Skills Development Graph-Based Diff Insight

Graph-Based Diff Insight

v20260325
understand-diff
Use the understand-diff skill to analyze git changes against the stored knowledge graph so you can quickly summarize modified files, affected components, and risk areas before reviewing or merging.
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Overview

/understand-diff

Analyze the current code changes against 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?}
    • Node types: file, function, class, module, concept
    • IDs: file:path, function:path:name, class:path:name
  • edges[] — each has {source, target, type, direction, weight}
    • Key types: imports, contains, calls, depends_on
  • 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. If not, tell the user to run /understand first.

  2. Get the changed files list (do NOT read the graph yet):

    • If on a branch with uncommitted changes: git diff --name-only
    • If on a feature branch: git diff main...HEAD --name-only (or the base branch)
    • If the user specifies a PR number: get the diff from that PR
  3. Read project metadata only — use Grep or Read with a line limit to extract just the "project" section for context.

  4. Find nodes for changed files — for each changed file path, use Grep to search the knowledge graph for:

    • Nodes with matching "filePath" values (e.g., grep "changed/file/path")
    • This finds file nodes AND function/class nodes defined in those files
    • Note the id values of all matched nodes
  5. Find connected edges (1-hop) — for each matched node ID, Grep for that ID in the edges to find:

    • What imports or depends on the changed nodes (upstream callers)
    • What the changed nodes import or call (downstream dependencies)
    • These are the "affected components" — things that might break or need updating
  6. Identify affected layers — Grep for the matched node IDs in the "layers" section to determine which architectural layers are touched.

  7. Provide structured analysis:

    • Changed Components: What was directly modified (with summaries from matched nodes)
    • Affected Components: What might be impacted (from 1-hop edges)
    • Affected Layers: Which architectural layers are touched and cross-layer concerns
    • Risk Assessment: Based on node complexity values, number of cross-layer edges, and blast radius (number of affected components)
    • Suggest what to review carefully and any potential issues
  8. Write diff overlay for dashboard — after producing the analysis, write the diff data to .understand-anything/diff-overlay.json so the dashboard can visualize changed and affected components. The file contains:

    {
      "version": "1.0.0",
      "baseBranch": "<the base branch used>",
      "generatedAt": "<ISO timestamp>",
      "changedFiles": ["<list of changed file paths>"],
      "changedNodeIds": ["<node IDs from step 4>"],
      "affectedNodeIds": ["<node IDs from step 5, excluding changedNodeIds>"]
    }
    

    After writing, tell the user they can run /understand-anything:understand-dashboard to see the diff overlay visually.

Info
Category Development
Name understand-diff
Version v20260325
Size 3.67KB
Updated At 2026-03-26
Language