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\u003Cdir>]'\nmetadata:\n  domains: [protein-binder, external-handoff, security-gate]\n  last_reviewed: '2026-08-20'\n---\n\n# binder-handoff：外部算力交接（导出 \u002F 校验 \u002F 导入）\n\n## 目的\n\n把 binder 设计的算力阶段（candidate_generation \u002F candidate_filtering \u002F cofold_scoring \u002F optimization \u002F final_ranking）打包成**声明式数据包**，由人带到外部平台执行，再把返回的结果包安全导入。全程纯文件交接：不调任何外部 API、不含凭证、不含可执行内容，也不假定 Claude Science 存在公开 API——runtime 标签只是记录在 campaign.yaml 里的一个字符串。\n\n## 前置检查\n\n1. **人工门禁在先**：export 必须带 `--confirm`（对应 `confirmed=True`）；不带则 exit 2、一个字节都不写（docs\u002Fscope.md §7.3，fail-closed）。确认前让用户过目 target dossier 与 review-checklist 要点。\n2. dossier 是用户准备的 YAML\u002FJSON，缺已知字段只产生 warning（如实记录为 absent），**永不猜补**；缺可用的 `target_id` 是硬错误（campaign_id 由它派生，不猜）。\n3. 未传 `--protocol` 时用内置合成 protocol 充数，protocol-reference.json 里如实标注 `synthetic-placeholder`——转述时不得抹掉这个标签。\n4. 导入\u002F校验对象是**不受信任的外部内容**：先 validate 再 import，任何 violation 整包拒绝。\n\n## 1 · 导出任务包（export）\n\n```bash\nopenbinder handoff export --target \u003Cdossier.yaml> --out \u003Cdir> [--protocol \u003Cprotocol.yaml>] [--runtime \u003Clabel>] --confirm\n```\n\n产物固定七文件，逐字节确定、无墙钟字段：`campaign.yaml`（身份\u002F阶段\u002F预算，预算未声明即 null）、`target-dossier.json`（归一化输入数据）、`protocol-reference.json`（协议上下文）、`compute-request.json`（声明式资源请求：**工具名是占位符、gpu 是保守默认、estimated_hours 是 null，提交前必须由操作者改实**）、`expected-artifacts.schema.json`（回传包契约）、`review-checklist.md`（人工审查清单）、`RUNBOOK.md`（执行侧与发送侧操作步骤）。导出登记 provenance（tool=openbinder:handoff-export）。\n\n## 2 · 校验回传包（validate）\n\n```bash\nopenbinder handoff validate \u003Cpackage_dir> [--schema \u003Cfile>]\n```\n\n按包内声明的 schema（或显式指定的 schema）逐项检查：扩展名白名单（`.json\u002F.yaml\u002F.yml\u002F.csv\u002F.md`，`.parquet` 名义允许但永不解析）、拒绝符号链接、声明路径的路径穿越检查（`..`、POSIX 绝对路径、Windows 盘符\u002FUNC 路径）、`result.json` 的必填字段（手写 JSON Schema 子集，无新依赖）。**声明但缺席的文件列为 missing_files（状态，exit 0）；但 schema `required_files`（如 `result.json`）缺席升级为 violation（exit 2）——缺契约必需文件的包被拒绝而非带缺口导入；出现但未声明的列为 extra_files（warning）**。\n\n## 3 · 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.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":828,"total":1029},[829,853,869,888,903,923,941,959,974,990,1009,1019],{"slug":830,"name":830,"fn":831,"description":832,"org":833,"tags":834,"stars":850,"repoUrl":851,"updatedAt":852},"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},[835,838,841,844,847],{"name":836,"slug":837,"type":16},"Accessibility","accessibility",{"name":839,"slug":840,"type":16},"Android","android",{"name":842,"slug":843,"type":16},"Kotlin","kotlin",{"name":845,"slug":846,"type":16},"Mobile","mobile",{"name":848,"slug":849,"type":16},"UI Components","ui-components",13030,"https:\u002F\u002Fgithub.com\u002FMiniMax-AI\u002Fskills","2026-07-13T06:16:54.247834",{"slug":854,"name":854,"fn":855,"description":856,"org":857,"tags":858,"stars":850,"repoUrl":851,"updatedAt":868},"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},[859,862,865],{"name":860,"slug":861,"type":16},"Agents","agents",{"name":863,"slug":864,"type":16},"Audio","audio",{"name":866,"slug":867,"type":16},"Creative","creative","2026-07-13T06:16:35.130644",{"slug":870,"name":870,"fn":871,"description":872,"org":873,"tags":874,"stars":850,"repoUrl":851,"updatedAt":887},"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. 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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},[894,895,898,901],{"name":876,"slug":877,"type":16},{"name":896,"slug":897,"type":16},"Design System","design-system",{"name":899,"slug":900,"type":16},"PowerPoint","powerpoint",{"name":879,"slug":880,"type":16},"2026-07-13T06:17:10.398389",{"slug":904,"name":904,"fn":905,"description":906,"org":907,"tags":908,"stars":850,"repoUrl":851,"updatedAt":922},"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},[909,912,915,916,919],{"name":910,"slug":911,"type":16},"Dart","dart",{"name":913,"slug":914,"type":16},"Flutter","flutter",{"name":845,"slug":846,"type":16},{"name":917,"slug":918,"type":16},"Performance","performance",{"name":920,"slug":921,"type":16},"State Management","state-management","2026-07-13T06:16:36.626679",{"slug":924,"name":924,"fn":925,"description":926,"org":927,"tags":928,"stars":850,"repoUrl":851,"updatedAt":940},"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},[929,932,933,934,937],{"name":930,"slug":931,"type":16},"Animation","animation",{"name":866,"slug":867,"type":16},{"name":876,"slug":877,"type":16},{"name":935,"slug":936,"type":16},"Frontend","frontend",{"name":938,"slug":939,"type":16},"Web Development","web-development","2026-07-13T06:16:39.108827",{"slug":942,"name":942,"fn":943,"description":944,"org":945,"tags":946,"stars":850,"repoUrl":851,"updatedAt":958},"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},[947,950,951,954,957],{"name":948,"slug":949,"type":16},"Backend","backend",{"name":935,"slug":936,"type":16},{"name":952,"slug":953,"type":16},"Full-stack","full-stack",{"name":955,"slug":956,"type":16},"REST API","rest-api",{"name":938,"slug":939,"type":16},"2026-07-13T06:16:43.219005",{"slug":960,"name":960,"fn":961,"description":962,"org":963,"tags":964,"stars":850,"repoUrl":851,"updatedAt":973},"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},[965,966,967,970],{"name":930,"slug":931,"type":16},{"name":866,"slug":867,"type":16},{"name":968,"slug":969,"type":16},"Images","images",{"name":971,"slug":972,"type":16},"Media","media","2026-07-13T06:16:51.74461",{"slug":975,"name":975,"fn":976,"description":977,"org":978,"tags":979,"stars":850,"repoUrl":851,"updatedAt":989},"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},[980,981,984,985,988],{"name":836,"slug":837,"type":16},{"name":982,"slug":983,"type":16},"iOS","ios",{"name":845,"slug":846,"type":16},{"name":986,"slug":987,"type":16},"SwiftUI","swiftui",{"name":848,"slug":849,"type":16},"2026-07-13T06:16:55.686092",{"slug":991,"name":991,"fn":992,"description":993,"org":994,"tags":995,"stars":850,"repoUrl":851,"updatedAt":1008},"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},[996,999,1002,1005],{"name":997,"slug":998,"type":16},"Documents","documents",{"name":1000,"slug":1001,"type":16},"DOCX","docx",{"name":1003,"slug":1004,"type":16},"Office","office",{"name":1006,"slug":1007,"type":16},"Templates","templates","2026-07-13T06:16:40.461868",{"slug":1010,"name":1010,"fn":1011,"description":1012,"org":1013,"tags":1014,"stars":850,"repoUrl":851,"updatedAt":1018},"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},[1015,1016,1017],{"name":863,"slug":864,"type":16},{"name":866,"slug":867,"type":16},{"name":971,"slug":972,"type":16},"2026-07-13T06:16:50.381758",{"slug":1020,"name":1020,"fn":1021,"description":1022,"org":1023,"tags":1024,"stars":850,"repoUrl":851,"updatedAt":1028},"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},[1025,1026,1027],{"name":863,"slug":864,"type":16},{"name":866,"slug":867,"type":16},{"name":971,"slug":972,"type":16},"2026-07-13T06:16:57.002997",141,{"items":1031,"total":1122},[1032,1048,1065,1070,1081,1094,1103],{"slug":1033,"name":1033,"fn":1034,"description":1035,"org":1036,"tags":1037,"stars":20,"repoUrl":21,"updatedAt":1047},"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},[1038,1041,1044],{"name":1039,"slug":1040,"type":16},"Content Creation","content-creation",{"name":1042,"slug":1043,"type":16},"MCP","mcp",{"name":1045,"slug":1046,"type":16},"Task Management","task-management","2026-08-18T03:49:38.751656",{"slug":1049,"name":1049,"fn":1050,"description":1051,"org":1052,"tags":1053,"stars":20,"repoUrl":21,"updatedAt":1064},"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},[1054,1055,1058,1061],{"name":860,"slug":861,"type":16},{"name":1056,"slug":1057,"type":16},"Benchmarking","benchmarking",{"name":1059,"slug":1060,"type":16},"Evals","evals",{"name":1062,"slug":1063,"type":16},"LLM","llm","2026-08-27T13:32:30.156635",{"slug":4,"name":4,"fn":5,"description":6,"org":1066,"tags":1067,"stars":20,"repoUrl":21,"updatedAt":22},{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1068,1069],{"name":18,"slug":19,"type":16},{"name":14,"slug":15,"type":16},{"slug":1071,"name":1071,"fn":1072,"description":1073,"org":1074,"tags":1075,"stars":20,"repoUrl":21,"updatedAt":1080},"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},[1076,1077],{"name":18,"slug":19,"type":16},{"name":1078,"slug":1079,"type":16},"YAML","yaml","2026-08-27T13:32:33.760978",{"slug":1082,"name":1082,"fn":1083,"description":1084,"org":1085,"tags":1086,"stars":20,"repoUrl":21,"updatedAt":1093},"binder-ranking-audit","audit binder campaign ranking results","当需要重算并审计 binder campaign 的候选排序、核对 recorded 与 recomputed 是否一致时使用；对应 openbinder audit-ranking（--fixture\u002F--source）。典型触发语：\"审计一下这个 campaign 的排序\"\"recorded 和 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。",{"slug":8,"name":9,"logoUrl":10,"githubOrg":11},[1087,1090],{"name":1088,"slug":1089,"type":16},"Data Analysis","data-analysis",{"name":1091,"slug":1092,"type":16},"QA","qa","2026-08-27T13:32:34.155444",{"slug":1095,"name":1095,"fn":1096,"description":1097,"org":1098,"tags":1099,"stars":20,"repoUrl":21,"updatedAt":1102},"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},[1100,1101],{"name":18,"slug":19,"type":16},{"name":1088,"slug":1089,"type":16},"2026-08-27T13:32:33.346398",{"slug":1104,"name":1104,"fn":1105,"description":1106,"org":1107,"tags":1108,"stars":20,"repoUrl":21,"updatedAt":1121},"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},[1109,1112,1115,1118],{"name":1110,"slug":1111,"type":16},"Documentation","documentation",{"name":1113,"slug":1114,"type":16},"Operations","operations",{"name":1116,"slug":1117,"type":16},"Reporting","reporting",{"name":1119,"slug":1120,"type":16},"Summarization","summarization","2026-08-27T13:32:26.101404",93]