Implement comprehensive error handling for Python code paths to keep services resilient and user-friendly. Use when failures are currently silent or exceptions leak through.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Reproduce ai-repo PR checks locally with Poe and CI scripts, including per-package typecheck and coverage behavior. Use when validating changes before push or when user asks which local commands match CI.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
설치 방법 보기설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.
Run ai repository checks locally with the closest possible parity to PR CI:
aici-fix — diagnosing an already-failed CI runruff — lint/format-only cleanup without CI parityuv — dependency/lockfile maintenanceRun from the repo root. Verify tooling:
uv --version
uv run poe --help
If uv is missing, stop and ask the user to install it.
git fetch origin main
git diff --name-only origin/main...HEAD
Map changed files to packages using the dir field in:
.github/actions/get-packages-matrix/package_configuration.json
→ See references/package-matrix.md for the full package list.
From inside each package directory:
uv run ruff format --check . # CI lint = format check + lint check
uv run poe lint
uv run poe test
uv run poe depcheck
poe formatwrites files — it is not equivalent to the CI lint step.
Determine mode from package_configuration.json flags:
typecheck_use_baseline: false, typecheck_require_zero_errors: true):
uv run poe typecheck
origin/main only):
uv run poe ci-typecheck
# fallback if task missing:
bash "$(git rev-parse --show-toplevel)/.github/scripts/dev.sh" typecheck --dir .
→ See references/package-matrix.md for per-package mode.
uv run poe ci-coverage
# fallback if task missing:
bash "$(git rev-parse --show-toplevel)/.github/scripts/dev.sh" coverage --dir .
Full-package (non-diff) coverage:
uv run poe coverage
Some jobs are not reproducible via Poe. Note them explicitly; do not claim full parity.
→ See references/ci-gaps.md for the full list (min-deps, config-check, PR policy).
cd <package_dir>
uv run ruff format --check .
uv run poe lint
uv run poe test
uv run poe depcheck
uv run poe ci-typecheck || bash "$(git rev-parse --show-toplevel)/.github/scripts/dev.sh" typecheck --dir .
uv run poe ci-coverage || bash "$(git rev-parse --show-toplevel)/.github/scripts/dev.sh" coverage --dir .
unique_toolkit, unique_sdk, unique_skill_toolcd <package_dir>
uv run ruff format --check .
uv run poe lint
uv run poe test # sdk: add -- -m "not integration"
uv run poe depcheck
uv run poe typecheck
uv run poe ci-coverage || bash "$(git rev-parse --show-toplevel)/.github/scripts/dev.sh" coverage --dir .
ruff format --check — CI lint is two commands, not one.ci-* Poe tasks for diff parity; fall back to dev.sh when absent.아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.
로그인 없이 쓸 수 있습니다. 사용 후기, 질문, 작동하지 않은 환경 등을 편하게 남겨 주세요.
아직 댓글이 없습니다. 첫 댓글을 남겨 보세요.
Implement comprehensive error handling for Python code paths to keep services resilient and user-friendly. Use when failures are currently silent or exceptions leak through.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Tabular and numerical data analysis with descriptive statistics and insights. Use when the user provides data, tables, CSVs, or numbers and wants analysis.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Financial factsheet analysis with key metrics extraction and investment rationale
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Diagnose and fix CI failures without leaving your editor.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Ask clarifying questions before implementing to ensure Python requirements are understood. Use when a task lacks detail, dependencies are unclear, or multiple interpretations are possible.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.
Delete local git branches whose remotes are gone, after verifying via gh CLI that each was actually merged.
한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.