{
  "skill": "le-meta-skill",
  "date": "2026-10-05",
  "threshold": 0.3,
  "prediction_mode": "concept_families",
  "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": "帮我把每周写周报的流程做成一个 skill",
      "family": "cn_workflow_to_skill",
      "bucket": "should_trigger",
      "coverage": 0.231,
      "coverage_hits": [
        "skill",
        "做成",
        "流程"
      ],
      "families_hit": [
        "authoring_action",
        "material",
        "skill_artifact"
      ],
      "negative_hit": false,
      "predicted_trigger": true,
      "expected_trigger": true,
      "verdict": "pass"
    },
    {
      "text": "我有一套提示词，想沉淀成一个可复用的技能",
      "family": "cn_prompt_to_skill",
      "bucket": "should_trigger",
      "coverage": 0.562,
      "coverage_hits": [
        "可复",
        "复用",
        "技能",
        "提示",
        "沉淀",
        "淀成",
        "用的",
        "的技",
        "示词"
      ],
      "families_hit": [
        "authoring_action",
        "material",
        "skill_artifact"
      ],
      "negative_hit": false,
      "predicted_trigger": true,
      "expected_trigger": true,
      "verdict": "pass"
    },
    {
      "text": "turn this checklist into a skill",
      "family": "en_checklist_to_skill",
      "bucket": "should_trigger",
      "coverage": 1.0,
      "coverage_hits": [
        "checklist",
        "into",
        "skill",
        "this",
        "turn"
      ],
      "families_hit": [
        "authoring_action",
        "material",
        "skill_artifact"
      ],
      "negative_hit": false,
      "predicted_trigger": true,
      "expected_trigger": true,
      "verdict": "pass"
    },
    {
      "text": "给我的 skill 做个体检，看看触发灵不灵",
      "family": "cn_health_check",
      "bucket": "should_trigger",
      "coverage": 0.75,
      "coverage_hits": [
        "skill",
        "不灵",
        "个体",
        "体检",
        "做个",
        "我的",
        "看看",
        "给我",
        "触发"
      ],
      "families_hit": [
        "authoring_action",
        "improve_action",
        "skill_artifact",
        "test_action"
      ],
      "negative_hit": false,
      "predicted_trigger": true,
      "expected_trigger": true,
      "verdict": "pass"
    },
    {
      "text": "这个 skill 最近总不触发，帮我改进一下",
      "family": "cn_improve_trigger",
      "bucket": "should_trigger",
      "coverage": 0.333,
      "coverage_hits": [
        "skill",
        "改进",
        "触发"
      ],
      "families_hit": [
        "improve_action",
        "skill_artifact"
      ],
      "negative_hit": false,
      "predicted_trigger": true,
      "expected_trigger": true,
      "verdict": "pass"
    },
    {
      "text": "把我们刚才调试的这个流程变成 skill 存下来",
      "family": "cn_from_conversation",
      "bucket": "should_trigger",
      "coverage": 0.286,
      "coverage_hits": [
        "skill",
        "个流",
        "变成",
        "流程"
      ],
      "families_hit": [
        "authoring_action",
        "material",
        "skill_artifact"
      ],
      "negative_hit": false,
      "predicted_trigger": true,
      "expected_trigger": true,
      "verdict": "pass"
    },
    {
      "text": "帮我看下这个 SKILL.md 写得有没有问题",
      "family": "cn_review_skillmd",
      "bucket": "should_trigger",
      "coverage": 0.4,
      "coverage_hits": [
        "md",
        "skill",
        "我看",
        "看下"
      ],
      "families_hit": [
        "improve_action",
        "skill_artifact"
      ],
      "negative_hit": false,
      "predicted_trigger": true,
      "expected_trigger": true,
      "verdict": "pass"
    },
    {
      "text": "新建一个 skill，用来自动审查 API 文档",
      "family": "cn_create_new",
      "bucket": "should_trigger",
      "coverage": 0.2,
      "coverage_hits": [
        "skill",
        "新建"
      ],
      "families_hit": [
        "authoring_action",
        "skill_artifact"
      ],
      "negative_hit": false,
      "predicted_trigger": true,
      "expected_trigger": true,
      "verdict": "pass"
    },
    {
      "text": "帮我把这个流程做成 Claude Code 的 skill",
      "family": "cn_claude_skill",
      "bucket": "should_trigger",
      "coverage": 0.778,
      "coverage_hits": [
        "claude",
        "code",
        "skill",
        "个流",
        "做成",
        "把这",
        "流程"
      ],
      "families_hit": [
        "authoring_action",
        "material",
        "skill_artifact"
      ],
      "negative_hit": false,
      "predicted_trigger": true,
      "expected_trigger": true,
      "verdict": "pass"
    },
    {
      "text": "create a Codex skill for linting our docs",
      "family": "en_codex_skill",
      "bucket": "should_trigger",
      "coverage": 0.429,
      "coverage_hits": [
        "codex",
        "create",
        "skill"
      ],
      "families_hit": [
        "authoring_action",
        "skill_artifact"
      ],
      "negative_hit": false,
      "predicted_trigger": true,
      "expected_trigger": true,
      "verdict": "pass"
    },
    {
      "text": "把这篇文章翻译成英文",
      "family": "translate_only",
      "bucket": "should_not_trigger",
      "coverage": 0.111,
      "coverage_hits": [
        "把这"
      ],
      "families_hit": [],
      "negative_hit": false,
      "predicted_trigger": false,
      "expected_trigger": false,
      "verdict": "pass"
    },
    {
      "text": "帮我 review 一下这个 PR 的代码",
      "family": "code_review",
      "bucket": "should_not_trigger",
      "coverage": 0.4,
      "coverage_hits": [
        "review",
        "代码"
      ],
      "families_hit": [],
      "negative_hit": false,
      "predicted_trigger": false,
      "expected_trigger": false,
      "verdict": "pass"
    },
    {
      "text": "解释一下什么是 agent skill，不要做成 skill",
      "family": "explain_only",
      "bucket": "should_not_trigger",
      "coverage": 0.375,
      "coverage_hits": [
        "agent",
        "skill",
        "做成"
      ],
      "families_hit": [
        "authoring_action",
        "skill_artifact"
      ],
      "negative_hit": true,
      "predicted_trigger": false,
      "expected_trigger": false,
      "verdict": "pass"
    },
    {
      "text": "帮我优化这段给 ChatGPT 的提示词",
      "family": "prompt_not_skill",
      "bucket": "should_not_trigger",
      "coverage": 0.333,
      "coverage_hits": [
        "优化",
        "提示",
        "示词"
      ],
      "families_hit": [
        "improve_action",
        "material"
      ],
      "negative_hit": false,
      "predicted_trigger": false,
      "expected_trigger": false,
      "verdict": "pass"
    },
    {
      "text": "Claude Code 怎么安装插件",
      "family": "runtime_config_not_skill",
      "bucket": "should_not_trigger",
      "coverage": 0.5,
      "coverage_hits": [
        "claude",
        "code",
        "插件"
      ],
      "families_hit": [],
      "negative_hit": false,
      "predicted_trigger": false,
      "expected_trigger": false,
      "verdict": "pass"
    },
    {
      "text": "Summarize this note in three bullets",
      "family": "summary_only",
      "bucket": "should_not_trigger",
      "coverage": 0.167,
      "coverage_hits": [
        "this"
      ],
      "families_hit": [],
      "negative_hit": false,
      "predicted_trigger": false,
      "expected_trigger": false,
      "verdict": "pass"
    },
    {
      "text": "这个流程每次都要重复讲一遍，烦死了",
      "family": "vague_complaint",
      "bucket": "near_neighbor",
      "coverage": 0.25,
      "coverage_hits": [
        "个流",
        "流程",
        "重复"
      ],
      "families_hit": [
        "material"
      ],
      "negative_hit": false,
      "predicted_trigger": false,
      "expected_trigger": null,
      "verdict": "boundary"
    },
    {
      "text": "帮我配置一个 MCP 服务器",
      "family": "mcp_config",
      "bucket": "near_neighbor",
      "coverage": 0.333,
      "coverage_hits": [
        "mcp",
        "配置"
      ],
      "families_hit": [],
      "negative_hit": false,
      "predicted_trigger": false,
      "expected_trigger": null,
      "verdict": "boundary"
    },
    {
      "text": "做个斜杠命令快速运行测试",
      "family": "slash_command",
      "bucket": "near_neighbor",
      "coverage": 0.455,
      "coverage_hits": [
        "做个",
        "命令",
        "斜杠",
        "杠命",
        "测试"
      ],
      "families_hit": [
        "authoring_action"
      ],
      "negative_hit": true,
      "predicted_trigger": false,
      "expected_trigger": null,
      "verdict": "boundary"
    }
  ],
  "summary": {
    "scored": 16,
    "mismatch": 0,
    "pass_rate": 1.0
  }
}