servforce

当需要把冻结的 PSOP Skill source、manifest snapshot 和 runtime 约束编译为 formal-v5 PSOP-EG candidate 时使用此 Skill。

当 psop.runner 需要在 PSOP Runtime 节点中生成受治理的终端引导、参考图片选择和现场证据评估 observation 时使用此 Skill。

当需要根据用户目标、当前 PSOP Skill source、素材分析结果、参考资产和行业标准引用构建可审阅的 PSOP Skill draft candidate 时使用此 Skill。

Use this skill when designing, generating an MVP blueprint for, auditing, refactoring, or explaining an agentic harness for any domain. Covers provider-neutral agent architecture for OpenAI, Anthropic, and OpenAI-compatible APIs: agent loops, tool design, permissions, system prompts, planning, goals, context compaction, memory, skills, MCP/external connectors, observability, evals, prompt caching, agent-legible environments, feedback loops, and safety.

用于为 PSOP 设计或实现基于数据库的后台任务系统、worker 池、调度器、租约、重试、恢复和后台执行拓扑。

用于重构 PSOP 中基于 FastAPI 和 SQLAlchemy 的后端代码，尤其适用于包边界、领域分层、router/service/repository 分离和长期可维护性。

维护和扩展 PSOP 静态前端 UI，遵守本地资源、TailwindCSS v4、Alpine.js 和应用壳约束。

将一段现场作业描述拆解为检查项，并生成简体中文检查报告。

Use this skill as the default entry point when creating, editing, reviewing, migrating, or debugging md-quiz repositories, quiz.md files, and synced position files. It routes quiz content and QML syntax work to qml-authoring, and routes repository structure, md-quiz-repo.yaml, quiz paths, position paths, assets, and sync contract work to quiz-repo-spec.

Use this skill when defining, reviewing, migrating, or debugging a syncable quiz repository, especially md-quiz-repo.yaml, quizzes/<quiz_id>/quiz.md layout, job-descriptions/<jd_key>/jd.md layout, asset path rules, repo-relative source_path, and content repo sync failures.

Use this skill when authoring, reviewing, fixing, or documenting QML quiz markdown, especially question headers, answer_time, rubric and llm blocks, welcome/end images, parser edge cases, and examples that must stay consistent with the active QML parser contract.

Use this skill when designing, reviewing, or refactoring a job system, worker, scheduler, queue, retry policy, lease/heartbeat recovery, atomic claim flow, idempotency model, concurrency guardrails, observability, or parent-child task orchestration.

Use this skill when refactoring, straightening, or reviewing a messy Python web service or API project, especially FastAPI-first and Flask-compatible cases involving module boundaries, entrypoint cleanup, configuration governance, async job separation, test strategy, documentation, and platform collaboration rules.