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Run the full pre-push verification sequence — backend lint+format, backend tests, frontend types+lint+build. Stop and report on first failure.
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Based on SOC occupation classification
Create test cases, run QA/QC checks, and ensure code quality. Use when asked to write tests, review code quality, or perform QA. Supports: unit tests, integration tests, coverage analysis, linting, type checking.
Diagnose why the agent isn't calling wiki tools correctly — checks tool registration, system_instruction wiki strategy, and replays a query to trace tool call behavior.
Standard flow for adding a new research paper to MemRAG — upload, wait for wiki ingestion, verify output. Use when onboarding a new paper into the knowledge base.
Inspect wiki state for a user — list all pages, read index.md, show recent log entries. Use when wiki isn't updating correctly after ingestion or when you need to verify wiki content.
Diagnose và fix các vấn đề liên quan đến Google ADK agents, tools, session state, multi-agent communication trong dự án MemRAG.
Build frontend and deploy to S3 + CloudFront. Run manually from local machine when you want to deploy without waiting for CI. Requires AWS credentials and CF_DISTRIBUTION_ID env var.
| name | check-all |
| description | Run the full pre-push verification sequence — backend lint+format, backend tests, frontend types+lint+build. Stop and report on first failure. |
Run the following steps in order. Stop and report as soon as any step fails.
/lint-fix)From backend/:
uv run ruff format . — auto-reformat all Python filesuv run ruff check --fix . — fix auto-fixable lint issuesuv run ruff check . — verify no remaining lint errorsIf step 3 has errors, stop and report them.
/verify)From backend/:
uv run pytest tests/ -v --cov=app --cov-report=term-missing
Report: passed/failed counts and coverage %. If any test fails, stop and show the failures.
/verify-fe)From frontend/:
npx tsc --noEmit — type-checknpm run lint — ESLint (0 warnings allowed)npm run build — full tsc + vite buildIf any step fails, stop and show the exact error output.
If all steps pass:
✓ All checks passed — ready to push.
Backend: lint clean, N tests passed, X% coverage
Frontend: types OK, lint clean, build OK