Browse reusable Agent Skills, each with a clear purpose and practical guidance.
Manage complete plugin lifecycle - install, uninstall, reset, destroy. Use when user runs /install-plugin, /uninstall, /reset-to-ideation, /destroy, /clean commands, or says 'install [Name]', 'remove [Name]', 'uninstall [Name]', 'delete [Name]'.
Use when turning a human SOP or manual process into an agentic workflow, building or adding an agent tool, or starting a new agent-workflow project — even if the user never says 'SOP' or 'methodology'. ｜ 要把人工流程／SOP 自動化、建立或新增 agent 工具、或開一個新的 agent 工作流專案時使用；只要意圖是把流程工程化成自動代理就觸發。不適用：稽核既有工作流是否退化成 mega agent（改用 agentic-workflow-audit）。
Use when reviewing or auditing an existing agent / LLM-pipeline architecture — e.g. 'is my workflow actually decomposed or secretly a mega-agent?', 'are my task boundaries and success criteria right?' — even without the word 'audit'. ｜ 要檢視／review／稽核既有 agent 或 LLM pipeline 的架構，或問「有沒有拆好」「是不是變成 mega agent」「task 邊界／成功標準對不對」時使用；任何評估既有 agent 系統結構的請求都觸發。不適用：要新建或自動化流程（改用 agentic-sop）。
Design and validity review for studies that benchmark one or more AI systems against a human-expert panel as the reference. Covers the evaluation question and arm definition, decoupled multi-dimensional rubrics with anchors, planted calibration probes, reviewer-panel construction, inter-rater reliability targets, LLM-as-judge versus human-as-judge adjudication, construct-independence guards, and a structured rating-export schema. Use before data collection on an AI-vs-expert evaluation.
When encountering pi tool limitations, propose focused extensions that solve one problem each.
Use when creating, scaffolding, or linting a Claude Code plugin — generate a grammar-conformant plugin skeleton, or validate a plugin / whole marketplace against house invariants (manifest, frontmatter, stdlib-only, hook protocol, test harness). ｜ 要新建 / scaffold 一個 Claude Code plugin，或 lint 既有 plugin / 整個 marketplace 是否符合房規時使用。
Convert a personal agent skill into a distributable, open-source-ready skill. Runs PII audit, generalization, license compatibility check, cross-platform adapter review, and packaging workflow.
Master orchestration skill. Takes any situation in plain English, identifies the underlying goal, designs a multi-skill reasoning workflow, and executes it sequentially — feeding each skill's output into the next. Use when you say 'help me think through this', 'I need to figure out what to do', 'where do I start', or any time you want structured thinking applied end-to-end rather than routed to a single tool.
Diagnostic checklist for the MedSci Skills runtime. Verifies Python, R, Node, Claude Code, Git, Zotero, and configured MCP servers, and prints a pass/fail table with links to the right setup doc for any missing component. Read-only — does not install anything.