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Understand Diff

  • 1.2k installs
  • 77.5k repo stars
  • Updated July 30, 2026
  • lum1104/understand-anything

understand-diff is a Claude Code skill that analyzes git diffs and pull requests against a project knowledge graph for developers who need fast change-impact and risk assessment.

About

understand-diff compares current git changes or pull requests to the living knowledge graph stored at `.understand-anything/knowledge-graph.json`. The graph records project metadata, languages, frameworks, and nodes for files, functions, classes, modules, configs, services, tables, endpoints, pipelines, and schemas—each with summaries, tags, and complexity scores. Developers reach for understand-diff when a diff is too large to mentally trace or when reviewers must see which components, services, and endpoints a PR touches. The skill translates raw patches into structured impact context so agents explain what changed, what depends on it, and where regression risk concentrates.

  • Analyzes git diffs and PRs against a persistent .understand-anything/knowledge-graph.json
  • Maps changes to affected components, functions, services, flows and dependencies
  • Uses efficient grep-first workflow before loading full graph sections
  • Surfaces risks, complexity and cross-cutting concerns from edge relationships
  • Works with code nodes, domain nodes, config nodes and deployment relationships

Understand Diff by the numbers

  • 1,164 all-time installs (skills.sh)
  • +24 installs in the week ending Aug 5, 2026 (Skillselion tracking)
  • Ranked #103 of 1,352 Code Review & Quality skills by installs in the Skillselion catalog
  • Security screen: LOW risk (skills.sh audit)
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/lum1104/understand-anything --skill understand-diff

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Listed on Skillselion
Installs1.2k
repo stars77.5k
Security audit3 / 3 scanners passed
Last updatedJuly 30, 2026
Repositorylum1104/understand-anything

How do you assess pull request impact from a diff?

Quickly understand the impact of git changes or pull requests by mapping them against their project's living knowledge graph.

Who is it for?

Developers reviewing large PRs who maintain an understand-anything knowledge graph for the repository.

Skip if: Repositories without `.understand-anything/knowledge-graph.json` or teams wanting only line-by-line style comments.

When should I use this skill?

A developer needs to understand git diff impact, PR blast radius, or affected components using the project knowledge graph.

What you get

Impact report mapping changed files to knowledge-graph nodes, affected services, endpoints, and risk notes.

  • change-impact report
  • affected node list
  • PR risk summary

Files

SKILL.mdMarkdownGitHub ↗

/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?}
  • 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. 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-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 .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.

Related skills

How it compares

Pick understand-diff over plain diff summaries when a repo maintains the understand-anything graph and reviewers need component-level blast radius.

FAQ

What file does understand-diff read?

understand-diff analyzes changes against `.understand-anything/knowledge-graph.json`, which stores project metadata, languages, frameworks, and nodes for files, functions, classes, endpoints, services, tables, and schemas.

Which node types appear in the knowledge graph?

The understand-diff knowledge graph includes code nodes such as file, function, class, and module, plus non-code nodes like config, document, service, table, endpoint, pipeline, schema, and resource.

Is Understand Diff safe to install?

skills.sh reports 3 of 3 security scanners passed. Review the Security Audits panel on this page before installing in production.

Code Review & Qualityintegrationstestinggit

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