3aed" alt="Vibe CLI" /></a> <a href="#trae"><img src="https://img.shields.io/badge/Trae-7e22ce" alt="Trae" /></a> <a href="https://understand-anything.com"><img src="https://img.shields.io/badge/Homepage-d4a574" alt="Homepage" /></a> <a href="https://understand-anything.com/demo/"><img src="https://img.shields.io/badge/Live_Demo-00c853" alt="Live Demo" /></a> <a href="https://egonex.ai"><img src="https://img.shields.io/badge/Understand_Anyone-egonex.ai-d4a574" alt="Understand Anyone" /></a> </p> <p align="center"> <img src="assets/hero.png" alt="Understand Anything โ€” Turn any codebase into an interactive knowledge graph" width="800" /> </p> <p align="center"> <strong>An open-source project from <a href="https://github.com/Egonex-AI">Egonex</a></strong> <br /> <em>Originally created by <a href="https://github.com/Lum1104">Lum1104</a>.</em> </p>

You just joined a new team. The codebase is 200,000 lines of code. Where do you even start?

Understand Anything is a Claude Code Plugin that analyzes your project with a multi-agent pipeline, builds a knowledge graph of every file, function, class, and dependency, then gives you an interactive dashboard to explore it all visually. Stop reading code blind. Start seeing the big picture.

The goal isn't a graph that wows you with how complex your codebase is โ€” it's a graph that quietly teaches you how every piece fits together.


โœจ Features

[!NOTE] Want to skip the reading? Try the live demo in our homepage โ€” a fully interactive dashboard you can pan, zoom, search, and explore right in your browser.

Explore the structural graph

Navigate your codebase as an interactive knowledge graph โ€” every file, function, and class is a node you can click, search, and explore. Select any node to see plain-English summaries, relationships, and guided tours.

Understand business logic

Switch to the domain view and see how your code maps to real business processes โ€” domains, flows, and steps laid out as a horizontal graph.

Analyze knowledge bases

Point /understand-knowledge at a Karpathy-pattern LLM wiki and get a force-directed knowledge graph with community clustering. The deterministic parser extracts wikilinks and categories from index.md, then LLM agents discover implicit relationships, extract entities, and surface claims โ€” turning your wiki into a navigable graph of interconnected ideas.

<table> <tr> <td width="50%" valign="top"> <h3>๐Ÿงญ Guided Tours</h3> <p>Auto-generated walkthroughs of the architecture, ordered by dependency. Learn the codebase in the right order.</p> </td> <td width="50%" valign="top"> <h3>๐Ÿ” Fuzzy & Semantic Search</h3> <p>Find anything by name or by meaning. Search "which parts handle auth?" and get relevant results across the graph.</p> </td> </tr> <tr> <td width="50%" valign="top"> <h3>๐Ÿ“Š Diff Impact Analysis</h3> <p>See which parts of the system your changes affect before you commit. Understand ripple effects across the codebase.</p> </td> <td width="50%" valign="top"> <h3>๐ŸŽญ Persona-Adaptive UI</h3> <p>The dashboard adjusts its detail level based on who you are โ€” junior dev, PM, or power user.</p> </td> </tr> <tr> <td width="50%" valign="top"> <h3>๐Ÿ—๏ธ Layer Visualization</h3> <p>Automatic grouping by architectural layer โ€” API, Service, Data, UI, Utility โ€” with color-coded legend.</p> </td> <td width="50%" valign="top"> <h3>๐Ÿ“š Language Concepts</h3> <p>12 programming patterns (generics, closures, decorators, etc.) explained in context wherever they appear.</p> </td> </tr> </table>

๐Ÿš€ Quick Start

1. Install the plugin

/plugin marketplace add Egonex-AI/Understand-Anything
/plugin install understand-anything

Using a local model? For privacy or enterprise setups, point your platform at a local model provider such as Ollama โ€” follow their integration guide to change the model provider.

2. Analyze your codebase

/understand

A multi-agent pipeline scans your project, extracts every file, function, class, and dependency, then builds a knowledge graph saved to .ua/knowledge-graph.json. (Projects that already have a .understand-anything/ directory keep using it โ€” it stays the data directory when present, so nothing needs migrating.)

Heads up on token usage: The initial /understand analyzes your whole codebase and can consume a significant number of tokens on large projects. We recommend running it on a token plan / subscription, or using a local model (see above) for initialization. Subsequent runs are incremental by default โ€” only changed files are re-analyzed โ€” so they use far fewer tokens.

Localized output: Use --language to generate content in your preferred language:

# Generate Chinese content (็Ÿฅ่ฏ†ๅ›พ่Š‚็‚นๆ่ฟฐๅ’Œ Dashboard UI)
/understand --language zh

# Supported languages: en (default), zh, zh-TW, ja, ko, ru

On the first run in a project โ€” when you don't pass --language and no language is stored yet โ€” /understand detects the language you're conversing in. If it isn't English, it asks you to confirm (or override) before generating; English conversations are unaffected. Your choice is saved to .ua/config.json and reused on every later run.

The --language parameter affects:

  • Node summaries and descriptions in the knowledge graph
  • Dashboard UI labels, buttons, and tooltips
  • Guided tour explanations

3. Explore the dashboard

/understand-dashboard

An interactive web dashboard opens with your codebase visualized as a graph โ€” color-coded by architectural layer, searchable, and clickable. Select any node to see its code, relationships, and a plain-English explanation.

4. Keep learning

# Ask anything about the codebase
/understand-chat How does the payment flow work?

# Analyze impact of your current changes
/understand-diff

# Deep-dive into a specific file or function
/understand-explain src/auth/login.ts

# Generate an onboarding guide for new team members
/understand-onboard

# Extract business domain knowledge (domains, flows, steps)
/understand-domain

# Analyze a Karpathy-pattern LLM wiki knowledge base
/understand-knowledge ~/path/to/wiki

# Re-run anytime โ€” incremental by default (only re-analyzes changed files)
/understand

# Auto-update on every commit via a post-commit hook
/understand --auto-update

# Scope to a subdirectory (for huge monorepos)
/understand src/frontend

๐ŸŒ Multi-Platform Installation

Understand-Anything works across multiple AI coding platforms.

Claude Code (Native)

/plugin marketplace add Egonex-AI/Understand-Anything
/plugin install understand-anything

One-line install (Codex / OpenCode / OpenClaw / Antigravity / Gemini CLI / Pi Agent / Vibe CLI / VS Code Copilot / Hermes / Cline / KIMI CLI / Trae / Nanobot / Kiro)

macOS / Linux:

curl -fsSL https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/install.sh | bash
# or skip the prompt by passing the platform:
curl -fsSL https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/install.sh | bash -s codex

Windows (PowerShell):

iwr -useb https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/install.ps1 | iex

The installer clones the repo to ~/.understand-anything/repo and creates the right symlinks for the chosen platform. Restart your CLI/IDE afterwards.

Note on invoking skills: the invocation prefix differs per platform. Most platforms use slash commands (/understand), but Codex uses $ instead โ€” type $understand, not /understand. If neither prefix is recognized on your platform, just ask in plain language: "Use the understand skill to analyze this project."

  • Supported <platform> values: gemini, codex, opencode, pi, openclaw, antigravity, vibe, vscode, hermes, cline, kimi, trae, nanobot, kiro
  • Update later:
    • macOS / Linux: ./install.sh --update
    • Windows: & "$HOME/.understand-anything/repo/install.ps1" -Update
  • Uninstall:
    • macOS / Linux: ./install.sh --uninstall <platform>
    • Windows: & "$HOME/.understand-anything/repo/install.ps1" -Uninstall <platform>

Cursor

Cursor auto-discovers the plugin via .cursor-plugin/plugin.json when this repo is cloned. No manual installation needed โ€” just clone and open in Cursor.

If auto-discovery doesn't pick it up, install it manually: open Cursor Settings โ†’ Plugins, paste https://github.com/Egonex-AI/Understand-Anything into the search field, and add it from there.

VS Code + GitHub Copilot

VS Code with GitHub Copilot (v1.108+) auto-discovers the plugin via .copilot-plugin/plugin.json when this repo is cloned. No manual installation needed โ€” just clone and open in VS Code.

For personal skills (available across all projects), run the install.sh above with the vscode platform.

Copilot CLI

copilot plugin install Egonex-AI/Understand-Anything:understand-anything-plugin

Kiro CLI / IDE

curl -fsSL https://raw.githubusercontent.com/Egonex-AI/Understand-Anything/main/install.sh | bash -s kiro

After installation:

  • Kiro CLI: kiro-cli chat --agent understand "Analyze this project"
  • Kiro IDE: The skills are symlinked into ~/.kiro/skills/ and the understand agent is written to ~/.kiro/agents/understand.json, so both are available after restarting the IDE.

For personal ski

Truncated for display โ€” read the full file on GitHub.

Related Skills

View on GitHub
GitHub Stars91.0k
CategoryAI
Updated10h ago
Forks7.8k

Languages

TypeScript

Trust signals

100/100

From repository metadata: license, adoption, age and documentation. Not a code audit โ€” see the Safety scan above for what the skill file itself contains.

No cautions
Understand-Anything โ€” CLAUDE.md: Install & Safety Check | SkillAgent