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Get Started Free →Use when you need to generate an onboarding guide for new team members joining a project
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | 38% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 23% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -4% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -7% | 0% |
Generate a comprehensive onboarding guide from the project's knowledge graph.
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?}file:path, function:path:name, config:path, article:pathedges[] — each has {source, target, type, direction, weight}layers[] — each has {id, name, description, nodeIds]}tour[] — each has {order, title, description, nodeIds]}$UA_DIR. Run UA_DIR=$([ -d .understand-anything ] && echo .understand-anything || echo .ua) — this is the legacy .understand-anything/ when it already exists, otherwise the new .ua/. Check that $UA_DIR/knowledge-graph.json exists. If not, tell the user to run /understand first.project.gitCommitHash from the graph metadata as GRAPH_COMMIT_RAW. Resolve it as a commit before using it in any Git diff, then compare it with git rev-parse HEAD and inspect project-scoped committed and working-tree changes from the project root:bash GRAPH_COMMIT=$(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 -- .
-- . 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..ua/ or legacy .understand-anything/) in every command's output because it contains generated graph artifacts, not project source drift./understand to refresh the graph.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."project" section (name, description, languages, frameworks)."layers" to get the full layers array. These define the architecture and will structure the guide."tour" to get the guided walkthrough steps. These provide the recommended learning path.file, config, document, service, pipeline, table, schema, resource, endpoint) in the knowledge graph. Skip function-level and class-level nodes to keep the guide high-level. Extract each node's name, filePath, summary, and complexity.complexity values. These are areas new developers should approach carefully.docs/ONBOARDING.md in the projectOther measured skills in the registry, with their headline benchmark lift.