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Skills/lum1104/understand-anything/understand-chat
understand-chat logo

understand-chat

lum1104/understand-anything
878 installs59K stars
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Installation

npx skills add https://github.com/lum1104/understand-anything --skill understand-chat

Summary

Use when you need to ask questions about a codebase or understand code using a knowledge graph

SKILL.md

/understand-chat

Answer questions about this codebase using the knowledge graph at .understand-anything/knowledge-graph.json.

Graph Structure Reference

The knowledge graph JSON has this structure:

  • project — {name, description, languages, frameworks, analyzedAt, gitCommitHash}
  • nodes[] — each has {id, type, name, filePath?, summary, tags[], complexity, languageNotes?}
  • Code node types: file, function, class, module, concept
  • Non-code node types: config, document, service, table, endpoint, pipeline, schema, resource
  • Domain/knowledge node types: domain, flow, step, article, entity, topic, claim, source
  • IDs use the node type as prefix, e.g. file:path, function:path:name, config:path, article:path
  • edges[] — each has {source, target, type, direction, weight}
  • Key types: imports, contains, calls, depends_on, configures, documents, deploys, triggers, contains_flow, flow_step, related, cites
  • layers[] — each has {id, name, description, nodeIds[]}
  • tour[] — each has {order, title, description, nodeIds[]}

How to Read Efficiently

  1. Use Grep to search within the JSON for relevant entries BEFORE reading the full file
  2. Only read sections you need — don't dump the entire graph into context
  3. Node names and summaries are the most useful fields for understanding
  4. Edges tell you how components connect — follow imports and calls for dependency chains

Instructions

  1. Check that .understand-anything/knowledge-graph.json exists in the current project root. If not, tell the user to run /understand first.
  1. Read project metadata only — use Grep or Read with a line limit to extract just the "project" section from the top of the file for context (name, description, languages, frameworks).
  1. Search for relevant nodes — use Grep to search the knowledge graph file for the user's query keywords: "$ARGUMENTS"
  • Search "name" fields: grep -i "query_keyword" in the graph file
  • Search "summary" fields for semantic matches
  • Search "tags" arrays for topic matches
  • Note the id values of all matching nodes
  1. Find connected edges — for each matched node ID, Grep for that ID in the edges section to find:
  • What it imports or depends on (downstream)
  • What calls or imports it (upstream)
  • This gives you the 1-hop subgraph around the query
  1. Read layer context — Grep for "layers" to understand which architectural layers the matched nodes belong to.
  1. Answer the query using only the relevant subgraph:
  • Reference specific files, functions, and relationships from the graph
  • Explain which layer(s) are relevant and why
  • Be concise but thorough — link concepts to actual code locations
  • If the query doesn't match any nodes, say so and suggest related terms from the graph

Score

0–100
65/ 100

Grade

C

Popularity17/30

878 installs — growing adoption. Source repo has 59,391 GitHub stars.

Completeness27/30

Documented: full SKILL.md body, description, one-line install. Missing: category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Understand Chat skill score badge previewScore badge

Markdown

[![Understand Chat skill](https://www.remoteopenclaw.com/skills/lum1104/understand-anything/understand-chat/badges/score.svg)](https://www.remoteopenclaw.com/skills/lum1104/understand-anything/understand-chat)

HTML

<a href="https://www.remoteopenclaw.com/skills/lum1104/understand-anything/understand-chat"><img src="https://www.remoteopenclaw.com/skills/lum1104/understand-anything/understand-chat/badges/score.svg" alt="Understand Chat skill"/></a>

Understand Chat FAQ

How do I install the Understand Chat skill?

Run “npx skills add https://github.com/lum1104/understand-anything --skill understand-chat” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Understand Chat skill do?

Use when you need to ask questions about a codebase or understand code using a knowledge graph The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Understand Chat skill free?

Yes. Understand Chat is a free, open-source skill published from lum1104/understand-anything. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Understand Chat work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Understand Chat works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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