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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。\nargument-hint: '[validate \u003Cprotocol.yaml>|compile \u003Cdraft.yaml>|show \u003Cprotocol.yaml> --stage \u003Cstage_id>]'\nmetadata:\n  domains: [protein-binder, protocol, stage-gate]\n  last_reviewed: '2026-08-20'\n---\n\n# binder-protocol：协议编译、校验与阶段切片\n\n## 目的\n\n长篇散文协议没法直接驱动可审计的流程。本技能把人写的协议草稿编译成规范的 `protocol.yaml`（`ProtocolSpec`）：十个规范阶段逐一显式声明 inputs、allowed decisions、required outputs、hard rules、stop conditions，使每个阶段可寻址、可切片、可校验。编译产物是 replay、evaluate-agent、audit-ranking 共同依赖的\"流程宪法\"。\n\n十个规范阶段（`CANONICAL_STAGE_IDS`）：\n\n`target_research → construct_selection → epitope_selection → method_allocation → candidate_generation → candidate_filtering → cofold_scoring → optimization → final_ranking → delivery`\n\n## 前置检查\n\n1. 草稿 YAML 已存在（参考 `fixtures\u002Fsynthetic\u002Fprotocol-draft.yaml` 的 draft 形式：`stages` 为映射、无 `schema_version`）。\n2. 若草稿引用 source_id，决定校验强度：传 `--sources-dir sources\u002F` 则检查 `source-registered` 规则；不传则跳过该规则（协议可以引用本检出中未登记的源，但跳过是显式的，不是静默猜测）。\n3. 若有 `source.lock.json`，compile 时传 `--lock` 把 pinned revision 写进 `protocol-source.json`；没有 lock 时该字段为 `null`\u002F`unresolved`——**永不猜 revision**。\n4. 产物落盘：`output\u002Fbinder-protocol\u002F\u003Cslug>\u002F\u003Ctimestamp>\u002F`。\n\n## 1 · 编译（compile）\n\n```bash\nopenbinder protocol compile \u003Cdraft.yaml> --out output\u002Fbinder-protocol\u002F\u003Cslug>\u002F\u003Ctimestamp>\u002F \\\n  [--sources-dir sources\u002F] [--lock source.lock.json]\n```\n\n产出三个文件并登记 provenance：\n\n- `protocol.yaml` — 规范 `ProtocolSpec`（draft 的 stages 映射被归一化为有序列表）；\n- Markdown 报告 — 编译过程与全部校验发现；\n- `protocol-source.json` — 源引用（locked revision 或 `null`\u002F`unresolved`）。\n\n有任何 error 级校验发现时 compile 失败：exit 2，产物照常写出供排查，状态标注 failed。\n\n## 2 · 校验（validate）\n\n```bash\nopenbinder protocol validate \u003Cprotocol.yaml> [--sources-dir sources\u002F]\n```\n\n- 除 schema 形状外检查域规则：阶段覆盖与顺序、stage_id 唯一、每阶段完整性（inputs\u002Foutputs\u002Fhard rules 等）、`cofold_scoring`\u002F`final_ranking`\u002F`delivery` 三个产出结论的阶段必须声明结果报告方式（防止预测被写成测量）；\n- 每条发现打印 `[error|warn] rule (stage)`；存在 error 时 exit 2，仅有 warn 时 exit 0 但必须把 warn 原样转述给用户确认是有意为之。\n\n## 3 · 阶段切片（show --stage）\n\n```bash\nopenbinder protocol show \u003Cprotocol.yaml> --stage cofold_scoring\n```\n\n- 输出该阶段的紧凑 JSON 切片：阶段定义 + 全局规则 + 前序阶段产出；`ranking_rules` 只对 `final_ranking`\u002F`optimization` 两个排序相关阶段附带。\n- **这是给模型\u002F计划用的唯一正确上下文形式**：不要把整份 protocol 喂给每次调用。规划型 agent（binder-planner）做计划时只能用 stage slice。\n\n## 4 · 阶段门禁\n\n\"protocol compiled\" 是五个人工 stage gate 之一：编译与校验通过后，把 `protocol.yaml`、报告、`protocol-source.json` 的路径与 warn 清单提交 stage-gate 审批，用户 approve 后才进入 replay\u002Feval 阶段。revise 时归档旧产物、带着意见重跑，不覆盖。stage-gate 技能来自 openscience 插件；未安装 openscience 时，直接向用户呈现产物与 warn 清单、等用户口头 approve \u002F revise \u002F reject 即可，其余流程不变。\n\n## 输出模板\n\n```markdown\n## 协议编译\u002F校验结果：\u003Cprotocol_id>\n\n- 产物：`protocol.yaml` \u002F 编译报告 \u002F 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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},[1003,1004,1007],{"name":901,"slug":902,"type":16},{"name":1005,"slug":1006,"type":16},"Audio","audio",{"name":1008,"slug":1009,"type":16},"Creative","creative","2026-07-13T06:16:35.130644",{"slug":1012,"name":1012,"fn":1013,"description":1014,"org":1015,"tags":1016,"stars":994,"repoUrl":995,"updatedAt":1029},"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},[1017,1020,1023,1026],{"name":1018,"slug":1019,"type":16},"Design","design",{"name":1021,"slug":1022,"type":16},"Presentations","presentations",{"name":1024,"slug":1025,"type":16},"Themes","themes",{"name":1027,"slug":1028,"type":16},"Typography","typography","2026-07-13T06:17:02.785587",{"slug":1031,"name":1031,"fn":1032,"description":1033,"org":1034,"tags":1035,"stars":994,"repoUrl":995,"updatedAt":1044},"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},[1036,1037,1040,1043],{"name":1018,"slug":1019,"type":16},{"name":1038,"slug":1039,"type":16},"Design System","design-system",{"name":1041,"slug":1042,"type":16},"PowerPoint","powerpoint",{"name":1021,"slug":1022,"type":16},"2026-07-13T06:17:10.398389",{"slug":1046,"name":1046,"fn":1047,"description":1048,"org":1049,"tags":1050,"stars":994,"repoUrl":995,"updatedAt":1064},"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},[1051,1054,1057,1058,1061],{"name":1052,"slug":1053,"type":16},"Dart","dart",{"name":1055,"slug":1056,"type":16},"Flutter","flutter",{"name":989,"slug":990,"type":16},{"name":1059,"slug":1060,"type":16},"Performance","performance",{"name":1062,"slug":1063,"type":16},"State Management","state-management","2026-07-13T06:16:36.626679",{"slug":1066,"name":1066,"fn":1067,"description":1068,"org":1069,"tags":1070,"stars":994,"repoUrl":995,"updatedAt":1082},"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},[1071,1074,1075,1076,1079],{"name":1072,"slug":1073,"type":16},"Animation","animation",{"name":1008,"slug":1009,"type":16},{"name":1018,"slug":1019,"type":16},{"name":1077,"slug":1078,"type":16},"Frontend","frontend",{"name":1080,"slug":1081,"type":16},"Web Development","web-development","2026-07-13T06:16:39.108827",{"slug":1084,"name":1084,"fn":1085,"description":1086,"org":1087,"tags":1088,"stars":994,"repoUrl":995,"updatedAt":1100},"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},[1089,1092,1093,1096,1099],{"name":1090,"slug":1091,"type":16},"Backend","backend",{"name":1077,"slug":1078,"type":16},{"name":1094,"slug":1095,"type":16},"Full-stack","full-stack",{"name":1097,"slug":1098,"type":16},"REST API","rest-api",{"name":1080,"slug":1081,"type":16},"2026-07-13T06:16:43.219005",{"slug":1102,"name":1102,"fn":1103,"description":1104,"org":1105,"tags":1106,"stars":994,"repoUrl":995,"updatedAt":1115},"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},[1107,1108,1109,1112],{"name":1072,"slug":1073,"type":16},{"name":1008,"slug":1009,"type":16},{"name":1110,"slug":1111,"type":16},"Images","images",{"name":1113,"slug":1114,"type":16},"Media","media","2026-07-13T06:16:51.74461",{"slug":1117,"name":1117,"fn":1118,"description":1119,"org":1120,"tags":1121,"stars":994,"repoUrl":995,"updatedAt":1131},"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},[1122,1123,1126,1127,1130],{"name":980,"slug":981,"type":16},{"name":1124,"slug":1125,"type":16},"iOS","ios",{"name":989,"slug":990,"type":16},{"name":1128,"slug":1129,"type":16},"SwiftUI","swiftui",{"name":992,"slug":993,"type":16},"2026-07-13T06:16:55.686092",{"slug":1133,"name":1133,"fn":1134,"description":1135,"org":1136,"tags":1137,"stars":994,"repoUrl":995,"updatedAt":1150},"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},[1138,1141,1144,1147],{"name":1139,"slug":1140,"type":16},"Documents","documents",{"name":1142,"slug":1143,"type":16},"DOCX","docx",{"name":1145,"slug":1146,"type":16},"Office","office",{"name":1148,"slug":1149,"type":16},"Templates","templates","2026-07-13T06:16:40.461868",{"slug":1152,"name":1152,"fn":1153,"description":1154,"org":1155,"tags":1156,"stars":994,"repoUrl":995,"updatedAt":1160},"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},[1157,1158,1159],{"name":1005,"slug":1006,"type":16},{"name":1008,"slug":1009,"type":16},{"name":1113,"slug":1114,"type":16},"2026-07-13T06:16:50.381758",{"slug":1162,"name":1162,"fn":1163,"description":1164,"org":1165,"tags":1166,"stars":994,"repoUrl":995,"updatedAt":1170},"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},[1167,1168,1169],{"name":1005,"slug":1006,"type":16},{"name":1008,"slug":1009,"type":16},{"name":1113,"slug":1114,"type":16},"2026-07-13T06:16:57.002997",141]