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recomputed 对得上吗\"\"重算 top-N 命中率和 Spearman\"。同义场景：ranking audit、排序审计、ensemble 重算、hit rate、缺失数据处理、missing data 报告。\nargument-hint: '[--fixture synthetic-ranking|--source \u003Csource_id> --target \u003Ctarget> --out \u003Cdir>]'\nmetadata:\n  domains: [protein-binder, ranking-audit, statistics]\n  last_reviewed: '2026-08-20'\n---\n\n# binder-ranking-audit：排序审计（recorded vs recomputed）\n\n## 目的\n\n从公开的预计算分数与 wet-lab 标签出发，重算 ensemble 分数与排序指标（top-N 命中率、average precision、Spearman、随机基线），并与 recorded 排序并列对照。它的第一纪律：**缺失就是缺失**——缺分数的跳过并点名，缺标签的从标签指标排除，任何缺失都不得当零分、不得当非 binder。\n\n## 前置检查\n\n1. 输入二选一：\n   - `--fixture synthetic-ranking`：内置合成 candidates + wet-lab 标签，完全离线；\n   - `--source anthropic-claude-binder-v1 --target \u003Ctarget>`：真实源，**需要网络**，且依赖已发布的 `design_summary` 表与 wet-lab 标签表。\n2. 真实源现状（必须如实告知用户）：pinned revision 上 `data\u002Ftables\u002F` 等尚未上传完成，CLI 会打印结构化 unavailable 报告（缺哪些表、revision）并 **exit 2**——这是当前唯一正确的结果，不是故障。\n3. 产物落盘：`output\u002Fbinder-ranking-audit\u002F\u003Cslug>\u002F\u003Ctimestamp>\u002F`。\"ranking audit complete\" 是五个人工 stage gate 之一（stage-gate 技能来自 openscience 插件；未安装时直接向用户呈现审计结果并等其确认即可）。\n\n## 1 · 执行审计\n\n```bash\nopenbinder audit-ranking --fixture synthetic-ranking --out output\u002Fbinder-ranking-audit\u002F\u003Cslug>\u002F\u003Ctimestamp>\u002F\nopenbinder audit-ranking --source anthropic-claude-binder-v1 --target \u003Ctarget> --out \u003Cdir>   # 网络\n```\n\n- fixture 标签规则：先取每条记录自带的 recorded 标签，再用 wet-lab 标签文件覆盖——**测量标签优先于记录标签**；两边都没有的候选保持无标签，永不默认成非 binder；\n- 重算管线：按 target 分别 z-score \u002F min-max 归一（退化 target 归一为 0.0 并披露注记）→ ensemble 为各 target 预测子 z-score 的算术平均（key 选择确定性）→ mid-rank 并列处理 → 纯 stdlib 指标。\n\n## 2 · 产物与读法\n\n- `ranking-audit-report.md` + `ranking-audit.json`，无墙钟时间、跨运行 byte-identical；\n- 报告含：数据质量（重复 candidate_id）、**recorded vs recomputed 逐记录对照表**（两列分列，永不合并成一个\"分数\"）、overall 与 per-target 指标、缺失数据报告、diversity 检查（相同 score dict、top-10 前缀家族集中度）；\n- 读报告时：recomputed 与 recorded 不一致是**发现**，不是错误——如实并列呈现，由用户判断。\n\n## 3 · 真实源 unavailable 的如实处理\n\n- `design_summary` 或 wet-lab 表在 pinned revision 不存在时：stderr 打印结构化 unavailable 报告（表名、revision、说明\"发布方仍在上传\"），exit 2；\n- **绝不**从原始 vendor 曲线重建这些表，绝不拿 fixture 冒充真实表；\n- 正确动作：等发布方完成上传后 `openbinder source lock` 重新锁定，再重跑审计。\n\n## 输出模板\n\n```markdown\n## 排序审计结果：\u003Ccampaign_id>\n\n- 记录数 \u002F 有效数；缺分数 n 个（已点名跳过）、缺标签 n 个（已排除）\n- 指标：top-N hit rate \u002F AP \u002F Spearman \u002F 随机基线（注明哪些是 recomputed）\n- recorded vs recomputed：\u003C一致要点与分歧要点，分歧逐条列出>\n- diversity 检查：\u003C相同 score dict、top-10 家族集中度>\n- 或：unavailable 报告（缺哪些表、revision、下一步 re-lock）\n```\n\n## 本技能不做什么\n\n- 不把缺失当零分、不把缺标签当非 binder：这是硬规则，无参数可以关闭。\n- 不重建不存在的表：原始曲线不在本仓库的解析范围内。\n- 不把高结构预测分数说成实验结合：指标是排序质量度量，不是结合能力的证据（docs\u002Fscope.md §4）。\n- 不硬编码论文数字：每个 recomputed 指标都由代码从输入数据推导。\n\n## 收尾与下一步\n\n- 报告指标与缺失数据清单；真实源 unavailable 时明确\"等上传完成 re-lock 后重跑\"。\n- 通过 stage-gate 审批后，下一步是 binder-report（审计产物纳入最终报告束，重算内容归类为 `recomputed`，recorded 内容保持 `recorded` 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重新锁定，再重跑审计。",{"type":44,"tag":53,"props":454,"children":456},{"id":455},"输出模板",[457],{"type":50,"value":455},{"type":44,"tag":169,"props":459,"children":463},{"className":460,"code":461,"language":462,"meta":174,"style":174},"language-markdown shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","## 排序审计结果：\u003Ccampaign_id>\n\n- 记录数 \u002F 有效数；缺分数 n 个（已点名跳过）、缺标签 n 个（已排除）\n- 指标：top-N hit rate \u002F AP \u002F Spearman \u002F 随机基线（注明哪些是 recomputed）\n- recorded vs recomputed：\u003C一致要点与分歧要点，分歧逐条列出>\n- diversity 检查：\u003C相同 score dict、top-10 家族集中度>\n- 或：unavailable 报告（缺哪些表、revision、下一步 re-lock）\n","markdown",[464],{"type":44,"tag":95,"props":465,"children":466},{"__ignoreMap":174},[467,480,489,503,516,528,541],{"type":44,"tag":180,"props":468,"children":469},{"class":182,"line":183},[470,475],{"type":44,"tag":180,"props":471,"children":472},{"style":219},[473],{"type":50,"value":474},"## ",{"type":44,"tag":180,"props":476,"children":477},{"style":187},[478],{"type":50,"value":479},"排序审计结果：\u003Ccampaign_id>\n",{"type":44,"tag":180,"props":481,"children":482},{"class":182,"line":24},[483],{"type":44,"tag":180,"props":484,"children":486},{"emptyLinePlaceholder":485},true,[487],{"type":50,"value":488},"\n",{"type":44,"tag":180,"props":490,"children":492},{"class":182,"line":491},3,[493,498],{"type":44,"tag":180,"props":494,"children":495},{"style":219},[496],{"type":50,"value":497},"-",{"type":44,"tag":180,"props":499,"children":500},{"style":230},[501],{"type":50,"value":502}," 记录数 \u002F 有效数；缺分数 n 个（已点名跳过）、缺标签 n 个（已排除）\n",{"type":44,"tag":180,"props":504,"children":506},{"class":182,"line":505},4,[507,511],{"type":44,"tag":180,"props":508,"children":509},{"style":219},[510],{"type":50,"value":497},{"type":44,"tag":180,"props":512,"children":513},{"style":230},[514],{"type":50,"value":515}," 指标：top-N hit rate \u002F AP \u002F Spearman \u002F 随机基线（注明哪些是 recomputed）\n",{"type":44,"tag":180,"props":517,"children":518},{"class":182,"line":20},[519,523],{"type":44,"tag":180,"props":520,"children":521},{"style":219},[522],{"type":50,"value":497},{"type":44,"tag":180,"props":524,"children":525},{"style":230},[526],{"type":50,"value":527}," recorded vs recomputed：\u003C一致要点与分歧要点，分歧逐条列出>\n",{"type":44,"tag":180,"props":529,"children":531},{"class":182,"line":530},6,[532,536],{"type":44,"tag":180,"props":533,"children":534},{"style":219},[535],{"type":50,"value":497},{"type":44,"tag":180,"props":537,"children":538},{"style":230},[539],{"type":50,"value":540}," diversity 检查：\u003C相同 score dict、top-10 家族集中度>\n",{"type":44,"tag":180,"props":542,"children":544},{"class":182,"line":543},7,[545,549],{"type":44,"tag":180,"props":546,"children":547},{"style":219},[548],{"type":50,"value":497},{"type":44,"tag":180,"props":550,"children":551},{"style":230},[552],{"type":50,"value":553}," 或：unavailable 报告（缺哪些表、revision、下一步 re-lock）\n",{"type":44,"tag":53,"props":555,"children":557},{"id":556},"本技能不做什么",[558],{"type":50,"value":556},{"type":44,"tag":88,"props":560,"children":561},{},[562,567,572,577],{"type":44,"tag":82,"props":563,"children":564},{},[565],{"type":50,"value":566},"不把缺失当零分、不把缺标签当非 binder：这是硬规则，无参数可以关闭。",{"type":44,"tag":82,"props":568,"children":569},{},[570],{"type":50,"value":571},"不重建不存在的表：原始曲线不在本仓库的解析范围内。",{"type":44,"tag":82,"props":573,"children":574},{},[575],{"type":50,"value":576},"不把高结构预测分数说成实验结合：指标是排序质量度量，不是结合能力的证据（docs\u002Fscope.md §4）。",{"type":44,"tag":82,"props":578,"children":579},{},[580],{"type":50,"value":581},"不硬编码论文数字：每个 recomputed 指标都由代码从输入数据推导。",{"type":44,"tag":53,"props":583,"children":585},{"id":584},"收尾与下一步",[586],{"type":50,"value":584},{"type":44,"tag":88,"props":588,"children":589},{},[590,595],{"type":44,"tag":82,"props":591,"children":592},{},[593],{"type":50,"value":594},"报告指标与缺失数据清单；真实源 unavailable 时明确\"等上传完成 re-lock 后重跑\"。",{"type":44,"tag":82,"props":596,"children":597},{},[598,600,606,608,614],{"type":50,"value":599},"通过 stage-gate 审批后，下一步是 binder-report（审计产物纳入最终报告束，重算内容归类为 ",{"type":44,"tag":95,"props":601,"children":603},{"className":602},[],[604],{"type":50,"value":605},"recomputed",{"type":50,"value":607},"，recorded 内容保持 ",{"type":44,"tag":95,"props":609,"children":611},{"className":610},[],[612],{"type":50,"value":613},"recorded",{"type":50,"value":615}," 分列）。",{"type":44,"tag":617,"props":618,"children":619},"style",{},[620],{"type":50,"value":621},"html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"items":623,"total":716},[624,640,659,672,683,688,697],{"slug":625,"name":625,"fn":626,"description":627,"org":628,"tags":629,"stars":20,"repoUrl":21,"updatedAt":639},"article2tasks","convert articles into Dida365 tasks","将技术周报（批量）或单篇文章整理为滴答清单待办事项，自动分类到已有清单并打标签，全程通过 MCP 写入，跨平台无需任何本地脚本。当用户提供周报内容、文章链接，或提及「周报」「文章汇总」「添加到滴答」时，使用此技能。",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[630,633,636],{"name":631,"slug":632,"type":16},"Content Creation","content-creation",{"name":634,"slug":635,"type":16},"MCP","mcp",{"name":637,"slug":638,"type":16},"Task Management","task-management","2026-08-18T03:49:38.751656",{"slug":641,"name":641,"fn":642,"description":643,"org":644,"tags":645,"stars":20,"repoUrl":21,"updatedAt":658},"binder-agent-eval","evaluate LLM agent decision quality","当需要在相同的阶段输入上评测 LLM agent 的结构化决策、或对比多个 provider 的决策质量时使用；对应 openbinder evaluate-agent（--provider\u002F--compare\u002F--case）与 openbinder provider doctor。典型触发语：\"用 mock provider 跑一遍 decision case 评测\"\"对比一下几个 provider 在同一批 case 上的表现\"\"先 doctor 一下 minimax 配置通不通\"。同义场景：agent 评测、decision evaluation、visible\u002Fhidden 分层、泄露检查、provider 对比、冻结决策。",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[646,649,652,655],{"name":647,"slug":648,"type":16},"Agents","agents",{"name":650,"slug":651,"type":16},"Benchmarking","benchmarking",{"name":653,"slug":654,"type":16},"Evals","evals",{"name":656,"slug":657,"type":16},"LLM","llm","2026-08-27T13:32:30.156635",{"slug":660,"name":660,"fn":661,"description":662,"org":663,"tags":664,"stars":20,"repoUrl":21,"updatedAt":671},"binder-handoff","export and validate binder task packages","当需要把 binder 设计算力任务打包交给外部平台（Claude Science 或自有服务器）、或校验\u002F导入外部返回的结果包时使用；对应 openbinder handoff export\u002Fvalidate\u002Fimport。典型触发语：\"把这个 target 打包成 handoff 任务包\"\"校验一下对方返回的 result package\"\"把外部算回来的结果导入进来\"。同义场景：external handoff、任务包导出、结果包校验、回传包导入、RUNBOOK。",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[665,668],{"name":666,"slug":667,"type":16},"Automation","automation",{"name":669,"slug":670,"type":16},"Data Engineering","data-engineering","2026-08-27T13:32:32.957864",{"slug":673,"name":673,"fn":674,"description":675,"org":676,"tags":677,"stars":20,"repoUrl":21,"updatedAt":682},"binder-protocol","compile and validate binder design protocols","当需要把 binder 设计协议草稿编译成结构化 protocol.yaml、校验协议、或按阶段切出 stage slice 时使用；对应 openbinder protocol validate\u002Fcompile\u002Fshow 三个子命令。典型触发语：\"把这份 protocol 草稿编译一下\"\"校验这个 protocol.yaml\"\"把 cofold_scoring 阶段的切片拿出来\"。同义场景：协议编译、protocol compiler、十阶段、stage slice、阶段上下文、protocol validate。",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[678,679],{"name":666,"slug":667,"type":16},{"name":680,"slug":681,"type":16},"YAML","yaml","2026-08-27T13:32:33.760978",{"slug":4,"name":4,"fn":5,"description":6,"org":684,"tags":685,"stars":20,"repoUrl":21,"updatedAt":22},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[686,687],{"name":18,"slug":19,"type":16},{"name":14,"slug":15,"type":16},{"slug":689,"name":689,"fn":690,"description":691,"org":692,"tags":693,"stars":20,"repoUrl":21,"updatedAt":696},"binder-replay","replay binder design campaigns","当需要回放已记录的 binder 设计 campaign、重现每一步\"当时知道什么、决定了什么\"时使用；对应 openbinder replay（--fixture\u002F--events\u002F--source）。典型触发语：\"帮我回放一下 IL-7Ra 的 binder campaign\"\"回放那个失败的 campaign\"\"看看当时每一步都知道了什么\"。同义场景：campaign replay、事件流回放、replay report、gap 分析、时间线重建。",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[694,695],{"name":666,"slug":667,"type":16},{"name":18,"slug":19,"type":16},"2026-08-27T13:32:33.346398",{"slug":698,"name":698,"fn":699,"description":700,"org":701,"tags":702,"stars":20,"repoUrl":21,"updatedAt":715},"binder-report","generate final reports from agent artifacts","当需要把 output\u002F 下已产生的 replay、agent 评测、ranking 审计产物汇总成最终报告束时使用；收集既有 artifact、按六类证据分级标注、生成 limitations 并提交 stage-gate 审批。典型触发语：\"把这些产物汇总成最终报告\"\"出一份 binder 最终报告和 limitations\"\"把 replay\u002F评测\u002F审计结果打包成报告束\"。同义场景：最终报告、报告束、evidence grading、limitations、claim check、收尾报告。",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[703,706,709,712],{"name":704,"slug":705,"type":16},"Documentation","documentation",{"name":707,"slug":708,"type":16},"Operations","operations",{"name":710,"slug":711,"type":16},"Reporting","reporting",{"name":713,"slug":714,"type":16},"Summarization","summarization","2026-08-27T13:32:26.101404",93,{"items":718,"total":917},[719,743,757,776,791,811,829,847,862,878,897,907],{"slug":720,"name":720,"fn":721,"description":722,"org":723,"tags":724,"stars":740,"repoUrl":741,"updatedAt":742},"android-native-dev","develop Android native applications","Android native application development and UI design guide. Covers Material Design 3, Kotlin\u002FCompose development, project configuration, accessibility, and build troubleshooting. Read this before Android native application development.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[725,728,731,734,737],{"name":726,"slug":727,"type":16},"Accessibility","accessibility",{"name":729,"slug":730,"type":16},"Android","android",{"name":732,"slug":733,"type":16},"Kotlin","kotlin",{"name":735,"slug":736,"type":16},"Mobile","mobile",{"name":738,"slug":739,"type":16},"UI Components","ui-components",13030,"https:\u002F\u002Fgithub.com\u002FMiniMax-AI\u002Fskills","2026-07-13T06:16:54.247834",{"slug":744,"name":744,"fn":745,"description":746,"org":747,"tags":748,"stars":740,"repoUrl":741,"updatedAt":756},"buddy-sings","generate singing performances for AI companions","Use when user wants their Claude Code pet (\u002Fbuddy) to sing a song. Triggers on any request that combines the concept of their Claude Code buddy, pet, or companion with singing or music. Supports multilingual triggers — match equivalent phrases in any language.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[749,750,753],{"name":647,"slug":648,"type":16},{"name":751,"slug":752,"type":16},"Audio","audio",{"name":754,"slug":755,"type":16},"Creative","creative","2026-07-13T06:16:35.130644",{"slug":758,"name":758,"fn":759,"description":760,"org":761,"tags":762,"stars":740,"repoUrl":741,"updatedAt":775},"color-font-skill","select color palettes and font pairings","Choose presentation-ready color palettes and font pairings for PPT\u002Fdesign tasks. Use when users ask for visual theme choices, brand-safe palettes, or font recommendations. Triggers include: 配色, 色板, 字体, color palette, font, PPT配色, 字体搭配.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[763,766,769,772],{"name":764,"slug":765,"type":16},"Design","design",{"name":767,"slug":768,"type":16},"Presentations","presentations",{"name":770,"slug":771,"type":16},"Themes","themes",{"name":773,"slug":774,"type":16},"Typography","typography","2026-07-13T06:17:02.785587",{"slug":777,"name":777,"fn":778,"description":779,"org":780,"tags":781,"stars":740,"repoUrl":741,"updatedAt":790},"design-style-skill","select visual design systems for presentations","Select a consistent visual design system for PPT slides using radius\u002Fspacing style recipes. Use when users ask for overall style direction or component styling consistency. Includes Sharp\u002FSoft\u002FRounded\u002FPill recipes, component mappings, typography\u002Fspacing rules, and mixing guidance. Triggers: 风格, style, radius, spacing, 圆角, 间距, PPT风格, 视觉风格, design style, component style.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[782,783,786,789],{"name":764,"slug":765,"type":16},{"name":784,"slug":785,"type":16},"Design System","design-system",{"name":787,"slug":788,"type":16},"PowerPoint","powerpoint",{"name":767,"slug":768,"type":16},"2026-07-13T06:17:10.398389",{"slug":792,"name":792,"fn":793,"description":794,"org":795,"tags":796,"stars":740,"repoUrl":741,"updatedAt":810},"flutter-dev","build cross-platform apps with Flutter","Flutter cross-platform development guide covering widget patterns, Riverpod\u002FBloc state management, GoRouter navigation, performance optimization, and platform-specific implementations. Includes const optimization, responsive layouts, testing strategies, and DevTools profiling.\nUse when: building Flutter apps, implementing state management (Riverpod\u002FBloc), setting up GoRouter navigation, creating custom widgets, optimizing performance, writing widget tests, cross-platform development.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[797,800,803,804,807],{"name":798,"slug":799,"type":16},"Dart","dart",{"name":801,"slug":802,"type":16},"Flutter","flutter",{"name":735,"slug":736,"type":16},{"name":805,"slug":806,"type":16},"Performance","performance",{"name":808,"slug":809,"type":16},"State Management","state-management","2026-07-13T06:16:36.626679",{"slug":812,"name":812,"fn":813,"description":814,"org":815,"tags":816,"stars":740,"repoUrl":741,"updatedAt":828},"frontend-dev","build visually striking frontend web pages","Full-stack frontend development combining premium UI design, cinematic animations,\nAI-generated media assets, persuasive copywriting, and visual art. Builds complete,\nvisually striking web pages with real media, advanced motion, and compelling copy.\nUse when: building landing pages, marketing sites, product pages, dashboards,\ngenerating media assets (image\u002Fvideo\u002Faudio\u002Fmusic), writing conversion copy,\ncreating generative art, or implementing cinematic scroll animations.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[817,820,821,822,825],{"name":818,"slug":819,"type":16},"Animation","animation",{"name":754,"slug":755,"type":16},{"name":764,"slug":765,"type":16},{"name":823,"slug":824,"type":16},"Frontend","frontend",{"name":826,"slug":827,"type":16},"Web Development","web-development","2026-07-13T06:16:39.108827",{"slug":830,"name":830,"fn":831,"description":832,"org":833,"tags":834,"stars":740,"repoUrl":741,"updatedAt":846},"fullstack-dev","build full-stack web applications","Full-stack backend architecture and frontend-backend integration guide.\nTRIGGER when: building a full-stack app, creating REST API with frontend, scaffolding backend service,\nbuilding todo app, building CRUD app, building real-time app, building chat app,\nExpress + React, Next.js API, Node.js backend, Python backend, Go backend,\ndesigning service layers, implementing error handling, managing config\u002Fauth,\nsetting up API clients, implementing auth flows, handling file uploads,\nadding real-time features (SSE\u002FWebSocket), hardening for production.\nDO NOT TRIGGER when: pure frontend UI work, pure CSS\u002Fstyling, database schema only.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[835,838,839,842,845],{"name":836,"slug":837,"type":16},"Backend","backend",{"name":823,"slug":824,"type":16},{"name":840,"slug":841,"type":16},"Full-stack","full-stack",{"name":843,"slug":844,"type":16},"REST API","rest-api",{"name":826,"slug":827,"type":16},"2026-07-13T06:16:43.219005",{"slug":848,"name":848,"fn":849,"description":850,"org":851,"tags":852,"stars":740,"repoUrl":741,"updatedAt":861},"gif-sticker-maker","create animated GIF stickers from photos","Convert photos (people, pets, objects, logos) into 4 animated GIF stickers with captions.\nUse when: user wants to create cartoon stickers, GIF expressions, emoji packs, animated avatars,\nor convert photos to Funko Pop \u002F Pop Mart blind box style animations.\nTriggers: sticker, GIF, cartoon, emoji, expression pack, avatar animation.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[853,854,855,858],{"name":818,"slug":819,"type":16},{"name":754,"slug":755,"type":16},{"name":856,"slug":857,"type":16},"Images","images",{"name":859,"slug":860,"type":16},"Media","media","2026-07-13T06:16:51.74461",{"slug":863,"name":863,"fn":864,"description":865,"org":866,"tags":867,"stars":740,"repoUrl":741,"updatedAt":877},"ios-application-dev","develop iOS applications with SwiftUI and UIKit","iOS application development guide covering UIKit, SnapKit, and SwiftUI. Includes touch targets, safe areas, navigation patterns, Dynamic Type, Dark Mode, accessibility, collection views, common UI components, and SwiftUI design guidelines. For detailed references on specific topics, see the reference files.\nUse when: developing iOS apps, implementing UI, reviewing iOS code, working with UIKit\u002FSnapKit\u002FSwiftUI layouts, building iPhone interfaces, Swift mobile development, Apple HIG compliance, iOS accessibility implementation.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[868,869,872,873,876],{"name":726,"slug":727,"type":16},{"name":870,"slug":871,"type":16},"iOS","ios",{"name":735,"slug":736,"type":16},{"name":874,"slug":875,"type":16},"SwiftUI","swiftui",{"name":738,"slug":739,"type":16},"2026-07-13T06:16:55.686092",{"slug":879,"name":879,"fn":880,"description":881,"org":882,"tags":883,"stars":740,"repoUrl":741,"updatedAt":896},"minimax-docx","create and edit DOCX documents","Professional DOCX document creation, editing, and formatting using OpenXML SDK (.NET). Three pipelines: (A) create new documents from scratch, (B) fill\u002Fedit content in existing documents, (C) apply template formatting with XSD validation gate-check. MUST use this skill whenever the user wants to produce, modify, or format a Word document — including when they say \"write a report\", \"draft a proposal\", \"make a contract\", \"fill in this form\", \"reformat to match this template\", or any task whose final output is a .docx file. Even if the user doesn't mention \"docx\" explicitly, if the task implies a printable\u002Fformal document, use this skill.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[884,887,890,893],{"name":885,"slug":886,"type":16},"Documents","documents",{"name":888,"slug":889,"type":16},"DOCX","docx",{"name":891,"slug":892,"type":16},"Office","office",{"name":894,"slug":895,"type":16},"Templates","templates","2026-07-13T06:16:40.461868",{"slug":898,"name":898,"fn":899,"description":900,"org":901,"tags":902,"stars":740,"repoUrl":741,"updatedAt":906},"minimax-music-gen","generate music and audio tracks","Use when user wants to generate music, songs, or audio tracks. Triggers on any request involving music creation, song writing, lyrics generation, audio production, or covers. Also triggers when user provides lyrics and wants them turned into a song, or describes a mood\u002Fscene and wants background music. Supports multilingual triggers — match equivalent phrases in any language. Do NOT use for music playback of existing files, music theory questions, or music recommendation without generation.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[903,904,905],{"name":751,"slug":752,"type":16},{"name":754,"slug":755,"type":16},{"name":859,"slug":860,"type":16},"2026-07-13T06:16:50.381758",{"slug":908,"name":908,"fn":909,"description":910,"org":911,"tags":912,"stars":740,"repoUrl":741,"updatedAt":916},"minimax-music-playlist","generate personalized music playlists","Generate personalized music playlists by analyzing the user's music taste and generation feedback history. Triggers on any request involving playlist generation, music taste profiling, or personalized music recommendations. Supports multilingual triggers — match equivalent phrases in any language.\n",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[913,914,915],{"name":751,"slug":752,"type":16},{"name":754,"slug":755,"type":16},{"name":859,"slug":860,"type":16},"2026-07-13T06:16:57.002997",141]