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🛠️

understand-chat

Use when you need to ask questions about a codebase or understand code using a knowledge graph
🛠️ Developer Tools skills By Egonex-AI Version v1.0.0 Added 2026-10-06 Updated 2026-10-06 Source ↗
8.3Overall rating
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85.4kStars

Installation

🤖 Install via AI

Copy the prompt below and send it to your AI assistant (e.g. Claude Code) — it will follow the instructions and install automatically.

Install the "understand-chat" skill by following the instructions at https://skill123.me/install/understand-chat.
⌨️ Command line install

Run in your terminal — downloads and installs to ~/.claude/skills/.

curl -fsSL https://skill123.me/install/understand-chat.sh | bash
📦 Download ZIP

Download the zip and extract it into your skills directory (e.g. ~/.claude/skills/), then restart your session.

⬇ Download v1.0.0 · 2 KB
📊 Static rating
8.3/10
Trigger
9.0
Structure
0.0
Workflow
7.0
Content
0.0
Engineering
0.0
Security
9.0

Six-dimension rubric with reviewer rationale.

View scorecard ↓
🛡 Dynamic test
—

Not live-tested yet — this skill is rated on static analysis only.

About this skill

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

/understand-chat

Answer questions about this codebase using the knowledge graph in the project's data directory (.ua/knowledge-graph.json, or the legacy .understand-anything/knowledge-graph.json when that directory is present).

Documentation

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

/understand-chat

Answer questions about this codebase using the knowledge graph in the project's data directory (.ua/knowledge-graph.json, or the legacy .understand-anything/knowledge-graph.json when that directory is present).

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. **Resolve the data directory $UA_DIR.** Run UA_DIR=$([ -d .understand-anything ] && echo .understand-anything || echo .ua) — this is the legacy .understand-anything/ when it already exists, otherwise the new .ua/. Check that $UA_DIR/knowledge-graph.json exists in the current project root. If not, tell the user to run /understand first.

View full documentation

2. **Check graph freshness before using graph-derived context**:

  • Read project.gitCommitHash from the graph metadata as GRAPH_COMMIT_RAW. Resolve it as a commit before using it in any Git diff, then compare it with git rev-parse HEAD and inspect project-scoped committed and working-tree changes from the project root:

     GRAPH_COMMIT=$(git rev-parse --verify --end-of-options "${GRAPH_COMMIT_RAW}^{commit}" 2>/dev/null)
     git rev-parse HEAD
     git diff --name-only "$GRAPH_COMMIT" HEAD -- .
     git diff --cached --name-only -- .
     git diff --name-only -- .
     git ls-files --others --exclude-standard -- .
  • The -- . pathspec is required: commits that only touch a sibling monorepo project must not make this graph stale. A hash mismatch alone is not stale when the project diff is empty.
  • Ignore the selected data directory (.ua/ or legacy .understand-anything/) in every command's output because it contains generated graph artifacts, not project source drift.
  • If the committed diff or any working-tree command reports project files, warn before answering that graph-derived context may omit those changes. Suggest: Run /understand to refresh the graph.
  • Run the commit diff only when GRAPH_COMMIT_RAW resolves successfully. If the graph commit or Git metadata is missing, invalid, or unavailable, give a brief best-effort warning and continue instead of blocking.

3. **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).

4. **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

5. **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

6. **Read layer context** — Grep for "layers" to understand which architectural layers the matched nodes belong to.

7. **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 breakdown

Trigger
9.0
Structure
0.0
Workflow
7.0
Content
0.0
Engineering
0.0
Security
9.0