understand-chat

GitHub

通过读取项目知识图谱文件回答代码库相关问题。支持验证图谱新鲜度并处理变更,高效利用节点和边信息理解代码结构与依赖。

understand-anything-plugin/skills/understand-chat/SKILL.md Egonex-AI/Understand-Anything

Trigger Scenarios

需要理解代码库结构或逻辑时 查询代码组件间的依赖关系时

Install

npx skills add Egonex-AI/Understand-Anything --skill understand-chat -g -y
More Options

Non-standard path

npx skills add https://github.com/Egonex-AI/Understand-Anything/tree/main/understand-anything-plugin/skills/understand-chat -g -y

Use without installing

npx skills use Egonex-AI/Understand-Anything@understand-chat

指定 Agent (Claude Code)

npx skills add Egonex-AI/Understand-Anything --skill understand-chat -a claude-code -g -y

安装 repo 全部 skill

npx skills add Egonex-AI/Understand-Anything --all -g -y

预览 repo 内 skill

npx skills add Egonex-AI/Understand-Anything --list

SKILL.md

Frontmatter
{
    "name": "understand-chat",
    "description": "Use when you need to ask questions about a codebase or understand code using a knowledge graph",
    "argument-hint": "[query]"
}

/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.

  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

Version History

  • 6ae7187 Current 2026-07-25 09:35

Same Skill Collection

understand-anything-plugin/skills/understand-dashboard/SKILL.md
understand-anything-plugin/skills/understand-diff/SKILL.md
understand-anything-plugin/skills/understand-domain/SKILL.md
understand-anything-plugin/skills/understand-explain/SKILL.md
understand-anything-plugin/skills/understand-figma/SKILL.md
understand-anything-plugin/skills/understand-knowledge/SKILL.md
understand-anything-plugin/skills/understand-onboard/SKILL.md
understand-anything-plugin/skills/understand/SKILL.md

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