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understand-diff

egonex-ai/understand-anything

Analyze git diffs and pull requests against your project's knowledge graph to understand impact and risks.

What is understand-diff?

Analyzes code changes by comparing git diffs against a project knowledge graph stored in `.ua/knowledge-graph.json`. It identifies what changed, which components are affected, which architectural layers are touched, and assesses risk based on complexity and blast radius. Use this when reviewing PRs or commits to understand dependencies and potential breakage.

  • Resolves changed files from git diff, feature branches, or PR numbers
  • Compares changes against the project knowledge graph to find modified nodes
  • Traces 1-hop edges to identify upstream callers and downstream dependencies
  • Maps affected components to architectural layers
  • Assesses risk based on node complexity, cross-layer edges, and blast radius
  • Writes diff-overlay.json for visual dashboard integration

How to install understand-diff

npx skills add https://github.com/egonex-ai/understand-anything --skill understand-diff
Prerequisites
  • Project must have a knowledge graph generated by `/understand` (stored in `.ua/knowledge-graph.json` or `.understand-anything/knowledge-graph.json`)
  • Git repository with commit history and branch information
  • Access to git commands (diff, rev-parse, ls-files)
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How to use understand-diff

  1. 1.Run the skill to analyze the current branch's uncommitted changes, or specify a PR number or base branch
  2. 2.The skill resolves the data directory and checks graph freshness against the current HEAD commit
  3. 3.It extracts changed file paths and searches the knowledge graph for matching nodes
  4. 4.It traces edges to find affected components and identifies touched architectural layers
  5. 5.Review the structured analysis output showing changed components, affected components, risk assessment, and recommendations
  6. 6.Optionally run `/understand-anything:understand-dashboard` to visualize the diff overlay

Use cases

Good for
  • Review a pull request to understand what components might break before merging
  • Analyze a feature branch diff to see which architectural layers are touched
  • Assess risk of a commit by checking complexity and affected component count
  • Identify all upstream callers of a modified function to plan testing
  • Visualize changed and affected components on the understand-anything dashboard
Who it's for
  • Code reviewers evaluating pull requests
  • Developers assessing change impact before merging
  • Architects checking cross-layer dependencies
  • QA engineers planning test coverage for changes

understand-diff FAQ

What if the knowledge graph is stale?

The skill checks if the graph's gitCommitHash matches HEAD and warns if project files have changed since the graph was generated. Run `/understand` to refresh the graph if needed.

How does it find affected components?

It searches the knowledge graph for nodes matching changed file paths, then traces 1-hop edges (imports, calls, depends_on, etc.) to find upstream callers and downstream dependencies.

What does 'risk assessment' include?

Risk is based on the complexity values of changed nodes, the number of cross-layer edges, and the blast radius (how many components are affected).

Can I use this on a pull request?

Yes, you can specify a PR number and the skill will fetch the diff from that PR instead of using local git changes.

What is diff-overlay.json used for?

It stores the analysis results (changed files, node IDs, affected node IDs) so the understand-anything dashboard can visualize which components changed and which are at risk.

Full instructions (SKILL.md)

Source of truth, from egonex-ai/understand-anything.


name: understand-diff description: Use when you need to analyze git diffs or pull requests to understand what changed, affected components, and risks

/understand-diff

Analyze the current code changes against 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. 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 and check graph freshness — use Grep or Read with a line limit to extract the "project" section, including gitCommitHash as GRAPH_COMMIT_RAW, then:

    • Resolve it as a commit before using it in any Git diff. From the project root, compare the resolved commit with git rev-parse HEAD and inspect project-scoped committed and working-tree changes:
      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 impact analysis that the graph 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.
  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-level nodes (including non-code types) 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 $UA_DIR/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.