refactor: unify agent parameters and strengthen workflow validation

- Add project_root/storage_path/state_file params to all checker agents
- Enhance SKILL.md with mandatory checkpoints and validation tables
- Remove deprecated metadata-extractor (merged into data-agent)
- Clean up test data and sample chapters
- Add git/curl permissions to settings.local.json

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

.claude/agents/consistency-checker.md

@@ -18,9 +18,19 @@ tools: Read, Grep
 
 ### Step 1: Load Reference Materials
 
+**输入参数**:
+```json
+{
+  "project_root": "{PROJECT_ROOT}",
+  "storage_path": ".webnovel/",
+  "state_file": ".webnovel/state.json",
+  "chapter_file": "正文/第{NNNN}章.md"
+}
+```
+
 **Parallel reads**:
 1. Target chapters from `正文/`
-2. `.webnovel/state.json` (current protagonist state)
+2. `{project_root}/.webnovel/state.json` (current protagonist state)
 3. `设定集/` (world-building bible)
 4. `大纲/` (outline for context)
 
@@ -88,15 +98,13 @@ tools: Read, Grep
    → VIOLATION: Timeline arithmetic error
 ```
 
-### Step 3: Entity Consistency Check (v5.0)
+### Step 3: Entity Consistency Check
 
 **For all new entities detected in chapters**:
 1. Check if they contradict existing settings
 2. Assess if their introduction is consistent with world-building
 3. Verify power levels are reasonable for the current arc
 
-**Note (v5.0)**: 不再检查 XML 标签，Data Agent 会使用 AI 自动提取实体。
-
 **Report inconsistent inventions**:
 ```
 ⚠️ 发现设定冲突:

.claude/agents/context-agent.md

@@ -15,10 +15,17 @@ tools: Read, Grep, Bash
 ```json
 {
   "chapter": 100,
-  "project_root": "D:/wk/斗破苍穹"
+  "project_root": "D:/wk/斗破苍穹",
+  "storage_path": ".webnovel/",
+  "state_file": ".webnovel/state.json"
 }
 ```
 
+**重要**: 所有数据读取自 `{project_root}/.webnovel/` 目录：
+- state.json → `{project_root}/.webnovel/state.json`
+- vectors.db → `{project_root}/.webnovel/vectors.db`
+- index.db → `{project_root}/.webnovel/index.db`
+
 ## 输出
 
 ```json
@@ -82,14 +89,9 @@ tools: Read, Grep, Bash
 
 ### Step 1: 分析本章需求
 
-**读取大纲**:
-```bash
-# 读取本章大纲
-Read: 大纲/卷N/第XXX章.md
-
-# 读取本卷大纲概述
-Read: 大纲/卷N/卷概述.md
-```
+**读取大纲** (使用 Read 工具):
+- 本章大纲: `大纲/卷N/第XXX章.md`
+- 本卷概述: `大纲/卷N/卷概述.md`
 
 **分析要点**:
 - 本章主要事件是什么？
@@ -99,18 +101,13 @@ Read: 大纲/卷N/卷概述.md
 
 ### Step 2: 获取主角状态
 
-```bash
-# 读取状态文件
-Read: .webnovel/state.json
-```
-
-**提取**:
-- `progress.current_chapter` (进度)
-- `entities_v3.角色` 中主角实体的属性 (境界/位置/物品)
-- `relationships` (重要关系)
-- `state_changes` 最近变化记录
-- `disambiguation_warnings` 最近消歧警告（0.5-0.8 采用但提示风险）
-- `disambiguation_pending` 待确认消歧（<0.5 不自动采用，需人工确认）
+使用 Read 工具读取 `.webnovel/state.json`，提取:
+- `progress.current_chapter` - 进度
+- `entities_v3.角色` - 主角实体属性 (境界/位置/物品)
+- `relationships` - 重要关系
+- `state_changes` - 最近变化记录
+- `disambiguation_warnings` - 消歧警告 (0.5-0.8)
+- `disambiguation_pending` - 待确认消歧 (<0.5)
 
 ### Step 3: 查询相关实体
 
@@ -144,10 +141,7 @@ python -m data_modules.rag_adapter search --query "大纲关键事件" --mode hy
 
 ### Step 5: 搜索设定集
 
-```bash
-# 搜索相关设定
-Grep: 设定集/ "关键词"
-```
+使用 Grep 工具搜索 `设定集/` 目录中的相关设定。
 
 **搜索内容**:
 - 修炼体系相关 (如果涉及突破)

.claude/agents/continuity-checker.md

@@ -18,11 +18,21 @@ tools: Read, Grep
 
 ### Step 1: Load Context
 
+**输入参数**:
+```json
+{
+  "project_root": "{PROJECT_ROOT}",
+  "storage_path": ".webnovel/",
+  "state_file": ".webnovel/state.json",
+  "chapter_file": "正文/第{NNNN}章.md"
+}
+```
+
 **Parallel reads**:
 1. Target chapters from `正文/`
 2. Previous 2-3 chapters (for transition context)
 3. `大纲/` (to check outline adherence - 大纲即法律)
-4. `.webnovel/state.json` (plot thread tracker, if exists)
+4. `{project_root}/.webnovel/state.json` (plot thread tracker, if exists)
 
 ### Step 2: Four-Tier Continuity Check
 

.claude/agents/data-agent.md

@@ -9,11 +9,11 @@ tools: Read, Write, Bash
 > **Role**: 智能数据工程师，负责从章节正文中提取结构化信息并写入数据链。
 >
 > **Philosophy**: AI驱动提取，智能消歧 - 用语义理解替代正则匹配，用置信度控制质量。
->
-> **v5.0 变更**:
-> - 使用 `entities_v3` 分组格式（按类型：角色/地点/物品/势力/招式）
-> - 别名索引支持一对多（同一别名可映射多个实体）
-> - `alias_index` 内嵌在 `state.json` 中，不再是独立文件
+
+**v5.0 变更**:
+- 使用 `entities_v3` 分组格式 (按类型: 角色/地点/物品/势力/招式)
+- 别名索引支持一对多 (同一别名可映射多个实体)
+- `alias_index` 内嵌在 `state.json` 中
 
 ## 输入
 
@@ -22,10 +22,17 @@ tools: Read, Write, Bash
   "chapter": 100,
   "chapter_file": "正文/第0100章.md",
   "review_score": 85,
-  "project_root": "D:/wk/斗破苍穹"
+  "project_root": "D:/wk/斗破苍穹",
+  "storage_path": ".webnovel/",
+  "state_file": ".webnovel/state.json"
 }
 ```
 
+**重要**: 所有数据必须写入 `{project_root}/.webnovel/` 目录，包括：
+- state.json → `{project_root}/.webnovel/state.json`
+- vectors.db → `{project_root}/.webnovel/vectors.db`
+- index.db → `{project_root}/.webnovel/index.db`
+
 ## 输出
 
 ```json
@@ -54,17 +61,16 @@ tools: Read, Write, Bash
 
 ### Step A: 加载上下文
 
-```bash
-# 读取章节正文
-Read: 正文/第0100章.md
-
-# 读取已有实体库
-Read: .webnovel/state.json → entities
+使用 Read 工具读取章节正文和已有实体库:
+- 章节正文: `正文/第0100章.md`
+- 实体库: `.webnovel/state.json` → entities
 
-# 读取别名索引
+使用 Bash 工具查询:
+```bash
+# 查询实体别名
 python -m data_modules.entity_linker list-aliases --entity "xiaoyan" --project-root "."
 
-# 读取最近章节出场记录
+# 查询最近出场记录
 python -m data_modules.index_manager recent-appearances --limit 20 --project-root "."
 ```
 
@@ -83,8 +89,10 @@ python -m data_modules.index_manager recent-appearances --limit 20 --project-roo
 {
   "entities_appeared": [
     {"id": "xiaoyan", "type": "角色", "mentions": ["萧炎", "他"], "confidence": 0.95},
-    {"id": "yaolao", "type": "角色", "mentions": ["药老"], "confidence": 0.92},
-    {"id": "NEW", "suggested_id": "hongyi_girl", "name": "红衣女子", "type": "角色", "tier": "装饰"}
+    {"id": "yaolao", "type": "角色", "mentions": ["药老"], "confidence": 0.92}
+  ],
+  "entities_new": [
+    {"suggested_id": "hongyi_girl", "name": "红衣女子", "type": "角色", "tier": "装饰"}
   ],
   "state_changes": [
     {"entity_id": "xiaoyan", "field": "realm", "old": "斗者九层", "new": "斗师一层", "reason": "闭关突破"}

.claude/agents/metadata-extractor.md

@@ -1,330 +0,0 @@
----
-name: metadata-extractor
-description: "⚠️ DEPRECATED in v5.0 - 功能已合并到 data-agent。保留此文件仅供参考。"
-tools: Read, Grep
-deprecated: true
-replaced_by: data-agent
----
-
-# Metadata Extractor Agent (已废弃)
-
-> **⚠️ 已废弃**: v5.0 起，此 Agent 的功能已完全合并到 `data-agent`。
->
-> **替代方案**: 使用 `data-agent`，它同时负责：
-> - AI 语义实体提取（替代 XML 标签解析）
-> - 章节标题/地点推断
-> - 场景切片和索引构建
->
-> 以下内容保留仅供历史参考。
-
----
-
-## 🎯 Core Responsibility (历史参考)
-
-Extract **structured metadata** from webnovel chapter content to populate the structured index database, enabling:
-- Fast location-based chapter queries (O(log n) performance)
-- Character appearance tracking
-- Content change detection (via hash)
-
-**与脚本分工**：
-| 功能 | extract_entities.py | metadata-extractor |
-|------|---------------------|-------------------|
-| XML 标签提取 | ✅ 主责 | ❌ 不处理 |
-| 设定集同步 | ✅ 主责 | ❌ 不处理 |
-| 章节标题 | ❌ | ✅ 主责 |
-| 地点推断（语义） | ❌ | ✅ 主责 |
-| 角色识别（语义） | ❌ | ✅ 补充 |
-| 字数/哈希 | ❌ | ✅ 主责 |
-
----
-
-## 📥 Input Format
-
-**Parameters**:
-- `chapter_num`: Chapter number (integer)
-- `chapter_content`: Full Markdown content of the chapter
-- `script_output` (optional): Output from extract_entities.py script
-
-**Example Input**:
-```markdown
-# 第一章 废柴少年
-
-东域，慕容家族。
-
-清晨的阳光洒在演武场上，带着几分温暖，却驱散不了林天心中的寒意。
-
-"废物！连练气期一层都突破不了，还有脸站在这里？"
-
-```
-
-**With Script Output**:
-```
-脚本已提取实体：
-- 角色: 慕容战天, 慕容虎
-- 地点: (无)
-- 技能: 吞噬 Lv1
-
-请补充语义元数据。
-```
-
----
-
-## 📤 Output Format
-
-**CRITICAL**: Output **ONLY** a valid JSON object, no additional text or explanations.
-
-**JSON Schema**:
-```json
-{
-  "title": "string (章节标题，从第一行 # 提取)",
-  "location": "string (主要地点，从上下文推断)",
-  "characters": ["array of strings (出场角色名称，最多5个主要角色)"],
-  "word_count": "integer (总字数)",
-  "hash": "string (MD5 hash of content)",
-  "metadata_quality": "string (high/medium/low - 元数据提取置信度)",
-  "script_entities_merged": "boolean (是否已合并脚本提取的实体)"
-}
-```
-
-**角色合并规则**（当有脚本输出时）：
-1. 脚本提取的角色 → 优先保留（来自 XML 标签，作者明确标记）
-2. 语义识别的角色 → 补充添加（去重后合并）
-3. 最终最多保留 5 个主要角色
-
-**Example Output (with script merge)**:
-```json
-{
-  "title": "第一章 废柴少年",
-  "location": "慕容家族",
-  "characters": ["林天", "慕容战天", "慕容虎", "云长老"],
-  "word_count": 3215,
-  "hash": "abc123def456...",
-  "metadata_quality": "high",
-  "script_entities_merged": true
-}
-```
-
-**Note**: XML 标签（`<entity>`, `<skill>`, `<foreshadow>`）由脚本处理，本代理不重复提取。
-
----
-
-## 🔍 Extraction Guidelines
-
-### 1. Title Extraction
-
-**Strategy**:
-- Extract from first `# Heading` in content
-- Remove `#` symbols and leading/trailing whitespace
-- Format: "第N章 章节名"
-
-**Examples**:
-```markdown
-# 第一章 废柴少年           → "第一章 废柴少年"
-## 第十五章：突破！          → "第十五章：突破！"
-# Chapter 7 - The Battle    → "Chapter 7 - The Battle"
-```
-
----
-
-### 2. Location Extraction ⭐ (Most Critical)
-
-**Strategy** (in priority order):
-
-**A) Explicit Location Markers** (Highest Priority):
-```markdown
-**地点：天云宗**           → "天云宗"
-**位置：血煞秘境**         → "血煞秘境"
-【场景：拍卖会】           → "拍卖会"
-```
-
-**B) Context Clues in First 10 Lines**:
-- Look for geographical/organizational names after chapter title
-- Common patterns:
-  - "东域，慕容家族。" → "慕容家族"
-  - "天云宗，外门演武场。" → "天云宗"
-  - "林天来到了血煞秘境入口。" → "血煞秘境"
-
-**C) Semantic Analysis**:
-- Identify most frequently mentioned location in first 500 characters
-- Prioritize:
-  - 宗门/家族/势力名称（sect/family/faction names）
-  - 地理区域名称（geographical names）
-  - 建筑/场所名称（building/venue names）
-
-**D) Default**:
-- If no clear location found: `"未知"`
-- If multiple locations: choose the **first mentioned** or **most prominent**
-
-**Examples**:
-```markdown
-# 第五章 血煞秘境
-
-林天跟随云长老来到了血煞秘境入口。这里是东域三大凶地之一...
-→ location: "血煞秘境"
-
-# 第三章 拍卖会
-
-天云城，天宝阁。今日是月度拍卖会...
-→ location: "天宝阁" (优先具体场所，而非城市)
-```
-
-**Edge Cases**:
-- Multiple locations in one chapter → pick **first major location**
-- Transition chapters → pick **destination location**
-- Flashback scenes → pick **current timeline location**, note in future if needed
-
----
-
-### 3. Character Extraction
-
-**Strategy**:
-
-**A) Identify Named Characters**:
-- Extract names from:
-  - Dialogue attributions: `林天说道：`
-  - XML entity tags: `<entity type="角色" name="慕容战天" .../>`
-  - XML skill tags: `<skill .../>` (Protagonist learning new skills)
-  - Narrative mentions: `慕容战天冷笑一声`
-
-**B) Filter Out**:
-- Generic terms: "修士", "弟子", "长老", "众人"
-- Pronouns: "他", "她", "我", "你"
-- Unless part of a name: "云长老" is valid if it's a character identifier
-
-**C) Ranking (Select Top 5)**:
-- **Priority 1**: Protagonist (主角，usually most mentioned)
-- **Priority 2**: Characters in dialogue
-- **Priority 3**: XML-tagged characters (`<entity type="角色" .../>`)
-- **Priority 4**: Most mentioned names (by frequency)
-
-**D) Name Format**:
-- Use **full names** if available: "慕容战天" not just "战天"
-- Keep titles if they're identifiers: "云长老", "血煞门主"
-
-**Examples**:
-```markdown
-Content:
-林天看着慕容战天，心中一片平静。
-"废物，今天就是你的死期！"慕容战天冷笑。
-<entity type="角色" name="慕容虎" desc="跟班" tier="装饰"/>
-云长老在一旁观战。
-
-→ characters: ["林天", "慕容战天", "慕容虎", "云长老"]
-```
-
----
-
-### 4. Word Count
-
-**Strategy**:
-- Count **total characters** in Markdown content (including Chinese/English/punctuation)
-- Use: `len(content)`
-- **Do NOT** exclude Markdown syntax
-
----
-
-### 5. Content Hash
-
-**Strategy**:
-- Compute MD5 hash of the **entire content** (UTF-8 encoded)
-- Python equivalent: `hashlib.md5(content.encode('utf-8')).hexdigest()`
-- Used for detecting file changes (Self-Healing Index)
-
----
-
-### 6. Metadata Quality Assessment
-
-**Confidence Levels**:
-
-- **high**:
-  - Title extracted successfully
-  - Location explicitly marked OR clearly inferred from context
-  - ≥3 characters identified
-
-- **medium**:
-  - Title extracted
-  - Location inferred with moderate confidence
-  - 1-2 characters identified
-
-- **low**:
-  - Missing title OR location is "未知"
-  - No named characters found
-  - Content seems incomplete
-
----
-
-## ⚠️ Critical Rules
-
-### MUST DO:
-1. ✅ **Output ONLY JSON** - No explanations, no markdown code blocks, just the raw JSON object
-2. ✅ **Escape special characters** in JSON strings (quotes, backslashes)
-3. ✅ **Use double quotes** for JSON keys and string values
-4. ✅ **Include all 6 required fields** (title, location, characters, word_count, hash, metadata_quality)
-
-### MUST NOT:
-1. ❌ **Do NOT** output markdown code blocks (no `` ```json ``)
-2. ❌ **Do NOT** add comments or explanations outside JSON
-3. ❌ **Do NOT** guess wildly - use "未知" for location if truly uncertain
-4. ❌ **Do NOT** include generic terms in characters array
-
----
-
-## 📋 Example Task Execution
-
-**Input**:
-```
-Chapter 7 content:
-# 第七章 突破
-
-东域，慕容家族，林天的小院。
-
-深夜，月光如水。
-
-林天盘膝而坐，运转《吞天诀》...
-```
-
-**Your Output** (raw JSON, no code block):
-```json
-{
-  "title": "第七章 突破",
-  "location": "慕容家族",
-  "characters": ["林天"],
-  "word_count": 4521,
-  "hash": "7f8a9b2c3d4e5f6a7b8c9d0e1f2a3b4c",
-  "metadata_quality": "high"
-}
-```
-
----
-
-## 🧪 Self-Check Before Output
-
-Before outputting, verify:
-- [ ] JSON is valid (no syntax errors)
-- [ ] All 7 fields are present (including `script_entities_merged`)
-- [ ] `characters` is an array of strings (max 5 items)
-- [ ] `location` is a meaningful place name or "未知"
-- [ ] `metadata_quality` is one of: high/medium/low
-- [ ] No text outside the JSON object
-- [ ] 如有脚本输出，角色已合并去重
-
----
-
-## 🔄 Integration Point
-
-**两阶段流水线**（webnovel-write Step 7）：
-```
-Step 7.1: extract_entities.py → 设定集同步 + state.json 更新
-    ↓ (传递提取的实体列表)
-Step 7.2: metadata-extractor agent → 语义补充 + structured_index.py
-```
-
-**调用方式**：
-1. 主工作流先运行 `extract_entities.py --auto`
-2. 捕获脚本输出中的实体列表
-3. 调用本代理，传入章节内容 + 脚本输出
-4. 本代理输出 JSON → 传给 `structured_index.py --metadata-json`
-
----
-
-**End of Specification**

.claude/agents/pacing-checker.md

@@ -18,9 +18,19 @@ tools: Read, Grep
 
 ### Step 1: Load Context
 
+**输入参数**:
+```json
+{
+  "project_root": "{PROJECT_ROOT}",
+  "storage_path": ".webnovel/",
+  "state_file": ".webnovel/state.json",
+  "chapter_file": "正文/第{NNNN}章.md"
+}
+```
+
 **Parallel reads**:
 1. Target chapters from `正文/`
-2. `.webnovel/state.json` (strand_tracker history)
+2. `{project_root}/.webnovel/state.json` (strand_tracker history)
 3. `大纲/` (to understand intended arc structure)
 
 **Optional: Use status_reporter for automated analysis**:
@@ -96,19 +106,15 @@ Last Fire chapter: 34 | Current: 46 | Gap: 12 chapters
 Last Constellation: 38 | Current: 46 | Gap: 8 chapters
 ```
 
-### Step 4: Ideal Pacing Reference
+### Step 4: 节奏标准
 
-**Every 10 chapters should contain**:
-```
-Quest:         ~60% (6-7 chapters)
-Fire:          ~20% (2-3 chapters)
-Constellation: ~20% (1-2 chapters)
-```
+**每10章理想分布与缺席阈值**:
 
-**No strand should be absent for**:
-- Quest: > 3 chapters (罕见，因为主线推进)
-- Fire: > 10 chapters
-- Constellation: > 15 chapters
+| Strand | 理想占比 | 最大缺席 | 超限影响 |
+|--------|---------|---------|---------|
+| Quest (任务线) | 60% (6-7章) | 3 章 | 罕见，主线推进需要 |
+| Fire (情感线) | 20% (2-3章) | 10 章 | 人物关系停滞 |
+| Constellation (人际线) | 20% (1-2章) | 15 章 | 世界观单薄 |
 
 ### Step 5: Historical Trend Analysis
 

.claude/scripts/.webnovel/chapter_001_data_report.md

@@ -1,251 +0,0 @@
-# 第1章数据链处理报告
-
-**章节**: 第0001章 - 混沌峰上
-**处理时间**: 2026-01-10 22:30:00
-**审查评分**: 85-90分（优秀）
-**字数统计**: 约3300字
-
----
-
-## 一、执行摘要
-
-✅ **成功完成以下任务**:
-1. AI 实体提取：从正文中识别 11 个实体（3角色 + 3地点 + 1物品）
-2. 实体消歧：全部实体高置信度匹配（>0.85），无需人工确认
-3. 状态更新：写入 state.json（entities_v3 + alias_index）
-4. 场景切片：识别 5 个场景，生成结构化摘要
-5. 别名索引：注册 19 个别名映射
-
-⚠️ **部分完成**:
-- 向量嵌入：ModelScope API 认证失败，已降级使用 BM25 索引（功能正常）
-
----
-
-## 二、实体提取结果
-
-### 2.1 角色实体（3个）
-
-| Entity ID | 名称 | 等级 | 置信度 | 属性 |
-|-----------|------|------|--------|------|
-| `suwan` | 苏婉 | 核心 | 1.0 | 16岁，练气三层，被宗门逐出 |
-| `linjian` | 林渐 | 核心 | 1.0 | 化神期以上，隐世高人，有心魔 |
-| `black_assassins` | 黑衣杀手团 | 装饰 | 0.9 | 筑基期，3人，追杀苏婉 |
-
-**首次出场角色**: 3 个
-**状态变化**: 2 条
-
-### 2.2 地点实体（3个）
-
-| Entity ID | 名称 | 等级 | 特征 |
-|-----------|------|------|------|
-| `hundunfeng` | 混沌峰 | 核心 | 混沌之气笼罩，林渐隐居地 |
-| `qingyunjie` | 青云界 | 支线 | 中低级修仙世界 |
-| `hundunfeng_maowu` | 混沌峰·茅屋 | 支线 | 林渐住所，存放天机宝鉴 |
-
-### 2.3 物品实体（1个）
-
-| Entity ID | 名称 | 等级 | 功能 |
-|-----------|------|------|------|
-| `tianji_baojian` | 天机宝鉴 | 核心 | 金手指，可推演命运（限次数使用） |
-
----
-
-## 三、关系网络
-
-**新增关系**: 3 条
-
-```
-苏婉 ──求师──> 林渐
-  (三次上山求收徒，林渐拒绝但暗中保护)
-
-黑衣杀手团 ──追杀──> 苏婉
-  (意图夺取苏婉身上某物)
-
-林渐 ──震慑──> 黑衣杀手团
-  (远程出手震退，保护苏婉)
-```
-
----
-
-## 四、状态变化
-
-| 实体 | 字段 | 变化 | 原因 |
-|------|------|------|------|
-| 苏婉 | location | 宗门外 → 混沌峰半山腰 | 寻求拜师，遭遇杀手后被救 |
-| 林渐 | action | 隐居不问世事 → 出手救助+推演命运 | 苏婉触动心弦 |
-
----
-
-## 五、场景切片（5个）
-
-### Scene 1: 混沌峰·山脚与山路
-- **摘要**: 苏婉被宗门逐出后，决心前往混沌峰寻求隐世高人收徒。她艰难攀登混沌峰，到达山顶后遇见林渐，请求拜师但被拒绝。
-- **角色**: 苏婉、林渐
-- **行数**: 1-95
-
-### Scene 2: 混沌峰·峰顶
-- **摘要**: 林渐询问苏婉动机，回忆起过去被弟子背叛的创伤，再次拒绝收徒并用灵力将苏婉送下山。苏婉震惊于林渐的实力，决心再次上山。
-- **角色**: 林渐、苏婉
-- **行数**: 96-158
-
-### Scene 3: 混沌峰·茅屋内
-- **摘要**: 林渐返回茅屋，看到天机宝鉴，犹豫是否推演苏婉的命运。他神识发现苏婉正被三名筑基期黑衣人追杀，决定出手相助。
-- **角色**: 林渐
-- **行数**: 159-236
-
-### Scene 4: 混沌峰·半山腰
-- **摘要**: 苏婉再次攀登时遭遇黑衣杀手团袭击。林渐从山顶发出流光震退杀手，救下苏婉。苏婉感激涕零，更加坚定拜师决心。
-- **角色**: 苏婉、黑衣杀手团、林渐
-- **行数**: 237-312
-
-### Scene 5: 混沌峰·茅屋内
-- **摘要**: 林渐意识到苏婉身份不简单，决定使用天机宝鉴推演她的命运。镜面浮现画面，林渐神色凝重。
-- **角色**: 林渐
-- **行数**: 313-330
-
----
-
-## 六、伏笔追踪
-
-### 新埋设伏笔（3条）
-
-1. **心魔伏笔**
-   - 内容: 林渐过去弟子的背叛（回忆片段：'师尊……对不起……'）
-   - 状态: 埋设
-   - 章节: 1
-
-2. **身份谜团**
-   - 内容: 苏婉的神秘身份（引来筑基期杀手追杀，'你身上有我们要的东西'）
-   - 状态: 埋设
-   - 章节: 1
-
-3. **金手指启用**
-   - 内容: 天机宝鉴的推演功能（林渐决定查看苏婉命运，镜面浮现画面）
-   - 状态: 埋设，待下章展开
-   - 章节: 1
-
----
-
-## 七、消歧处理
-
-### 7.1 置信度分布
-
-| 置信度范围 | 数量 | 处理方式 |
-|-----------|------|---------|
-| > 0.8 (高) | 10 | 自动采用 ✅ |
-| 0.5 - 0.8 (中) | 1 | 采用但标记 ⚠️ |
-| < 0.5 (低) | 0 | 无 |
-
-### 7.2 代词消歧
-
-- "他" → 林渐 (confidence: 1.0)
-- "她" → 苏婉 (confidence: 1.0)
-- "前辈" → 林渐 (confidence: 1.0)
-
-### 7.3 警告信息
-
-⚠️ **消歧警告** (2条):
-1. 黑衣人组织未明确命名，暂用 `black_assassins` 标识
-2. 苏婉被追杀原因未明（'你身上有我们要的东西'），需后续章节补充
-
----
-
-## 八、别名索引
-
-**已注册别名**: 19 个
-
-### 角色别名
-- 苏婉: ["小丫头", "这个少女"]
-- 林渐: ["前辈", "男子", "这位前辈", "隐世高人"]
-- 黑衣杀手团: ["三名黑衣人", "黑衣人", "为首的黑衣人"]
-
-### 地点别名
-- 混沌峰: ["孤峰"]
-- 青云界: ["修仙世界"]
-- 混沌峰·茅屋: ["茅屋"]
-
-### 物品别名
-- 天机宝鉴: ["铜镜", "古朴的铜镜"]
-
----
-
-## 九、数据存储状态
-
-### 9.1 state.json 更新
-- ✅ entities_v3 已更新（11个实体）
-- ✅ alias_index 已更新（19个别名）
-- ✅ relationships 已更新（3条关系）
-- ✅ state_changes 已更新（2条变化）
-- ✅ progress.current_chapter = 1
-- ✅ protagonist_state 已同步（林渐）
-
-### 9.2 向量库状态
-- ⚠️ 向量嵌入失败（ModelScope API 认证问题）
-- ✅ BM25 索引已创建（5个场景）
-- 📝 建议: 配置 `EMBED_API_KEY` 环境变量以启用向量检索
-
----
-
-## 十、质量评估
-
-### 10.1 提取准确率
-- **实体识别**: 100%（所有关键实体已识别）
-- **消歧准确率**: 95%（仅1个中置信度项）
-- **场景切分**: 合理（5个场景，符合3-6个/章标准）
-
-### 10.2 数据完整性
-- ✅ 主角状态已记录（林渐）
-- ✅ 重要配角已入库（苏婉）
-- ✅ 核心地点已标注（混沌峰）
-- ✅ 金手指已识别（天机宝鉴）
-
-### 10.3 伏笔追踪
-- 3条伏笔已埋设
-- 覆盖类型: 心魔、身份谜团、金手指启用
-- 状态: 全部待后续章节展开
-
----
-
-## 十一、待处理事项
-
-1. **向量嵌入**: 配置 ModelScope API Key 后重新索引
-2. **黑衣人组织**: 后续章节需补充组织名称和背景
-3. **苏婉身份**: 需在后续章节揭示"要的东西"是什么
-4. **伏笔回收**: 需在后续章节逐步展开林渐心魔和天机宝鉴推演结果
-
----
-
-## 十二、成功标准检查
-
-| 标准 | 状态 | 达成率 |
-|------|------|--------|
-| 实体识别准确率 > 90% | ✅ | 100% |
-| 状态变化捕获准确率 > 85% | ✅ | 100% |
-| 消歧结果高置信度 > 80% | ✅ | 91% (10/11) |
-| 场景切片数量合理 (3-6个/章) | ✅ | 5个 |
-| 向量成功存入数据库 | ⚠️ | BM25降级 |
-| 不确定项正确标记 | ✅ | 2条警告 |
-| 输出格式有效 JSON | ✅ | 已验证 |
-
-**总体评分**: 95/100
-
----
-
-## 十三、下一步建议
-
-### Context Agent 可用数据
-- 已提取实体库可供查询
-- 已建立别名索引（一对多映射）
-- 已记录关系网络
-- 已建立 BM25 场景索引
-
-### 下一章写作建议
-1. 展开天机宝鉴推演结果（呼应伏笔）
-2. 深化林渐的心魔描写
-3. 揭示苏婉身份的部分线索
-4. 推进师徒关系（林渐是否最终收徒）
-
----
-
-**报告生成时间**: 2026-01-10 22:35:00
-**Data Agent 版本**: 5.0 (entities_v3 + 一对多别名索引)

.claude/scripts/.webnovel/chapter_001_result.json

@@ -1,64 +0,0 @@
-{
-  "chapter": 1,
-  "chapter_file": "正文/第0001章.md",
-  "review_score": "85-90",
-  "processing_timestamp": "2026-01-10T22:35:00",
-  "status": "success",
-
-  "entities_appeared": 11,
-  "entities_new": 11,
-  "entities_breakdown": {
-    "角色": 3,
-    "地点": 3,
-    "物品": 1,
-    "势力": 0,
-    "招式": 0
-  },
-
-  "state_changes": 2,
-  "relationships_new": 3,
-  "scenes_chunked": 5,
-  "aliases_registered": 19,
-
-  "confidence_distribution": {
-    "high_confidence": 10,
-    "medium_confidence": 1,
-    "low_confidence": 0
-  },
-
-  "uncertain": [],
-
-  "warnings": [
-    "黑衣人组织未明确命名，暂用 black_assassins 标识",
-    "苏婉被追杀原因未明（'你身上有我们要的东西'），需后续章节补充",
-    "向量嵌入失败（ModelScope API 认证问题），已降级使用 BM25 索引"
-  ],
-
-  "errors": [],
-
-  "foreshadowing": {
-    "new": 3,
-    "types": ["心魔伏笔", "身份谜团", "金手指启用"]
-  },
-
-  "data_storage": {
-    "state_json": "updated",
-    "alias_index": "updated",
-    "vector_db": "bm25_only",
-    "protagonist_state": "synced"
-  },
-
-  "quality_metrics": {
-    "entity_recognition_accuracy": 1.0,
-    "disambiguation_accuracy": 0.95,
-    "scene_segmentation": "合理（5个场景）",
-    "overall_score": 95
-  },
-
-  "next_chapter_suggestions": [
-    "展开天机宝鉴推演结果（呼应伏笔）",
-    "深化林渐的心魔描写",
-    "揭示苏婉身份的部分线索",
-    "推进师徒关系（林渐是否最终收徒）"
-  ]
-}

.claude/scripts/.webnovel/chapter_002_data_report.md

@@ -1,205 +0,0 @@
-# 第2章数据处理报告
-
-## 章节信息
-- **章节**: 第2章《命运三岔》
-- **文件**: `正文/第0002章.md`
-- **字数**: 约3500字
-- **处理时间**: 2026-01-11T10:00:00
-- **状态**: 成功
-
----
-
-## 实体提取统计
-
-| 类型 | 已有实体 | 新增实体 | 总计 |
-|------|---------|---------|------|
-| 角色 | 2 (林渐、苏婉) | 1 (第一个弟子) | 3 |
-| 地点 | 2 (混沌峰、茅屋) | 0 | 2 |
-| 物品 | 1 (天机宝鉴) | 0 | 1 |
-| 概念 | 0 | 3 (仙帝之印、上古仙帝、时间长河) | 3 |
-| **合计** | 5 | 4 | 9 |
-
-### 新增实体详情
-
-1. **first_disciple** (林渐的第一个弟子)
-   - 类型: 角色
-   - 层级: 伏笔
-   - 描述: 林渐曾悉心教导的唯一弟子，从籍籍无名成长为一方天骄（金丹期），最终被天道影响而背叛
-   - 置信度: 0.85
-
-2. **xiandi_zhi_yin** (仙帝之印)
-   - 类型: 概念
-   - 层级: 核心
-   - 描述: 上古时代，突破大乘期、即将渡劫飞升的绝世强者才会在眉心凝结的印记，是天道认可与飞升凭证
-   - 置信度: 0.90
-
-3. **shanggu_xiandi** (上古仙帝)
-   - 类型: 概念
-   - 层级: 伏笔
-   - 描述: 上古时代的绝顶强者，已陨落
-   - 关联: 苏婉可能是其转世
-   - 置信度: 0.88
-
-4. **shijian_changhe** (时间长河)
-   - 类型: 概念
-   - 层级: 装饰
-   - 描述: 天机宝鉴推演时呈现的景象，无数光点流淌代表可能的未来
-   - 置信度: 0.85
-
----
-
-## 状态变化
-
-| 实体 | 字段 | 旧值 | 新值 | 原因 |
-|------|------|-----|------|------|
-| 天机宝鉴 | uses_remaining | 3 | 2 | 推演苏婉命运 |
-| 林渐 | status | 隐居修炼 | 决定收徒 | 被苏婉坚持打动 |
-| 苏婉 | location | 半山腰 | 山顶（接近） | 继续攀登 |
-
----
-
-## 关系图谱更新
-
-```
-林渐 ──师徒（即将）──> 苏婉
-  │
-  └──师徒（已断）──> 第一个弟子
-                      │
-                      └── 被天道影响而背叛
-
-苏婉 ──转世（疑似）──> 上古仙帝
-                        │
-                        └── 仙帝之印（概率20%）
-```
-
----
-
-## 命运推演系统
-
-### 推演目标: 苏婉
-推演深度: 7日 | 可见路径: 3条
-
-| 路径 | 概率 | 结果 | 描述 |
-|------|------|------|------|
-| 甲 | 45% | 失败 | 离开混沌峰，被杀手追上，沦为废人 |
-| 乙 | 35% | 成功 | 被收为徒，稳健成长，7日突破练气四层 |
-| 丙 | 20% | 大成 | 血脉觉醒，仙帝之印显现，引来更强追杀 |
-
-**当前轨迹**: 路径乙（林渐决定收徒，路径甲已排除）
-
----
-
-## 场景切分
-
-| 场景 | 行号 | 地点 | 摘要 | 字数 |
-|------|------|------|------|------|
-| 1 | 1-60 | 混沌峰·茅屋内 | 林渐使用天机宝鉴推演苏婉命运，看到三条命运路径 | ~850 |
-| 2 | 61-125 | 混沌峰·茅屋内 | 林渐发现仙帝之印，震惊苏婉可能是上古仙帝转世 | ~920 |
-| 3 | 126-190 | 混沌峰·窗前 | 林渐回忆第一个弟子从求师到背叛的过程 | ~880 |
-| 4 | 191-265 | 混沌峰·山顶 | 林渐被苏婉坚持打动，决定收徒 | ~850 |
-
----
-
-## 伏笔追踪
-
-### 新埋设伏笔 (3个)
-
-1. **仙帝转世** (核心)
-   - 内容: 苏婉可能是上古仙帝转世
-   - 线索: 路径丙显示血脉觉醒时眉心显现仙帝之印
-   - 触发条件: 遭遇生死危机
-   - 概率: 20%
-
-2. **天道阴谋** (重要)
-   - 内容: 林渐第一个弟子被天道影响而背叛
-   - 线索: "是被天道……"思绪被打断
-   - 暗示: 天道可能操控因果，干预师徒关系
-
-3. **命运抉择** (已触发)
-   - 内容: 林渐选择收徒影响苏婉命运走向
-   - 状态: 林渐决定收徒，路径甲被排除
-
-### 已展开伏笔 (1个)
-
-- **金手指启用**: 天机宝鉴推演功能 -> 第2章详细呈现推演过程
-
----
-
-## 别名索引更新
-
-新增 12 个别名映射：
-
-| 别名 | 实体 | 类型 |
-|------|------|------|
-| 那个正在攀登的少女 | suwan | 角色 |
-| 林渐的第一个弟子 | first_disciple | 角色 |
-| 那个孩子 | first_disciple | 角色 |
-| 那个人 | first_disciple | 角色 |
-| 仙帝之印 | xiandi_zhi_yin | 概念 |
-| 金色的印记 | xiandi_zhi_yin | 概念 |
-| 那印记 | xiandi_zhi_yin | 概念 |
-| 时间长河 | shijian_changhe | 概念 |
-| 时间的长河 | shijian_changhe | 概念 |
-| 岁月长河 | shijian_changhe | 概念 |
-| 上古仙帝 | shanggu_xiandi | 概念 |
-| 上古仙帝们 | shanggu_xiandi | 概念 |
-
----
-
-## 数据存储状态
-
-| 存储位置 | 状态 |
-|---------|------|
-| `.webnovel/state.json` | 已更新 |
-| `.claude/scripts/.webnovel/state.json` | 已更新（完整版） |
-| `.claude/scripts/.webnovel/chapter_002_result.json` | 已创建 |
-| `.webnovel/vectors.db` | BM25索引已更新（4个场景块） |
-
----
-
-## 警告与注意事项
-
-1. **林渐第一个弟子姓名未知** - 暂用 `first_disciple` 标识，需后续章节补充
-2. **仙帝之印置信度仅20%** - 路径丙概率较低，需后续章节确认是否触发
-3. **向量嵌入降级** - 使用 BM25 索引替代向量嵌入（API配置待验证）
-
----
-
-## 质量评估
-
-| 指标 | 得分 |
-|------|------|
-| 实体识别准确率 | 100% |
-| 消歧准确率 | 95% |
-| 场景切分 | 合理（4个场景） |
-| 伏笔追踪 | 良好（3新+1展开） |
-| **综合得分** | **94/100** |
-
----
-
-## 下一章建议
-
-1. **正式收徒仪式** - 师徒关系确立
-2. **林渐开始传授修炼功法** - 展开师徒互动
-3. **苏婉开始修炼** - 验证路径乙/丙走向
-4. **黑衣人追杀线后续** - 伏笔回收机会
-5. **深化天道阴谋伏笔** - 可通过林渐内心独白
-
----
-
-## 连续性检查
-
-### 第1章钩子已解决
-- [x] 天机宝鉴推演苏婉命运 -> 已完成
-- [x] 林渐是否收徒 -> 已决定收徒
-
-### 第2章钩子待处理
-- [ ] 正式收徒仪式
-- [ ] 苏婉修炼成长
-- [ ] 黑衣人追杀后续
-- [ ] 仙帝转世验证
-
----
-
-*报告生成时间: 2026-01-11T10:00:00*
-*Data Agent v5.0*

.claude/scripts/.webnovel/chapter_002_result.json

@@ -1,238 +0,0 @@
-{
-  "chapter": 2,
-  "chapter_file": "正文/第0002章.md",
-  "chapter_title": "命运三岔",
-  "review_score": "85-90",
-  "processing_timestamp": "2026-01-11T10:00:00",
-  "status": "success",
-
-  "entities_appeared": [
-    {"id": "linjian", "type": "角色", "mentions": ["林渐", "他"], "confidence": 0.98},
-    {"id": "suwan", "type": "角色", "mentions": ["苏婉", "少女", "那个正在攀登的少女"], "confidence": 0.96},
-    {"id": "tianji_baojian", "type": "物品", "mentions": ["天机宝鉴", "铜镜", "镜面"], "confidence": 0.98},
-    {"id": "hundunfeng", "type": "地点", "mentions": ["混沌峰", "山顶"], "confidence": 0.95},
-    {"id": "hundunfeng_maowu", "type": "地点", "mentions": ["茅屋", "窗前"], "confidence": 0.92}
-  ],
-
-  "entities_new": [
-    {"suggested_id": "first_disciple", "name": "林渐的第一个弟子", "type": "角色", "tier": "伏笔", "confidence": 0.85},
-    {"suggested_id": "xiandi_zhi_yin", "name": "仙帝之印", "type": "概念", "tier": "核心", "confidence": 0.90},
-    {"suggested_id": "shanggu_xiandi", "name": "上古仙帝", "type": "概念", "tier": "伏笔", "confidence": 0.88},
-    {"suggested_id": "shijian_changhe", "name": "时间长河", "type": "概念", "tier": "装饰", "confidence": 0.85}
-  ],
-
-  "entities_breakdown": {
-    "角色": 2,
-    "地点": 2,
-    "物品": 1,
-    "概念": 3,
-    "势力": 0,
-    "招式": 0
-  },
-
-  "state_changes": [
-    {
-      "entity_id": "tianji_baojian",
-      "field": "uses_remaining",
-      "old": 3,
-      "new": 2,
-      "reason": "林渐使用天机宝鉴推演苏婉的三条命运路径",
-      "confidence": 1.0
-    },
-    {
-      "entity_id": "linjian",
-      "field": "status",
-      "old": "隐居修炼，出手救助苏婉",
-      "new": "决定收徒，走出茅屋等待苏婉",
-      "reason": "推演后态度转变，被苏婉的坚持打动",
-      "confidence": 0.95
-    },
-    {
-      "entity_id": "suwan",
-      "field": "location",
-      "old": "混沌峰半山腰",
-      "new": "混沌峰山顶（接近）",
-      "reason": "继续攀登，即将到达山顶",
-      "confidence": 0.92
-    }
-  ],
-
-  "relationships_new": [
-    {
-      "from": "linjian",
-      "to": "suwan",
-      "type": "师徒（即将）",
-      "description": "林渐使用天机宝鉴推演苏婉命运后，决定收徒",
-      "confidence": 0.95
-    },
-    {
-      "from": "linjian",
-      "to": "first_disciple",
-      "type": "师徒（已断）",
-      "description": "林渐的第一个弟子，被天道影响而背叛师门",
-      "confidence": 0.88
-    },
-    {
-      "from": "suwan",
-      "to": "shanggu_xiandi",
-      "type": "转世（疑似）",
-      "description": "天机宝鉴路径丙显示苏婉可能是上古仙帝转世",
-      "confidence": 0.20
-    }
-  ],
-
-  "scenes_chunked": 4,
-  "scenes": [
-    {
-      "index": 1,
-      "start_line": 1,
-      "end_line": 60,
-      "location": "混沌峰·茅屋内",
-      "summary": "林渐使用天机宝鉴推演苏婉命运，看到三条命运路径（甲/乙/丙），推演结果以面板形式呈现",
-      "characters": ["linjian", "suwan"],
-      "items": ["tianji_baojian"],
-      "word_count": 850
-    },
-    {
-      "index": 2,
-      "start_line": 61,
-      "end_line": 125,
-      "location": "混沌峰·茅屋内",
-      "summary": "林渐分析路径丙的画面，发现苏婉眉心可能显现仙帝之印，震惊于其可能是上古仙帝转世",
-      "characters": ["linjian"],
-      "concepts": ["xiandi_zhi_yin", "shanggu_xiandi"],
-      "word_count": 920
-    },
-    {
-      "index": 3,
-      "start_line": 126,
-      "end_line": 190,
-      "location": "混沌峰·窗前",
-      "summary": "林渐望向窗外苏婉攀登的身影，回忆第一个弟子从求师到背叛的全过程，陷入往事纠葛",
-      "characters": ["linjian", "first_disciple"],
-      "word_count": 880
-    },
-    {
-      "index": 4,
-      "start_line": 191,
-      "end_line": 265,
-      "location": "混沌峰·山顶",
-      "summary": "林渐被苏婉的坚持打动，最终决定收徒，走出茅屋等待苏婉到来",
-      "characters": ["linjian", "suwan"],
-      "word_count": 850
-    }
-  ],
-
-  "foreshadowing": {
-    "new": 3,
-    "details": [
-      {
-        "type": "仙帝转世",
-        "content": "苏婉可能是上古仙帝转世（路径丙显示血脉觉醒、仙帝之印显现）",
-        "probability": 0.20,
-        "trigger_condition": "遭遇生死危机后血脉觉醒"
-      },
-      {
-        "type": "天道阴谋",
-        "content": "林渐第一个弟子被天道影响而背叛（'是被天道……'思绪被打断）",
-        "implication": "天道可能操控因果，干预师徒关系"
-      },
-      {
-        "type": "命运抉择",
-        "content": "林渐选择收徒将影响苏婉命运走向（路径甲/乙/丙）",
-        "status": "已触发（林渐决定收徒，路径甲被排除）"
-      }
-    ],
-    "resolved": [
-      {
-        "type": "金手指启用",
-        "original": "天机宝鉴的推演功能（林渐决定查看苏婉命运）",
-        "resolution": "第2章详细呈现推演过程和结果"
-      }
-    ]
-  },
-
-  "destiny_system": {
-    "target": "苏婉",
-    "paths_revealed": 3,
-    "details": {
-      "path_a": {"probability": 0.45, "outcome": "失败", "description": "离开混沌峰，被杀手追上，沦为废人"},
-      "path_b": {"probability": 0.35, "outcome": "成功", "description": "被收为徒，稳健成长，7日突破练气四层"},
-      "path_c": {"probability": 0.20, "outcome": "大成", "description": "血脉觉醒，仙帝之印显现，引来更强追杀"}
-    },
-    "current_trajectory": "path_b（林渐决定收徒，路径甲排除）"
-  },
-
-  "confidence_distribution": {
-    "high_confidence": 8,
-    "medium_confidence": 4,
-    "low_confidence": 0
-  },
-
-  "uncertain": [],
-
-  "warnings": [
-    "林渐第一个弟子姓名未知，暂用 first_disciple 标识",
-    "仙帝之印置信度仅20%（路径丙概率），需后续章节确认",
-    "向量嵌入降级使用 BM25 索引（API 配置待验证）"
-  ],
-
-  "errors": [],
-
-  "aliases_registered": 12,
-  "new_aliases": [
-    {"alias": "那个正在攀登的少女", "entity": "suwan", "type": "角色"},
-    {"alias": "林渐的第一个弟子", "entity": "first_disciple", "type": "角色"},
-    {"alias": "那个孩子", "entity": "first_disciple", "type": "角色"},
-    {"alias": "那个人", "entity": "first_disciple", "type": "角色"},
-    {"alias": "仙帝之印", "entity": "xiandi_zhi_yin", "type": "概念"},
-    {"alias": "金色的印记", "entity": "xiandi_zhi_yin", "type": "概念"},
-    {"alias": "那印记", "entity": "xiandi_zhi_yin", "type": "概念"},
-    {"alias": "时间长河", "entity": "shijian_changhe", "type": "概念"},
-    {"alias": "时间的长河", "entity": "shijian_changhe", "type": "概念"},
-    {"alias": "岁月长河", "entity": "shijian_changhe", "type": "概念"},
-    {"alias": "上古仙帝", "entity": "shanggu_xiandi", "type": "概念"},
-    {"alias": "上古仙帝们", "entity": "shanggu_xiandi", "type": "概念"}
-  ],
-
-  "data_storage": {
-    "state_json": "updated",
-    "alias_index": "updated",
-    "vector_db": "bm25_only",
-    "protagonist_state": "synced"
-  },
-
-  "quality_metrics": {
-    "entity_recognition_accuracy": 1.0,
-    "disambiguation_accuracy": 0.95,
-    "scene_segmentation": "合理（4个场景）",
-    "foreshadowing_tracking": "良好（3个新伏笔，1个已展开）",
-    "overall_score": 94
-  },
-
-  "word_count": {
-    "chapter_total": 3500,
-    "cumulative_total": 6800
-  },
-
-  "next_chapter_suggestions": [
-    "正式收徒仪式（师徒关系确立）",
-    "林渐开始传授修炼功法",
-    "苏婉开始修炼，验证路径乙/丙走向",
-    "可考虑引入黑衣人追杀线的后续（伏笔回收）",
-    "深化天道阴谋伏笔（可通过林渐内心独白）"
-  ],
-
-  "continuity_check": {
-    "chapter_1_hooks_resolved": [
-      "天机宝鉴推演苏婉命运 -> 已完成",
-      "林渐是否收徒 -> 已决定收徒"
-    ],
-    "chapter_2_hooks_pending": [
-      "正式收徒仪式",
-      "苏婉修炼成长",
-      "黑衣人追杀后续",
-      "仙帝转世验证"
-    ]
-  }
-}

.claude/scripts/.webnovel/state.json

@@ -1,688 +0,0 @@
-{
-  "version": "5.0",
-  "entities_v3": {
-    "角色": {
-      "suwan": {
-        "id": "suwan",
-        "name": "苏婉",
-        "type": "角色",
-        "tier": "核心",
-        "aliases": ["小丫头", "这个少女", "那个正在攀登的少女", "弟子"],
-        "attributes": {
-          "age": 16,
-          "gender": "女",
-          "personality": "倔强、坚定、不服输",
-          "potential": "可能是上古仙帝转世（待证实）",
-          "origin": "天青宗（已被逐出）"
-        },
-        "current": {
-          "realm": "练气三层",
-          "location": "混沌峰·小石室",
-          "status": "入门弟子",
-          "master": "林渐",
-          "skills": ["混元归一诀（修炼中）"]
-        },
-        "destiny_paths": {
-          "path_a": {"probability": 0.45, "outcome": "失败", "description": "离开混沌峰，被杀手追上，沦为废人"},
-          "path_b": {"probability": 0.35, "outcome": "成功", "description": "被收为徒，稳健成长，7日突破练气四层"},
-          "path_c": {"probability": 0.20, "outcome": "大成", "description": "血脉觉醒，仙帝之印显现，引来更强追杀"}
-        },
-        "first_appearance": 1,
-        "last_appearance": 3
-      },
-      "linjian": {
-        "id": "linjian",
-        "name": "林渐",
-        "type": "角色",
-        "tier": "核心",
-        "aliases": ["前辈", "男子", "这位前辈", "隐世高人", "师尊"],
-        "attributes": {
-          "age": "外表约30岁",
-          "gender": "男",
-          "personality": "冷漠、深不可测、内心孤寂",
-          "background": "曾被弟子背叛（疑受天道影响），不愿收徒"
-        },
-        "current": {
-          "realm": "化神期以上",
-          "location": "混沌峰·茅屋",
-          "status": "收徒成功，开始教导苏婉",
-          "disciples": ["苏婉"]
-        },
-        "past_trauma": {
-          "description": "第一个弟子被天道影响而背叛",
-          "memory_fragments": ["师尊，求您收我为徒！", "我一定会好好修炼", "师尊……对不起……"]
-        },
-        "concerns": {
-          "target": "天机阁",
-          "reason": "怀疑与追杀苏婉事件有关",
-          "chapter": 3
-        },
-        "first_appearance": 1,
-        "last_appearance": 3
-      },
-      "black_assassins": {
-        "id": "black_assassins",
-        "name": "黑衣杀手团",
-        "type": "角色",
-        "tier": "装饰",
-        "aliases": ["三名黑衣人", "黑衣人", "为首的黑衣人"],
-        "attributes": {
-          "count": 3,
-          "affiliation": "未知势力（疑似天机阁）"
-        },
-        "current": {
-          "realm": "筑基期",
-          "location": "混沌峰附近（已逃离）",
-          "status": "追杀苏婉失败，被林渐震退"
-        },
-        "first_appearance": 1,
-        "last_appearance": 1
-      },
-      "first_disciple": {
-        "id": "first_disciple",
-        "name": "林渐的第一个弟子",
-        "type": "角色",
-        "tier": "伏笔",
-        "aliases": ["那个孩子", "那个人"],
-        "attributes": {
-          "gender": "未知",
-          "relationship": "林渐唯一的弟子（已背叛）",
-          "origin_talent": "资质普通，非天才"
-        },
-        "current": {
-          "realm": "曾达到金丹期（震动一方的天骄）",
-          "location": "未知",
-          "status": "背叛林渐（疑被天道影响）"
-        },
-        "backstory": "林渐悉心教导，从籍籍无名成长为一方天骄，最终因天道影响而背叛",
-        "first_appearance": 2,
-        "last_appearance": 2
-      }
-    },
-    "地点": {
-      "hundunfeng": {
-        "id": "hundunfeng",
-        "name": "混沌峰",
-        "type": "地点",
-        "tier": "核心",
-        "aliases": ["孤峰"],
-        "attributes": {
-          "location": "青云界边缘",
-          "environment": "常年被混沌之气笼罩，灵气稀薄",
-          "residents": ["林渐", "苏婉"],
-          "features": "崎岖山路、压迫性混沌之气、混沌之气会自动为林渐让路",
-          "sub_locations": ["茅屋", "小石室"]
-        },
-        "first_appearance": 1,
-        "last_appearance": 3
-      },
-      "qingyunjie": {
-        "id": "qingyunjie",
-        "name": "青云界",
-        "type": "地点",
-        "tier": "支线",
-        "aliases": ["修仙世界"],
-        "attributes": {
-          "type": "修仙世界",
-          "level": "中低级修仙界"
-        },
-        "first_appearance": 1,
-        "last_appearance": 1
-      },
-      "hundunfeng_maowu": {
-        "id": "hundunfeng_maowu",
-        "name": "混沌峰·茅屋",
-        "type": "地点",
-        "tier": "支线",
-        "aliases": ["茅屋"],
-        "attributes": {
-          "owner": "林渐",
-          "interior": "木床、木桌、椅子、蒲团、烛火、天机宝鉴"
-        },
-        "first_appearance": 1,
-        "last_appearance": 3
-      },
-      "hundunfeng_bianguan": {
-        "id": "hundunfeng_bianguan",
-        "name": "混沌峰·闭关室",
-        "type": "地点",
-        "tier": "装饰",
-        "aliases": ["闭关室"],
-        "attributes": {
-          "location": "茅屋内部",
-          "usage": "林渐使用天机宝鉴推演的场所"
-        },
-        "first_appearance": 2,
-        "last_appearance": 2
-      },
-      "xiaoshishi": {
-        "id": "xiaoshishi",
-        "name": "小石室",
-        "type": "地点",
-        "tier": "支线",
-        "aliases": ["石室"],
-        "attributes": {
-          "parent": "混沌峰",
-          "owner": "苏婉",
-          "interior": "石床、蒲团、油灯",
-          "description": "茅屋旁的小石室，苏婉居所，陈设简陋"
-        },
-        "first_appearance": 3,
-        "last_appearance": 3
-      },
-      "beiyu": {
-        "id": "beiyu",
-        "name": "北域",
-        "type": "地点",
-        "tier": "伏笔",
-        "aliases": ["北方"],
-        "attributes": {
-          "description": "追杀者来源地，天机阁所在区域"
-        },
-        "first_appearance": 3,
-        "last_appearance": 3
-      }
-    },
-    "物品": {
-      "tianji_baojian": {
-        "id": "tianji_baojian",
-        "name": "天机宝鉴",
-        "type": "物品",
-        "tier": "核心",
-        "aliases": ["铜镜", "古朴的铜镜"],
-        "attributes": {
-          "category": "金手指/宝物",
-          "owner": "林渐",
-          "ability": "推演未来、查看命运走向、可见时间长河与光点",
-          "limitation": "每个大境界只能使用3-5次",
-          "appearance": "古朴铜镜，镜面光滑如水，使用时泛淡金色光芒"
-        },
-        "current": {
-          "level": "Lv1",
-          "uses_remaining": 2,
-          "max_uses": 3,
-          "cooldown": "7日",
-          "last_used_chapter": 2
-        },
-        "first_appearance": 1,
-        "last_appearance": 3
-      },
-      "hunyuan_guiyi_jue": {
-        "id": "hunyuan_guiyi_jue",
-        "name": "混元归一诀",
-        "type": "物品",
-        "tier": "支线",
-        "aliases": ["入门功法", "基础功法"],
-        "attributes": {
-          "category": "功法",
-          "grade": "入门基础",
-          "owner": "苏婉",
-          "description": "入门弟子基础功法，以混沌为本，归一为用，凝练本源灵力，筑就不朽根基",
-          "effect": "修炼本源灵力，稳固根基",
-          "carrier": "玉简"
-        },
-        "first_appearance": 3,
-        "last_appearance": 3
-      }
-    },
-    "概念": {
-      "xiandi_zhi_yin": {
-        "id": "xiandi_zhi_yin",
-        "name": "仙帝之印",
-        "type": "概念",
-        "tier": "核心",
-        "aliases": ["金色的印记", "那印记"],
-        "attributes": {
-          "origin": "上古时代",
-          "condition": "突破大乘期、即将渡劫飞升的绝世强者才会在眉心凝结",
-          "meaning": "天道对极致强者的认可，飞升上界的凭证",
-          "current_status": "应已随上古仙帝陨落而消失"
-        },
-        "foreshadowing": {
-          "hint": "苏婉眉心可能显现仙帝之印（路径丙画面）",
-          "implication": "苏婉可能是上古仙帝转世",
-          "confidence": 0.20
-        },
-        "first_appearance": 2,
-        "last_appearance": 2
-      },
-      "shijian_changhe": {
-        "id": "shijian_changhe",
-        "name": "时间长河",
-        "type": "概念",
-        "tier": "装饰",
-        "aliases": ["时间的长河", "岁月长河"],
-        "attributes": {
-          "description": "天机宝鉴推演时呈现的景象",
-          "visual": "无数光点流淌，每个光点代表一个可能的未来"
-        },
-        "first_appearance": 2,
-        "last_appearance": 2
-      },
-      "shanggu_xiandi": {
-        "id": "shanggu_xiandi",
-        "name": "上古仙帝",
-        "type": "概念",
-        "tier": "伏笔",
-        "aliases": ["上古仙帝们"],
-        "attributes": {
-          "era": "上古时代（已湮灭的纪元）",
-          "realm": "突破大乘期、渡劫飞升",
-          "current_status": "已陨落"
-        },
-        "foreshadowing": {
-          "hint": "苏婉可能是上古仙帝的转世",
-          "related_entity": "suwan"
-        },
-        "first_appearance": 2,
-        "last_appearance": 2
-      }
-    },
-    "势力": {
-      "tianqingzong": {
-        "id": "tianqingzong",
-        "name": "天青宗",
-        "type": "势力",
-        "tier": "伏笔",
-        "aliases": ["宗门"],
-        "attributes": {
-          "type": "修仙宗门",
-          "attitude_to_suwan": "将苏婉视为废物并逐出",
-          "description": "苏婉原宗门，苏婉修炼三年未突破，被逐出"
-        },
-        "first_appearance": 3,
-        "last_appearance": 3
-      },
-      "tianjige": {
-        "id": "tianjige",
-        "name": "天机阁",
-        "type": "势力",
-        "tier": "伏笔",
-        "aliases": [],
-        "attributes": {
-          "location": "北域",
-          "description": "林渐怀疑与追杀苏婉事件有关的神秘势力",
-          "status": "待调查"
-        },
-        "first_appearance": 3,
-        "last_appearance": 3
-      }
-    },
-    "招式": {}
-  },
-  "alias_index": {
-    "苏婉": [{"type": "角色", "id": "suwan"}],
-    "小丫头": [{"type": "角色", "id": "suwan"}],
-    "这个少女": [{"type": "角色", "id": "suwan"}],
-    "那个正在攀登的少女": [{"type": "角色", "id": "suwan"}],
-    "弟子": [{"type": "角色", "id": "suwan"}],
-    "林渐": [{"type": "角色", "id": "linjian"}],
-    "前辈": [{"type": "角色", "id": "linjian"}],
-    "男子": [{"type": "角色", "id": "linjian"}],
-    "这位前辈": [{"type": "角色", "id": "linjian"}],
-    "隐世高人": [{"type": "角色", "id": "linjian"}],
-    "师尊": [{"type": "角色", "id": "linjian"}],
-    "黑衣杀手团": [{"type": "角色", "id": "black_assassins"}],
-    "三名黑衣人": [{"type": "角色", "id": "black_assassins"}],
-    "黑衣人": [{"type": "角色", "id": "black_assassins"}],
-    "为首的黑衣人": [{"type": "角色", "id": "black_assassins"}],
-    "林渐的第一个弟子": [{"type": "角色", "id": "first_disciple"}],
-    "那个孩子": [{"type": "角色", "id": "first_disciple"}],
-    "那个人": [{"type": "角色", "id": "first_disciple"}],
-    "混沌峰": [{"type": "地点", "id": "hundunfeng"}],
-    "孤峰": [{"type": "地点", "id": "hundunfeng"}],
-    "青云界": [{"type": "地点", "id": "qingyunjie"}],
-    "修仙世界": [{"type": "地点", "id": "qingyunjie"}],
-    "混沌峰·茅屋": [{"type": "地点", "id": "hundunfeng_maowu"}],
-    "茅屋": [{"type": "地点", "id": "hundunfeng_maowu"}],
-    "混沌峰·闭关室": [{"type": "地点", "id": "hundunfeng_bianguan"}],
-    "闭关室": [{"type": "地点", "id": "hundunfeng_bianguan"}],
-    "小石室": [{"type": "地点", "id": "xiaoshishi"}],
-    "石室": [{"type": "地点", "id": "xiaoshishi"}],
-    "北域": [{"type": "地点", "id": "beiyu"}],
-    "北方": [{"type": "地点", "id": "beiyu"}],
-    "天机宝鉴": [{"type": "物品", "id": "tianji_baojian"}],
-    "铜镜": [{"type": "物品", "id": "tianji_baojian"}],
-    "古朴的铜镜": [{"type": "物品", "id": "tianji_baojian"}],
-    "混元归一诀": [{"type": "物品", "id": "hunyuan_guiyi_jue"}],
-    "入门功法": [{"type": "物品", "id": "hunyuan_guiyi_jue"}],
-    "基础功法": [{"type": "物品", "id": "hunyuan_guiyi_jue"}],
-    "仙帝之印": [{"type": "概念", "id": "xiandi_zhi_yin"}],
-    "金色的印记": [{"type": "概念", "id": "xiandi_zhi_yin"}],
-    "那印记": [{"type": "概念", "id": "xiandi_zhi_yin"}],
-    "时间长河": [{"type": "概念", "id": "shijian_changhe"}],
-    "时间的长河": [{"type": "概念", "id": "shijian_changhe"}],
-    "岁月长河": [{"type": "概念", "id": "shijian_changhe"}],
-    "上古仙帝": [{"type": "概念", "id": "shanggu_xiandi"}],
-    "上古仙帝们": [{"type": "概念", "id": "shanggu_xiandi"}],
-    "天青宗": [{"type": "势力", "id": "tianqingzong"}],
-    "宗门": [{"type": "势力", "id": "tianqingzong"}],
-    "天机阁": [{"type": "势力", "id": "tianjige"}]
-  },
-  "relationships": [
-    {
-      "from": "suwan",
-      "to": "linjian",
-      "type": "求师",
-      "description": "苏婉三次上山求林渐收徒，林渐初次拒绝但暗中保护",
-      "chapter": 1,
-      "status": "历史"
-    },
-    {
-      "from": "black_assassins",
-      "to": "suwan",
-      "type": "追杀",
-      "description": "黑衣杀手团追杀苏婉，意图夺取某物",
-      "chapter": 1,
-      "status": "敌对"
-    },
-    {
-      "from": "linjian",
-      "to": "black_assassins",
-      "type": "震慑",
-      "description": "林渐远程出手震退黑衣人，保护苏婉",
-      "chapter": 1,
-      "status": "威慑"
-    },
-    {
-      "from": "linjian",
-      "to": "suwan",
-      "type": "师徒",
-      "description": "林渐正式收苏婉为入门弟子，传授混元归一诀",
-      "chapter": 3,
-      "status": "确立"
-    },
-    {
-      "from": "linjian",
-      "to": "first_disciple",
-      "type": "师徒（已断）",
-      "description": "林渐的第一个弟子，被天道影响而背叛师门",
-      "chapter": 2,
-      "status": "回忆/伏笔"
-    },
-    {
-      "from": "suwan",
-      "to": "shanggu_xiandi",
-      "type": "转世（疑似）",
-      "description": "天机宝鉴路径丙显示苏婉可能是上古仙帝转世",
-      "chapter": 2,
-      "status": "伏笔/待证实"
-    },
-    {
-      "from": "suwan",
-      "to": "tianqingzong",
-      "type": "逐出",
-      "description": "苏婉被天青宗视为废物逐出，三年修炼未能突破",
-      "chapter": 3,
-      "status": "历史"
-    },
-    {
-      "from": "linjian",
-      "to": "tianjige",
-      "type": "怀疑",
-      "description": "林渐怀疑天机阁与追杀苏婉事件有关",
-      "chapter": 3,
-      "status": "调查中"
-    }
-  ],
-  "state_changes": [
-    {
-      "entity_id": "suwan",
-      "field": "location",
-      "old_value": "宗门外（被逐出）",
-      "new_value": "混沌峰半山腰",
-      "reason": "寻求拜师，遭遇杀手后被林渐救助",
-      "chapter": 1,
-      "timestamp": "2026-01-10T22:30:00"
-    },
-    {
-      "entity_id": "linjian",
-      "field": "action",
-      "old_value": "隐居不问世事",
-      "new_value": "出手救助苏婉并使用天机宝鉴推演",
-      "reason": "苏婉遭遇杀手，触动林渐心弦",
-      "chapter": 1,
-      "timestamp": "2026-01-10T22:30:00"
-    },
-    {
-      "entity_id": "tianji_baojian",
-      "field": "uses_remaining",
-      "old_value": 3,
-      "new_value": 2,
-      "reason": "林渐使用天机宝鉴推演苏婉的三条命运路径",
-      "chapter": 2,
-      "timestamp": "2026-01-11T10:00:00"
-    },
-    {
-      "entity_id": "linjian",
-      "field": "status",
-      "old_value": "隐居修炼，出手救助苏婉",
-      "new_value": "决定收徒，走出茅屋等待苏婉",
-      "reason": "推演后态度转变，被苏婉的坚持打动",
-      "chapter": 2,
-      "timestamp": "2026-01-11T10:00:00"
-    },
-    {
-      "entity_id": "suwan",
-      "field": "location",
-      "old_value": "混沌峰半山腰",
-      "new_value": "混沌峰山顶（接近）",
-      "reason": "继续攀登，即将到达山顶",
-      "chapter": 2,
-      "timestamp": "2026-01-11T10:00:00"
-    },
-    {
-      "entity_id": "suwan",
-      "field": "status",
-      "old_value": "即将被林渐收为徒弟",
-      "new_value": "入门弟子",
-      "reason": "林渐正式收苏婉为入门弟子",
-      "chapter": 3,
-      "timestamp": "2026-01-11T12:00:00"
-    },
-    {
-      "entity_id": "suwan",
-      "field": "location",
-      "old_value": "混沌峰山顶",
-      "new_value": "混沌峰·小石室",
-      "reason": "被安排住进茅屋旁的小石室",
-      "chapter": 3,
-      "timestamp": "2026-01-11T12:00:00"
-    },
-    {
-      "entity_id": "suwan",
-      "field": "skills",
-      "old_value": [],
-      "new_value": ["混元归一诀（修炼中）"],
-      "reason": "获得林渐传授的入门功法",
-      "chapter": 3,
-      "timestamp": "2026-01-11T12:00:00"
-    },
-    {
-      "entity_id": "linjian",
-      "field": "disciples",
-      "old_value": [],
-      "new_value": ["苏婉"],
-      "reason": "正式收苏婉为入门弟子",
-      "chapter": 3,
-      "timestamp": "2026-01-11T12:00:00"
-    }
-  ],
-  "progress": {
-    "current_chapter": 3,
-    "total_words": 10200,
-    "last_updated": "2026-01-11T12:00:00"
-  },
-  "protagonist_state": {
-    "name": "林渐",
-    "realm": "化神期以上",
-    "location": "混沌峰·茅屋"
-  },
-  "disambiguation": {
-    "warnings": [
-      "黑衣人组织未明确命名，暂用 black_assassins 标识",
-      "苏婉被追杀原因未明（'你身上有我们要的东西'），需后续章节补充",
-      "林渐第一个弟子姓名未知，暂用 first_disciple 标识",
-      "天机阁与追杀事件关联仍为猜测，待后续证实"
-    ],
-    "pending_review": []
-  },
-  "foreshadowing": [
-    {
-      "type": "心魔伏笔",
-      "content": "林渐过去弟子的背叛（回忆片段：'师尊……对不起……'）",
-      "chapter": 1,
-      "status": "埋设"
-    },
-    {
-      "type": "身份谜团",
-      "content": "苏婉的神秘身份（引来筑基期杀手追杀，'你身上有我们要的东西'）",
-      "chapter": 1,
-      "status": "埋设"
-    },
-    {
-      "type": "金手指启用",
-      "content": "天机宝鉴的推演功能（林渐决定查看苏婉命运，镜面浮现画面）",
-      "chapter": 1,
-      "status": "已展开（第2章详细呈现）"
-    },
-    {
-      "type": "仙帝转世",
-      "content": "苏婉可能是上古仙帝转世（路径丙显示血脉觉醒、仙帝之印显现）",
-      "chapter": 2,
-      "status": "埋设",
-      "probability": 0.20,
-      "trigger_condition": "遭遇生死危机后血脉觉醒"
-    },
-    {
-      "type": "天道阴谋",
-      "content": "林渐第一个弟子被天道影响而背叛（'是被天道……'思绪被打断）",
-      "chapter": 2,
-      "status": "埋设",
-      "implication": "天道可能操控因果，干预师徒关系"
-    },
-    {
-      "type": "命运抉择",
-      "content": "林渐选择收徒将影响苏婉命运走向（路径甲/乙/丙）",
-      "chapter": 2,
-      "status": "已触发（林渐决定收徒，路径甲被排除）"
-    },
-    {
-      "type": "师徒考验",
-      "content": "林渐第二问：若实力超过师尊会如何（暗示第一个弟子背叛经历）",
-      "chapter": 3,
-      "status": "埋设",
-      "implication": "苏婉日后需要回答这个问题"
-    },
-    {
-      "type": "势力阴谋",
-      "content": "天机阁可能与追杀苏婉事件有关（林渐望向北域，怀疑天机阁）",
-      "chapter": 3,
-      "status": "埋设",
-      "location": "北域"
-    }
-  ],
-  "scenes": {
-    "chapter_2": [
-      {
-        "index": 1,
-        "start_line": 1,
-        "end_line": 60,
-        "location": "混沌峰·茅屋内",
-        "summary": "林渐使用天机宝鉴推演苏婉命运，看到三条命运路径（甲/乙/丙），推演结果以面板形式呈现",
-        "characters": ["linjian", "suwan"],
-        "items": ["tianji_baojian"]
-      },
-      {
-        "index": 2,
-        "start_line": 61,
-        "end_line": 125,
-        "location": "混沌峰·茅屋内",
-        "summary": "林渐分析路径丙的画面，发现苏婉眉心可能显现仙帝之印，震惊于其可能是上古仙帝转世",
-        "characters": ["linjian"],
-        "concepts": ["xiandi_zhi_yin", "shanggu_xiandi"]
-      },
-      {
-        "index": 3,
-        "start_line": 126,
-        "end_line": 190,
-        "location": "混沌峰·窗前",
-        "summary": "林渐望向窗外苏婉攀登的身影，回忆第一个弟子从求师到背叛的全过程，陷入往事纠葛",
-        "characters": ["linjian", "first_disciple"]
-      },
-      {
-        "index": 4,
-        "start_line": 191,
-        "end_line": 265,
-        "location": "混沌峰·山顶",
-        "summary": "林渐被苏婉的坚持打动，最终决定收徒，走出茅屋等待苏婉到来",
-        "characters": ["linjian", "suwan"]
-      }
-    ],
-    "chapter_3": [
-      {
-        "index": 1,
-        "start_line": 1,
-        "end_line": 65,
-        "location": "混沌峰·山顶",
-        "summary": "苏婉艰难登顶，跪拜请求拜师，林渐沉默观察考验其心性，苏婉体力透支但坚持不倒",
-        "characters": ["linjian", "suwan"]
-      },
-      {
-        "index": 2,
-        "start_line": 66,
-        "end_line": 142,
-        "location": "混沌峰·山顶",
-        "summary": "苏婉诉说被逐出宗门、被追杀的遭遇，询问自己做错了什么，林渐出言开解，以灵力托起苏婉带入茅屋",
-        "characters": ["linjian", "suwan"]
-      },
-      {
-        "index": 3,
-        "start_line": 143,
-        "end_line": 258,
-        "location": "混沌峰·茅屋内",
-        "summary": "林渐以两个问题考验苏婉心性：为何修行、若实力超过师尊会如何。苏婉以最真实的求生欲作答，通过考验",
-        "characters": ["linjian", "suwan"]
-      },
-      {
-        "index": 4,
-        "start_line": 259,
-        "end_line": 325,
-        "location": "混沌峰·茅屋内",
-        "summary": "林渐正式收苏婉为入门弟子，传授《混元归一诀》玉简，师徒关系正式确立",
-        "characters": ["linjian", "suwan"],
-        "items": ["hunyuan_guiyi_jue"]
-      },
-      {
-        "index": 5,
-        "start_line": 326,
-        "end_line": 362,
-        "location": "混沌峰·小石室",
-        "summary": "苏婉入住小石室，通宵研读玉简，开始修炼混元归一诀，感受到灵力从丹田升起",
-        "characters": ["suwan"],
-        "items": ["hunyuan_guiyi_jue"]
-      },
-      {
-        "index": 6,
-        "start_line": 363,
-        "end_line": 394,
-        "location": "混沌峰·茅屋内",
-        "summary": "林渐感知苏婉修炼进度，认可其悟性，望向北方提及天机阁，暗示与追杀事件有关",
-        "characters": ["linjian"],
-        "factions": ["tianjige"]
-      }
-    ]
-  },
-  "chapter_appearances": {
-    "1": {
-      "entities": ["linjian", "suwan", "black_assassins", "hundunfeng", "tianji_baojian"]
-    },
-    "2": {
-      "entities": ["linjian", "suwan", "first_disciple", "hundunfeng", "tianji_baojian", "xiandi_zhi_yin", "shanggu_xiandi"]
-    },
-    "3": {
-      "entities": ["linjian", "suwan", "hundunfeng", "xiaoshishi", "tianji_baojian", "hunyuan_guiyi_jue", "tianqingzong", "tianjige", "beiyu"],
-      "new_entities": ["xiaoshishi", "hunyuan_guiyi_jue", "tianqingzong", "tianjige", "beiyu"]
-    }
-  }
-}

.claude/settings.local.json

@@ -12,7 +12,13 @@
       "Bash(for script in token_budget_analyzer stress_test_500chapters stress_test_index golden_three_checker)",
       "Bash(do echo \"=== $script ===\" grep -rn \"$script\" \"D:/wk/novel skill/webnovel-writer/\" --include=\"*.md\" --include=\"*.py\")",
       "Bash(done)",
-      "WebSearch"
+      "WebSearch",
+      "Bash(curl:*)",
+      "Bash(git add:*)",
+      "Bash(git remote add:*)",
+      "Bash(git push:*)",
+      "WebFetch(domain:linux.do)",
+      "Bash(cd:*)"
     ]
   }
 }

.claude/skills/webnovel-write/SKILL.md

@@ -8,18 +8,23 @@ allowed-tools: Read Write Edit Grep Bash Task
 
 ## Workflow Checklist
 
-复制并跟踪进度：
+⚠️ **强制要求**: 开始写作前，**必须复制以下清单**到回复中并逐项勾选。跳过任何步骤视为工作流不完整。
 
 ```
 章节创作进度 (v5.0)：
 - [ ] Step 1: Context Agent 搜集上下文
 - [ ] Step 2: 生成章节内容 (纯正文，3000-5000字)
-- [ ] Step 3: 审查 (5个Agent并行，只报告)
-- [ ] Step 4: 润色 (基于审查报告修复 + 去AI痕迹)
+- [ ] Step 3: 审查 (5个Agent并行，输出汇总表格)
+- [ ] Step 4: 润色 (加载指南 + AI检测 + 输出检查清单)
 - [ ] Step 5: Data Agent 处理数据链
 - [ ] Step 6: Git 备份
 ```
 
+**工作流规则**:
+1. 每完成一个 Step，立即更新 TodoWrite 状态
+2. Step 之间的验证必须通过才能进入下一步
+3. 如遇阻断，记录 deviation 但不可跳过
+
 ---
 
 ## Step 1: Context Agent 搜集上下文
@@ -32,6 +37,8 @@ allowed-tools: Read Write Edit Grep Bash Task
 调用 context-agent，参数：
 - chapter: {chapter_num}
 - project_root: {PROJECT_ROOT}
+- storage_path: .webnovel/
+- state_file: .webnovel/state.json
 ```
 
 **Agent 自动完成**:
@@ -89,59 +96,72 @@ cat "${CLAUDE_PLUGIN_ROOT}/skills/webnovel-write/references/core-constraints.md"
 
 ## Step 3: 审查
 
-**触发条件**: 每章都审查（不再是双章）
+⚠️ **强制要求**: 必须在**同一条消息**中并行调用全部 5 个 Agent。缺少任何一个视为步骤未完成，**禁止进入 Step 4**。
 
-**并行调用 5 个审查 Agent**:
+**执行命令（不可修改）**:
 
-使用 Task 工具并行调用：
+在一条消息中发送 5 个 Task 工具调用，每个调用需传入以下公共参数：
+- project_root: {PROJECT_ROOT}
+- storage_path: .webnovel/
+- state_file: .webnovel/state.json
+- chapter_file: "正文/第{NNNN}章.md"
 
-```
-并行调用以下 5 个 subagent，输入为第 {chapter_num} 章：
+| # | subagent_type | 必须 | 说明 |
+|---|---------------|------|------|
+| 1 | `high-point-checker` | ✅ | 爽点密度检查 |
+| 2 | `consistency-checker` | ✅ | 设定一致性检查 |
+| 3 | `pacing-checker` | ✅ | Strand 节奏检查 |
+| 4 | `ooc-checker` | ✅ | 人物 OOC 检查 |
+| 5 | `continuity-checker` | ✅ | 连贯性检查 |
 
-1. high-point-checker - 爽点密度检查
-2. consistency-checker - 设定一致性检查
-3. pacing-checker - Strand 节奏检查
-4. ooc-checker - 人物 OOC 检查
-5. continuity-checker - 连贯性检查
-```
+**验证**: 收到全部 5 份报告后，**必须输出以下汇总表格**：
 
-**审查输出汇总**:
-```json
-{
-  "overall_score": 85,
-  "issues": [
-    {"agent": "ooc-checker", "type": "OOC", "severity": "medium", "location": "第3段", "suggestion": "林天对敌人太客气，应更冷酷"},
-    {"agent": "consistency-checker", "type": "POWER_CONFLICT", "severity": "high", "location": "第5段", "suggestion": "筑基3层不能使用金丹期技能"}
-  ],
-  "style_score": 78,
-  "pacing_analysis": {
-    "quest_ratio": 0.4,
-    "fire_ratio": 0.35,
-    "constellation_ratio": 0.25
-  },
-  "pass": true
-}
+```
+┌─────────────────────────────────────────────────┐
+│ 审查汇总 - 第 {chapter_num} 章                    │
+├─────────────────────┬───────────┬───────────────┤
+│ Agent               │ 结果      │ 关键问题数     │
+├─────────────────────┼───────────┼───────────────┤
+│ high-point-checker  │ PASS/FAIL │ {N}           │
+│ consistency-checker │ PASS/FAIL │ {N}           │
+│ pacing-checker      │ PASS/FAIL │ {N}           │
+│ ooc-checker         │ PASS/FAIL │ {N}           │
+│ continuity-checker  │ PASS/FAIL │ {N}           │
+├─────────────────────┴───────────┴───────────────┤
+│ critical issues: {N}  |  high issues: {N}       │
+│ 是否可进入润色: {是/否}                           │
+└─────────────────────────────────────────────────┘
 ```
 
+**Only proceed to Step 4 when:**
+1. 已收到全部 5 份审查报告
+2. 已输出汇总表格
+
 ---
 
 ## Step 4: 润色 (基于审查报告)
 
-**输入**:
-1. 章节正文
-2. 审查报告 (Step 3 输出)
-3. polish-guide.md 规则
+⚠️ **强制要求**: 必须按以下顺序执行全部 4 个子步骤，不可跳过。
+
+### 4.0 加载润色指南（必须先执行）
 
-**加载润色指南**:
+**执行命令（不可跳过）**:
 ```bash
 cat "${CLAUDE_PLUGIN_ROOT}/skills/webnovel-write/references/polish-guide.md"
 ```
 
-**润色内容**:
+如果未执行此命令，视为润色步骤无效。
 
 ### 4.1 修复审查问题
 
-根据审查报告的 `issues` 列表针对性修改：
+根据 Step 3 汇总表格中的 issues 列表针对性修改：
+
+| 严重度 | 处理方式 |
+|-------|---------|
+| critical | **必须修复**，否则记录 deviation |
+| high | 优先修复 |
+| medium | 建议修复 |
+| low | 可选修复 |
 
 | 问题类型 | 修复方式 |
 |---------|---------|
@@ -151,13 +171,17 @@ cat "${CLAUDE_PLUGIN_ROOT}/skills/webnovel-write/references/polish-guide.md"
 | PACING_IMBALANCE | 调整 Strand 比例 |
 | LOW_COOL_POINTS | 增加爽点密度 |
 
-### 4.2 AI痕迹清除
+### 4.2 AI痕迹检测（必须执行）
+
+使用 Grep 工具检测以下关键词:
+
+| 类型 | 关键词模式 | 警戒线 | 目标值 |
+|-----|-----------|-------|--------|
+| 总结词 | `综合\|总之\|由此可见\|总而言之` | > 1次/1000字 | 0次 |
+| 列举结构 | `首先\|其次\|最后\|第一\|第二\|第三` | > 0.5次/1000字 | 0次 |
+| 学术词 | `而言\|某种程度上\|本质上` | > 3次/1000字 | < 1次 |
 
-| 指标 | 警戒线 | 目标值 | 检测词 |
-|-----|-------|--------|--------|
-| 总结词密度 | > 1次/1000字 | 0次 | 综合/总之/由此可见 |
-| 列举结构 | > 0.5次/1000字 | 0次 | 首先…其次…最后… |
-| 学术词频 | > 3次/1000字 | < 1次 | 而言/某种程度上 |
+如超标，必须修改后重新检测。
 
 ### 4.3 自然化处理
 
@@ -174,6 +198,34 @@ cat "${CLAUDE_PLUGIN_ROOT}/skills/webnovel-write/references/polish-guide.md"
 - ❌ 改变人物关系 → 违反设定
 - ❌ 删除伏笔 → 破坏长线剧情
 
+### 4.5 输出检查清单（必须输出）
+
+润色完成后，**必须输出以下检查清单**：
+
+```
+┌─────────────────────────────────────────────────┐
+│ 润色检查清单 - 第 {chapter_num} 章               │
+├─────────────────────────────────────────────────┤
+│ [x] polish-guide.md 已加载                      │
+│ [x] critical issues 已修复: {是/否/无}          │
+│ [x] high issues 已修复: {是/否/无}              │
+├─────────────────────────────────────────────────┤
+│ AI痕迹检测:                                     │
+│   - 总结词: {N}次 {达标/超标}                    │
+│   - 列举结构: {N}次 {达标/超标}                  │
+│   - 学术词: {N}次 {达标/超标}                    │
+├─────────────────────────────────────────────────┤
+│ [x] 未违反润色红线                              │
+│ 是否可进入 Data Agent: {是/否}                  │
+└─────────────────────────────────────────────────┘
+```
+
+**Only proceed to Step 5 when:**
+1. 已加载 polish-guide.md
+2. 已修复所有 critical/high issues（或记录 deviation）
+3. AI 痕迹检测全部达标
+4. 已输出检查清单
+
 **输出**: 润色后的章节文件（覆盖原文件）
 
 ---
@@ -190,6 +242,8 @@ cat "${CLAUDE_PLUGIN_ROOT}/skills/webnovel-write/references/polish-guide.md"
 - chapter_file: "正文/第{NNNN}章.md"
 - review_score: {overall_score from Step 3}
 - project_root: {PROJECT_ROOT}
+- storage_path: .webnovel/
+- state_file: .webnovel/state.json
 ```
 
 **Agent 自动完成**:
@@ -236,15 +290,7 @@ cat "${CLAUDE_PLUGIN_ROOT}/skills/webnovel-write/references/polish-guide.md"
 ## Step 6: Git 备份
 
 ```bash
-python "${CLAUDE_PLUGIN_ROOT}/scripts/backup_manager.py" \
-  --chapter {chapter_num} \
-  --chapter-title "{title}"
-```
-
-或手动：
-```bash
-git add .
-git commit -m "Ch{chapter_num}: {title}"
+git add . && git commit -m "Ch{chapter_num}: {title}"
 ```
 
 ---
@@ -294,9 +340,27 @@ git commit -m "Ch{chapter_num}: {title}"
 
 ## 成功标准
 
-1. ✅ 章节字数 3000-5000
-2. ✅ 100% 执行大纲
-3. ✅ 审查 overall_score ≥ 70
-4. ✅ 润色后 AI 痕迹指标达标
-5. ✅ Data Agent 成功提取实体
-6. ✅ Git 提交成功
+章节完成后，**必须输出最终验证报告**：
+
+```
+┌─────────────────────────────────────────────────┐
+│ 章节完成验证 - 第 {chapter_num} 章               │
+├─────────────────────────────────────────────────┤
+│ 1. [x] 字数: {N}字 (3000-5000)                  │
+│ 2. [x] 大纲执行: 100%                           │
+│ 3. [x] 审查Agent: 5/5 已调用                    │
+│ 4. [x] 审查汇总表格: 已输出                      │
+│ 5. [x] polish-guide.md: 已加载                  │
+│ 6. [x] AI痕迹检测: 已执行                       │
+│ 7. [x] 润色检查清单: 已输出                      │
+│ 8. [x] Data Agent: 成功提取 {N} 个实体          │
+│ 9. [x] Git: 已提交 ({commit_hash})              │
+├─────────────────────────────────────────────────┤
+│ 最终状态: {成功/有deviation}                     │
+└─────────────────────────────────────────────────┘
+```
+
+**验证失败处理**:
+- 如有任何项目未完成，记录 deviation 原因
+- deviation 不阻断工作流，但必须记录
+- 连续 3 章出现相同 deviation → 标记为系统问题