le-app-design v1.0.0：统一 App 设计工坊——真实集成并调用三上游的编排器。ui-ux-pro-max（MIT，search.py 设计系统/规范检索）+ frontend-design（Apache-2.0，Skill 工具装载的视觉 design lead）+ impeccable（Apache-2.0，CLI 检测器+playbook 审查）；三机制保证真集成可验证：check_deps 硬依赖门（缺即终止）、log_call 证据账本（调用落 calls.jsonl 含装载 sha256）、evidence_report 验收门（三方各 ≥1 成功调用才 PASS）；S0–S7 流水线含两个回合终止停点与轻量任务路由；E2E 已真跑（习惯打卡 App 双屏原型）：7 条真实调用留账、双独立 sub-agent 评审 26/36 + detect 2 findings、修复 3×P1 后字阶清零、交互复测 4/4、验收门 PASS；上游三件补装 ~/.codex/skills，仓库 README 同步

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+{
+  "skill": "le-app-design",
+  "date": "2026-11-07",
+  "threshold": 0.3,
+  "prediction_mode": "coverage_fallback",
+  "note": "词面冒烟测试；行为结论需真实对话实测（live_turns 字段手工补记）",
+  "cases": [
+    {
+      "text": "帮我设计一个习惯打卡 App，要能看的高保真原型",
+      "family": "full_design_cn",
+      "bucket": "should_trigger",
+      "coverage": 0.5,
+      "coverage_hits": [
+        "app",
+        "保真",
+        "原型",
+        "我设",
+        "真原",
+        "计一",
+        "设计",
+        "高保"
+      ],
+      "families_hit": [],
+      "negative_hit": false,
+      "predicted_trigger": true,
+      "expected_trigger": true,
+      "verdict": "pass"
+    },
+    {
+      "text": "把这个产品想法做成可交互的 UI 原型，从设计到成品",
+      "family": "full_design_cn",
+      "bucket": "should_trigger",
+      "coverage": 0.444,
+      "coverage_hits": [
+        "ui",
+        "个产",
+        "交互",
+        "产品",
+        "原型",
+        "可交",
+        "想法",
+        "设计"
+      ],
+      "families_hit": [],
+      "negative_hit": false,
+      "predicted_trigger": true,
+      "expected_trigger": true,
+      "verdict": "pass"
+    },
+    {
+      "text": "design an app for my recipe startup, high-fidelity prototype",
+      "family": "full_design_en",
+      "bucket": "should_trigger",
+      "coverage": 0.3,
+      "coverage_hits": [
+        "an",
+        "app",
+        "design"
+      ],
+      "families_hit": [],
+      "negative_hit": false,
+      "predicted_trigger": true,
+      "expected_trigger": true,
+      "verdict": "pass"
+    },
+    {
+      "text": "给我的工具类产品做一轮完整的设计：规范、视觉、原型加审查",
+      "family": "full_pipeline",
+      "bucket": "should_trigger",
+      "coverage": 0.476,
+      "coverage_hits": [
+        "产品",
+        "做一",
+        "原型",
+        "品做",
+        "完整",
+        "审查",
+        "整的",
+        "规范",
+        "视觉",
+        "设计"
+      ],
+      "families_hit": [],
+      "negative_hit": false,
+      "predicted_trigger": true,
+      "expected_trigger": true,
+      "verdict": "pass"
+    },
+    {
+      "text": "我要做个妈妈育儿 App，帮我把首页和详情页设计出来",
+      "family": "app_screens",
+      "bucket": "should_trigger",
+      "coverage": 0.5,
+      "coverage_hits": [
+        "app",
+        "和详",
+        "情页",
+        "把首",
+        "计出",
+        "设计",
+        "详情",
+        "页和",
+        "首页"
+      ],
+      "families_hit": [],
+      "negative_hit": false,
+      "predicted_trigger": true,
+      "expected_trigger": true,
+      "verdict": "pass"
+    },
+    {
+      "text": "用 le-app-design 把这个 idea 变成原型",
+      "family": "explicit_name",
+      "bucket": "should_trigger",
+      "coverage": 0.444,
+      "coverage_hits": [
+        "app",
+        "design",
+        "le",
+        "原型"
+      ],
+      "families_hit": [],
+      "negative_hit": false,
+      "predicted_trigger": true,
+      "expected_trigger": true,
+      "verdict": "pass"
+    },
+    {
+      "text": "用 impeccable 审查一下这个页面",
+      "family": "single_upstream_direct",
+      "bucket": "should_not_trigger",
+      "coverage": 0.429,
+      "coverage_hits": [
+        "impeccable",
+        "审查",
+        "页面"
+      ],
+      "families_hit": [],
+      "negative_hit": true,
+      "predicted_trigger": false,
+      "expected_trigger": false,
+      "verdict": "pass"
+    },
+    {
+      "text": "ui-ux-pro-max 帮我查个配色",
+      "family": "single_upstream_direct",
+      "bucket": "should_not_trigger",
+      "coverage": 0.5,
+      "coverage_hits": [
+        "max",
+        "pro",
+        "ui",
+        "ux"
+      ],
+      "families_hit": [],
+      "negative_hit": true,
+      "predicted_trigger": false,
+      "expected_trigger": false,
+      "verdict": "pass"
+    },
+    {
+      "text": "帮我写一篇公众号文章",
+      "family": "other_le_skill",
+      "bucket": "should_not_trigger",
+      "coverage": 0.0,
+      "coverage_hits": [],
+      "families_hit": [],
+      "negative_hit": true,
+      "predicted_trigger": false,
+      "expected_trigger": false,
+      "verdict": "pass"
+    },
+    {
+      "text": "给我生成一张 App 封面图",
+      "family": "image_only",
+      "bucket": "should_not_trigger",
+      "coverage": 0.25,
+      "coverage_hits": [
+        "app",
+        "生成"
+      ],
+      "families_hit": [],
+      "negative_hit": false,
+      "predicted_trigger": false,
+      "expected_trigger": false,
+      "verdict": "pass"
+    },
+    {
+      "text": "这个按钮的点击事件没反应，帮我修一下",
+      "family": "pure_dev",
+      "bucket": "should_not_trigger",
+      "coverage": 0.0,
+      "coverage_hits": [],
+      "families_hit": [],
+      "negative_hit": false,
+      "predicted_trigger": false,
+      "expected_trigger": false,
+      "verdict": "pass"
+    },
+    {
+      "text": "把这个页面布局调好看一点",
+      "family": "local_tweak",
+      "bucket": "near_neighbor",
+      "coverage": 0.1,
+      "coverage_hits": [
+        "页面"
+      ],
+      "families_hit": [],
+      "negative_hit": false,
+      "predicted_trigger": false,
+      "expected_trigger": null,
+      "verdict": "boundary"
+    }
+  ],
+  "summary": {
+    "scored": 11,
+    "mismatch": 0,
+    "pass_rate": 1.0
+  }
+}