feat: Add templates for autonomous actions, orchestrators, sequential phases, and skill documentation

- Introduced a comprehensive template for autonomous actions, detailing structure, execution, and error handling.
- Added an orchestrator template to manage state and decision logic for autonomous actions.
- Created a sequential phase template to outline execution steps and objectives for structured workflows.
- Developed a skill documentation template to standardize the generation of skill entry files.
- Implemented a Python script to compare search results between hybrid and cascade methods, analyzing ranking changes.

.claude/skills/skill-generator/templates/sequential-phase.md

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+# Sequential Phase Template
+
+顺序模式 Phase 文件的模板。
+
+## 模板结构
+
+```markdown
+# Phase {{phase_number}}: {{phase_name}}
+
+{{phase_description}}
+
+## Objective
+
+{{objectives}}
+
+## Input
+
+- 依赖: `{{input_dependency}}`
+- 配置: `{workDir}/skill-config.json`
+
+## Execution Steps
+
+### Step 1: {{step_1_name}}
+
+\`\`\`javascript
+{{step_1_code}}
+\`\`\`
+
+### Step 2: {{step_2_name}}
+
+\`\`\`javascript
+{{step_2_code}}
+\`\`\`
+
+### Step 3: {{step_3_name}}
+
+\`\`\`javascript
+{{step_3_code}}
+\`\`\`
+
+## Output
+
+- **File**: `{{output_file}}`
+- **Format**: {{output_format}}
+
+## Quality Checklist
+
+{{quality_checklist}}
+
+## Next Phase
+
+{{next_phase_link}}
+```
+
+## 变量说明
+
+| 变量 | 说明 |
+|------|------|
+| `{{phase_number}}` | 阶段序号 (1, 2, 3...) |
+| `{{phase_name}}` | 阶段名称 |
+| `{{phase_description}}` | 一句话描述 |
+| `{{objectives}}` | 目标列表 |
+| `{{input_dependency}}` | 输入依赖文件 |
+| `{{step_N_name}}` | 步骤名称 |
+| `{{step_N_code}}` | 步骤代码 |
+| `{{output_file}}` | 输出文件名 |
+| `{{output_format}}` | 输出格式 |
+| `{{quality_checklist}}` | 质量检查项 |
+| `{{next_phase_link}}` | 下一阶段链接 |
+
+## Phase 类型模板
+
+### 1. 收集型 Phase (Collection)
+
+```markdown
+# Phase 1: Requirements Collection
+
+收集用户需求和项目配置。
+
+## Objective
+
+- 收集用户输入
+- 自动检测项目信息
+- 生成配置文件
+
+## Execution Steps
+
+### Step 1: 用户交互
+
+\`\`\`javascript
+const userInput = await AskUserQuestion({
+  questions: [
+    {
+      question: "请选择...",
+      header: "选项",
+      multiSelect: false,
+      options: [
+        { label: "选项A", description: "..." },
+        { label: "选项B", description: "..." }
+      ]
+    }
+  ]
+});
+\`\`\`
+
+### Step 2: 自动检测
+
+\`\`\`javascript
+// 检测项目信息
+const packageJson = JSON.parse(Read('package.json'));
+const projectName = packageJson.name;
+\`\`\`
+
+### Step 3: 生成配置
+
+\`\`\`javascript
+const config = {
+  name: projectName,
+  userChoice: userInput["选项"],
+  // ...
+};
+
+Write(`${workDir}/config.json`, JSON.stringify(config, null, 2));
+\`\`\`
+
+## Output
+
+- **File**: `config.json`
+- **Format**: JSON
+```
+
+### 2. 分析型 Phase (Analysis)
+
+```markdown
+# Phase 2: Deep Analysis
+
+深度分析代码结构。
+
+## Objective
+
+- 扫描代码文件
+- 提取关键信息
+- 生成分析报告
+
+## Execution Steps
+
+### Step 1: 文件扫描
+
+\`\`\`javascript
+const files = Glob('src/**/*.ts');
+\`\`\`
+
+### Step 2: 内容分析
+
+\`\`\`javascript
+const analysisResults = [];
+for (const file of files) {
+  const content = Read(file);
+  // 分析逻辑
+  analysisResults.push({ file, /* 分析结果 */ });
+}
+\`\`\`
+
+### Step 3: 生成报告
+
+\`\`\`javascript
+Write(`${workDir}/analysis.json`, JSON.stringify(analysisResults, null, 2));
+\`\`\`
+
+## Output
+
+- **File**: `analysis.json`
+- **Format**: JSON
+```
+
+### 3. 并行型 Phase (Parallel)
+
+```markdown
+# Phase 3: Parallel Processing
+
+并行处理多个子任务。
+
+## Objective
+
+- 启动多个 Agent 并行执行
+- 收集各 Agent 结果
+- 合并输出
+
+## Execution Steps
+
+### Step 1: 准备任务
+
+\`\`\`javascript
+const tasks = [
+  { id: 'task-a', prompt: '...' },
+  { id: 'task-b', prompt: '...' },
+  { id: 'task-c', prompt: '...' }
+];
+\`\`\`
+
+### Step 2: 并行执行
+
+\`\`\`javascript
+const results = await Promise.all(
+  tasks.map(task => 
+    Task({
+      subagent_type: 'universal-executor',
+      run_in_background: false,
+      prompt: task.prompt
+    })
+  )
+);
+\`\`\`
+
+### Step 3: 合并结果
+
+\`\`\`javascript
+const merged = results.map((r, i) => ({
+  task_id: tasks[i].id,
+  result: JSON.parse(r)
+}));
+
+Write(`${workDir}/parallel-results.json`, JSON.stringify(merged, null, 2));
+\`\`\`
+
+## Output
+
+- **File**: `parallel-results.json`
+- **Format**: JSON
+```
+
+### 4. 组装型 Phase (Assembly)
+
+```markdown
+# Phase 4: Document Assembly
+
+组装最终输出文档。
+
+## Objective
+
+- 读取各阶段产出
+- 合并内容
+- 生成最终文档
+
+## Execution Steps
+
+### Step 1: 读取产出
+
+\`\`\`javascript
+const config = JSON.parse(Read(`${workDir}/config.json`));
+const analysis = JSON.parse(Read(`${workDir}/analysis.json`));
+const sections = Glob(`${workDir}/sections/*.md`).map(f => Read(f));
+\`\`\`
+
+### Step 2: 组装内容
+
+\`\`\`javascript
+const document = \`
+# \${config.name}
+
+## 概述
+\${config.description}
+
+## 详细内容
+\${sections.join('\\n\\n')}
+\`;
+\`\`\`
+
+### Step 3: 写入文件
+
+\`\`\`javascript
+Write(`${workDir}/${config.name}-output.md`, document);
+\`\`\`
+
+## Output
+
+- **File**: `{name}-output.md`
+- **Format**: Markdown
+```
+
+### 5. 验证型 Phase (Validation)
+
+```markdown
+# Phase 5: Validation
+
+验证输出质量。
+
+## Objective
+
+- 检查输出完整性
+- 验证内容质量
+- 生成验证报告
+
+## Execution Steps
+
+### Step 1: 完整性检查
+
+\`\`\`javascript
+const outputFile = `${workDir}/${config.name}-output.md`;
+const content = Read(outputFile);
+const completeness = {
+  hasTitle: content.includes('# '),
+  hasSections: content.match(/## /g)?.length >= 3,
+  hasContent: content.length > 500
+};
+\`\`\`
+
+### Step 2: 质量评估
+
+\`\`\`javascript
+const quality = {
+  completeness: Object.values(completeness).filter(v => v).length / 3 * 100,
+  // 其他维度...
+};
+\`\`\`
+
+### Step 3: 生成报告
+
+\`\`\`javascript
+const report = {
+  status: quality.completeness >= 80 ? 'PASS' : 'REVIEW',
+  scores: quality,
+  issues: []
+};
+
+Write(`${workDir}/validation-report.json`, JSON.stringify(report, null, 2));
+\`\`\`
+
+## Output
+
+- **File**: `validation-report.json`
+- **Format**: JSON
+```
+
+## 生成函数
+
+```javascript
+function generateSequentialPhase(phaseConfig, index, phases, skillConfig) {
+  const prevPhase = index > 0 ? phases[index - 1] : null;
+  const nextPhase = index < phases.length - 1 ? phases[index + 1] : null;
+  
+  return `# Phase ${index + 1}: ${phaseConfig.name}
+
+${phaseConfig.description || `执行 ${phaseConfig.name}`}
+
+## Objective
+
+- ${phaseConfig.objectives?.join('\n- ') || 'TODO: 定义目标'}
+
+## Input
+
+- 依赖: \`${prevPhase ? prevPhase.output : 'user input'}\`
+- 配置: \`{workDir}/skill-config.json\`
+
+## Execution Steps
+
+### Step 1: 准备
+
+\`\`\`javascript
+${prevPhase ? 
+  `const prevOutput = JSON.parse(Read(\`\${workDir}/${prevPhase.output}\`));` :
+  '// 首阶段，从配置开始'}
+\`\`\`
+
+### Step 2: 处理
+
+\`\`\`javascript
+// TODO: 实现核心逻辑
+\`\`\`
+
+### Step 3: 输出
+
+\`\`\`javascript
+Write(\`\${workDir}/${phaseConfig.output}\`, JSON.stringify(result, null, 2));
+\`\`\`
+
+## Output
+
+- **File**: \`${phaseConfig.output}\`
+- **Format**: ${phaseConfig.output.endsWith('.json') ? 'JSON' : 'Markdown'}
+
+## Quality Checklist
+
+- [ ] 输入验证通过
+- [ ] 核心逻辑执行成功
+- [ ] 输出格式正确
+
+${nextPhase ? 
+  `## Next Phase\n\n→ [Phase ${index + 2}: ${nextPhase.name}](${nextPhase.id}.md)` :
+  '## Completion\n\n此为最后阶段。'}
+`;
+}
+```