AI Agent Skills

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QA 流程倒数第二步的独立审查环节。在 qa-test-runner 执行完成后，以独立视角审查代码本身——检查架构、安全、并发正确性、数据一致性、 回归风险、测试覆盖缺口——不受执行方结论的影响。产出 code-review.json（含 severity 分级发现和 readiness 约束）， 和 assert-code-revi…

QA 上游阶段——为仓库构建事实画像和环境证据。当你需要收集模块的代码上下文、索引已有用例和测试、 检查前后端服务可达性、准备环境快照时触发。只收集事实，不做风险分析、不写用例、不判断质量。 通常在 quality-assurance-agent 的调度下作为第一阶段执行。 不适用：风险分析、用例设计、测试执行、质量判定（由下游阶段负责…

在测试用例设计之前，先识别高风险业务路径和必需的验证断言（oracle）。分析需求文档、代码 diff、已有用例和上下文， 找出资金/权限/状态机/并发/异步/数据一致性等高危区域，输出每条风险的 businessPath、requiredAssertions、suggestedTestLayers， 以及覆盖率缺口。不要在风险未明确前…

在风险分析完成后、写测试代码之前，生成中文业务用例并等待用户确认。这是整个 QA 流程中唯一的强制人工门禁——确认后不可回头改用例。 从 context、risk-analysis、已有用例索引出发，生成只含业务行为的 test-cases.json（不含技术检查如 Maven/build/安装）， 渲染 test-cases.html…

Use when the user invokes $encode-policy-v2 or asks Codex or Claude Code to implement a new PolicyEngine-US state benefit program or a new structural program component f…

Use when the user invokes $fix-pr or asks Codex or Claude Code to apply fixes to a PolicyEngine PR based on $review-program findings, GitHub review comments, CI failures…

ALWAYS load this skill before writing any Python that computes taxes, benefits, or policy impacts with PolicyEngine — household calculations, microsimulation, reform sco…

Load when consuming or developing the PolicyEngine REST APIs — the v1 Flask API at api.policyengine.org (production today) or the v2 alpha microservices in policyengine-…

Sensitivity registry for PolicyEngine microsim results — maps {program x deviation signature} to the calibration target or imputed variable most likely driving a mismatc…

How to compute Canadian household tax/benefit outcomes with PolicyEngine, and the hard limits. Load when a task involves Canadian taxes or benefits (CCB, GST/HST credit,…

Load for PolicyEngine's data layer — how the microdata behind population microsimulations is built, calibrated, versioned, and named. Covers the Microcosm stack (Frame k…

Load when styling any PolicyEngine frontend — choosing colors, fonts, spacing, chart colors, or consuming @policyengine/ui-kit. Covers the two-import globals.css, the th…

Working with the PolicyEngine GitHub agent bot on issues and PRs — how it is invoked and the hard rule that keeps it from looping. Load before replying to, or posting as…

US healthcare domain knowledge (Medicaid, ACA premium tax credit, CHIP, Medicare) for analysts using the policyengine package. Load for: why ACA PTC and Medicaid changes…

Curated anchor list of PolicyEngine's previously-published scored reforms, plus the map of the real prior-scores infrastructure in this repo (presets, the scorekeepers r…