把真实用户旅程转成可安装、可授权、状态诚实、可恢复的 Clowder AI 插件产品边界。 Use when: 设计或开发需要 Settings 安装/授权、后台 runtime、事件或数据入站、Needs Me、Host 路由的插件。 Not for: 只搭 Codex 插件目录（用 plugin-creator）、纯 skill/MCP、无宿主生命周期的一次性 API 脚本、只修插件内部实现 bug。 Output: 用户旅程契约 + ownership/authority map + 生命周期/恢复/发布方案 + fresh-consumer 与真实 dogfood 证据。

Portable workflow for external PR / issue operations and source-to-public publishing. Use when: a thread is reviewing, triaging, intaking, or advising on an external artifact, or must distinguish outbound sync from a public release. Not for: internal feature work with no external artifact, generic thread orchestration, replacing the external maintainer's own decision, or inventing deployment-specific export commands. Output: grounded provider-neutral subject + verified author/authenticated-identity comparison + adoption five-question answer + correctly separated sync/release custody.

Use when: 要判断 Agent 是否专业、省心或真正改善，需设计判断依据、指标、校准，或修改/审计 eval。Not for: 单次交付(quality-gate)、外部claim(source-audit)、摩擦诊断(code-as-harness)。Output: 测量与校准草案或指标出生证（纵向eval含触发契约），或病名+处置。

拆解参考产品的交互叙事，或把理念与用户旅程变成可判断的 Demo。Use when: 参考产品设计怎么借鉴、产品引导的叙事节奏、做个 demo 让人 get 到、比较家内交互或验证完整旅程。Not for: 已签字的正式产品前端、已有素材剪辑、PPT、纯视觉探索、用户实际操作引导。Output: 只读借鉴稿或交互叙事分镜；授权制作时交付双轴 Demo Contract、交互原型与验证记录。

F311 能力进化入口与续办。Use when: 用户询问可进化对象，或直接给出要改善的 Agent/业务能力结果，或已有项目需要继续。Not for: 事后复盘、确定性 bug、运行健康排查；只讨论或延后启动时不建 Program。Output: 解释边界；动作型目标幂等建 Program，并在同一 invocation 提交、回读首轮准备；已有项目按真实证据与权限继续取证、改进、复验和方法回流。

Agent/AI 产品宣传片的创意导演层：先锁产品主角、观众信念变化与影片格式，再把不可见的 Agent 协作翻译成可拍的故事、镜头、运动、声音和 provenance contract。Use when: 用户问 Agent 产品宣传片 如何导演/剪辑/叙事/配声音、要拆参考片、写 creative brief/beat sheet，或 video-forge 开机前仍未锁定 主语与镜头语法。Not for: brief 已冻结后的录制/TTS/对齐/渲染（用 video-forge）、教程/功能 walkthrough、 纯动画生产（用 anime-forge）、只找时效性竞品（先用 deep-research）。Output: product-hero sentence + audience belief change + format decision + claim/proof beat sheet + shot/motion/sound maps + provenance ledger + operator acceptance questions。GOTCHA: 用户举的页面、thread 或成果只是候选证据，不自动成为影片主题；内部静态分镜不能冒充成片。

停一下：刚才那条消息没有说清楚——重新表述一遍。

一个用来打磨计划或设计的持续追问式访谈。

Select the best MetaTrader 5 trading robots (Expert Advisors) that have not been backtested yet, by running the MT5 Strategy Tester from the command line through a 3-round pipeline. Use when the user wants to batch-test MT5 bots/EAs, screen robots across all symbols, optimize EA parameters, or move candidate bots to finalists based on profit, drawdown, positive months/years and equity-curve criteria. Runs terminal64.exe headless; Windows + MetaTrader 5 required at run time.

Install and repair the abed-hub tools and skills with the `abed-hub` CLI. Use when a hub command is missing (`gh-attach`, `jira`, `slack`), when a skill is behind the repo it came from, when `unslop` will not invoke, when you need where a config file lives or what is in it, or for "set up abed-hub".

当用户需要检索候选论文、建立可审计文献池或为下游证据任务准备候选文献时使用。也适用于 research-literature-review 的检索依赖。

发现、筛选并长期归档重要研究论文；当用户要求按主题寻找经典、rising star、社区精选、热点或顶会/顶刊论文时使用。采用分层发现策略，调用 research-literature-search 完成其中的关键词/数据库检索，再由本 skill 负责多渠道汇总、idea-level 价值判断、论文类型分类、跨轮次跟踪和论文库归档。

像资深研究者带学生一样解读单篇论文：提炼问题、机制、证据强弱、边界与可迁移启发。用户提供 PDF、arXiv/DOI/出版社链接、本地论文或正文片段并希望理解、批判、复现或学习时使用；不用于论文发现、多论文综述或只改写摘要。

Verify serve-sim Duo folding, guest orientation, and model rotation against a local iOS Simulator. Use after changing Duo pose, orientation, or display-selection behavior, or when investigating regressions in those features.

Use when measuring Jetson Video Codec SDK or PyNvVideoCodec encode/decode throughput, comparing presets or surfaces, testing codec-worker capacity with authenticated samples and user media, or producing a clearly labeled documentation-derived planning estimate when representative media is absent. Also use for a video request limited to PSNR or SSIM, to apply the terminal scope response.

Cross-platform file and directory path manipulation, segment splitting, extension extraction, and context conversion using `package:path` and `package:file`. Use when writing, inspecting, joining, splitting, or refactoring file paths, directory names, or extensions, or replacing raw string path operations (`.split('/')`, `'$dir/$file'`, `.endsWith('.ext')`, `.replaceAll('\\', '/')`). Don't use for HTTP network URI routing, database query strings, or non-path string processing.

Install Claude skills from GitHub repositories with automated security scanning. Triggers when users want to install skills from a GitHub URL, need to browse available skills in a repository, or want to safely add new skills to their Claude environment.

Hoists state in Jetpack Compose layouts to keep composables stateless, decoupled, and testable. Use this skill to decouple child composables from ViewModels, replace internal mutableStateOf with hoisted state and event callbacks, expose stateless/stateful composable overloads, enforce unidirectional data flow (UDF), and make components @Preview-friendly.

Build a PowerPoint .pptx file with python-pptx, on this deployment, without the deck engine. Use when the deliverable is a .pptx on disk: presentation, deck, slides, pitch deck, keynote, report deck, 幻灯片, 演示文稿, 做一份 PPT, 出一个 pptx, 汇报材料. Carries what is specific to this deployment -- which tools exist, which parameters they take, and what the gates refuse -- and nothing a competent author already knows. Pairs with design-editorial-and-presentations, which owns content order and editorial judgement. Not for a deck bound to one of the packaged templates: that route runs on Raven-PPT and uses ppt-script-authoring.

Use when writing Rust code with `axllm` for Typesafe Jev boolean/class signatures, value descriptions, configurable Noul conversion, native Noul/Choice/Score, structured criteria and hybrid generation.