inkos-multi-agent-novel-writing
Compare original and translation side by side
🇺🇸
Original
English🇨🇳
Translation
ChineseInkOS Multi-Agent Novel Writing
InkOS 多Agent小说创作系统
Skill by ara.so — Daily 2026 Skills collection
InkOS is a multi-agent CLI system that autonomously writes, audits, and revises novels. Agents handle the full pipeline: Writer → Validator → Auditor → Reviser, with human review gates at configurable checkpoints.
由 ara.so 开发的技能 —— 2026每日技能合集
InkOS是一款多Agent CLI系统,可自主完成小说的创作、审核与修订工作。各个Agent负责完整流程的不同环节:架构师Agent→写手Agent→验证器Agent→审核员Agent→修订员Agent,同时可在可配置的检查点设置人工审核节点。
Installation
安装
bash
npm install -g @actalk/inkosbash
npm install -g @actalk/inkosor run directly
或直接运行
npx @actalk/inkos --version
**Requirements:** Node.js ≥ 20.0.0npx @actalk/inkos --version
**要求:** Node.js ≥ 20.0.0Quick Start
快速开始
bash
undefinedbash
undefinedCreate a new novel project
创建新的小说项目
inkos book create --title "吞天魔帝" --genre xuanhuan
inkos book create --title "吞天魔帝" --genre xuanhuan
Write the next chapter
撰写下一章
inkos write next 吞天魔帝
inkos write next 吞天魔帝
Audit a specific chapter
审核指定章节
inkos audit 吞天魔帝 --chapter 3
inkos audit 吞天魔帝 --chapter 3
Run the full daemon (continuous production)
启动持续创作守护进程
inkos daemon start
undefinedinkos daemon start
undefinedProject Structure
项目结构
After , the project directory contains:
inkos book createstory/
outline.md # Story outline (architect agent input)
book_rules.md # Per-book custom rules and audit dimensions
chapter_summaries.md # Auto-generated per-chapter summaries
subplot_board.md # Subplot progress tracking (A/B/C lines)
emotional_arcs.md # Per-character emotional arc tracking
character_matrix.md # Character interaction matrix + info boundaries
parent_canon.md # Spinoff only: imported canon constraints
style_profile.json # Style fingerprint (if style import used)
style_guide.md # LLM-generated qualitative style guide
chapters/
ch001.md
ch002.md
...执行 后,项目目录包含以下内容:
inkos book createstory/
outline.md # 故事大纲(架构师Agent的输入文件)
book_rules.md # 单本小说的自定义规则与审核维度
chapter_summaries.md # 自动生成的各章节摘要
subplot_board.md # 副线剧情进度追踪(A/B/C线)
emotional_arcs.md # 各角色的情感弧光追踪
character_matrix.md # 角色互动矩阵 + 信息边界
parent_canon.md # 仅衍生作品:导入的正传设定约束
style_profile.json # 风格特征指纹(若使用风格导入功能)
style_guide.md # 由LLM生成的定性风格指南
chapters/
ch001.md
ch002.md
...Core Commands
核心命令
Book Management
书籍管理
bash
inkos book create --title "Title" --genre xuanhuan # genres: xuanhuan | xianxia | dushi | horror | general
inkos book list
inkos book status 吞天魔帝bash
inkos book create --title "Title" --genre xuanhuan # 支持体裁:xuanhuan | xianxia | dushi | horror | general
inkos book list
inkos book status 吞天魔帝Writing Pipeline
创作流水线
bash
inkos write next 吞天魔帝 # Write next chapter (auto-loads all context)
inkos write chapter 吞天魔帝 5 # Write specific chapter
inkos audit 吞天魔帝 --chapter 3 # Audit chapter (33 dimensions)
inkos revise 吞天魔帝 --chapter 3 # Revise based on audit results
inkos revise 吞天魔帝 --chapter 3 --mode spot-fix # Point fix only (default)
inkos revise 吞天魔帝 --chapter 3 --mode rewrite # Full rewrite (use cautiously)
inkos revise 吞天魔帝 --chapter 3 --mode polish # Polish (no structural changes)bash
inkos write next 吞天魔帝 # 撰写下一章(自动加载所有上下文)
inkos write chapter 吞天魔帝 5 # 撰写指定章节
inkos audit 吞天魔帝 --chapter 3 # 审核章节(33个维度)
inkos revise 吞天魔帝 --chapter 3 # 根据审核结果修订章节
inkos revise 吞天魔帝 --chapter 3 --mode spot-fix # 仅定点修正(默认模式)
inkos revise 吞天魔帝 --chapter 3 --mode rewrite # 完全重写(谨慎使用)
inkos revise 吞天魔帝 --chapter 3 --mode polish # 润色(不修改结构)Genre System
体裁系统
bash
inkos genre list # List all built-in genres
inkos genre show xuanhuan # View full rules for a genre
inkos genre copy xuanhuan # Copy genre rules to project for customization
inkos genre create wuxia --name 武侠 # Create new genre from scratchbash
inkos genre list # 列出所有内置体裁
inkos genre show xuanhuan # 查看某一体裁的完整规则
inkos genre copy xuanhuan # 复制体裁规则到项目以进行自定义
inkos genre create wuxia --name 武侠 # 从零开始创建新体裁Style Matching
风格匹配
bash
inkos style analyze reference.txt # Analyze style fingerprint
inkos style import reference.txt 吞天魔帝 # Import style into book
inkos style import reference.txt 吞天魔帝 --name "某作者"bash
inkos style analyze reference.txt # 分析文本的风格特征指纹
inkos style import reference.txt 吞天魔帝 # 将风格导入到指定书籍
inkos style import reference.txt 吞天魔帝 --name "某作者"Spinoff (Prequel/Sequel/IF-branch)
衍生作品(前传/后传/分支剧情)
bash
inkos book create --title "烈焰前传" --genre xuanhuan
inkos import canon 烈焰前传 --from 吞天魔帝 # Import parent canon constraints
inkos write next 烈焰前传 # Writer auto-reads canon constraintsbash
inkos book create --title "烈焰前传" --genre xuanhuan
inkos import canon 烈焰前传 --from 吞天魔帝 # 导入正传设定约束
inkos write next 烈焰前传 # 写手Agent会自动读取正传设定约束AIGC Detection
AIGC检测
bash
inkos detect 吞天魔帝 --chapter 3 # Detect AIGC markers in chapter
inkos detect 吞天魔帝 --all # Detect all chapters
inkos detect --stats # View detection history statisticsbash
inkos detect 吞天魔帝 --chapter 3 # 检测章节中的AIGC特征
inkos detect 吞天魔帝 --all # 检测所有章节
inkos detect --stats # 查看检测历史统计数据Daemon (Continuous Production)
守护进程(持续创作)
bash
inkos daemon start # Start scheduler (default: 15 min/cycle)
inkos daemon stop
inkos daemon statusbash
inkos daemon start # 启动调度器(默认:每15分钟一个周期)
inkos daemon stop
inkos daemon statusConfiguration
配置
Global Config (~/.inkos/config.json
)
~/.inkos/config.json全局配置(~/.inkos/config.json
)
~/.inkos/config.jsonjson
{
"llm": {
"provider": "openai",
"model": "gpt-4o",
"apiKey": "sk-...",
"temperature": 0.8
},
"daemon": {
"intervalMinutes": 15,
"dailyChapterLimit": 10,
"parallelBooks": 2
},
"webhook": {
"url": "https://your-server.com/hooks/inkos",
"secret": "your-hmac-secret",
"events": ["chapter-complete", "audit-failed", "pipeline-error"]
},
"aigcDetection": {
"provider": "gptzero",
"apiKey": "...",
"endpoint": "https://api.gptzero.me/v2/predict/text"
}
}json
{
"llm": {
"provider": "openai",
"model": "gpt-4o",
"apiKey": "sk-...",
"temperature": 0.8
},
"daemon": {
"intervalMinutes": 15,
"dailyChapterLimit": 10,
"parallelBooks": 2
},
"webhook": {
"url": "https://your-server.com/hooks/inkos",
"secret": "your-hmac-secret",
"events": ["chapter-complete", "audit-failed", "pipeline-error"]
},
"aigcDetection": {
"provider": "gptzero",
"apiKey": "...",
"endpoint": "https://api.gptzero.me/v2/predict/text"
}
}Per-Book Rules (story/book_rules.md
)
story/book_rules.md单本书籍规则(story/book_rules.md
)
story/book_rules.mdmarkdown
undefinedmarkdown
undefinedBook Rules: 吞天魔帝
书籍规则:吞天魔帝
禁忌 (Forbidden)
禁忌
- 主角不得主动求饶
- 不得出现「命运」「天意」等宿命论表述
- 主角不得主动求饶
- 不得出现「命运」「天意」等宿命论表述
高疲劳词
高疲劳词
- 震撼, 惊骇, 恐惧, 颤抖
- 震撼, 惊骇, 恐惧, 颤抖
additionalAuditDimensions
additionalAuditDimensions
- 数值系统一致性: 战力数值不得前后矛盾
- 角色成长节奏: 主角突破间隔不少于3章
- 数值系统一致性: 战力数值不得前后矛盾
- 角色成长节奏: 主角突破间隔不少于3章
写手特别指令
写手特别指令
- 战斗场面优先感官描写,禁止数值报告
undefined- 战斗场面优先感官描写,禁止数值报告
undefinedAgent Architecture
Agent架构
InkOS runs five specialized agents in sequence:
ArchitectAgent → outline.md, book_rules.md
↓
WriterAgent → ch00N.md (reads: outline, summaries, arcs, matrix, style_guide, canon)
↓
ValidatorAgent → 11 deterministic rules, zero LLM cost
↓ (error found → trigger spot-fix immediately)
AuditorAgent → 33 LLM dimensions, temperature=0 for consistency
↓
ReviserAgent → spot-fix | rewrite | polish | anti-detectInkOS会按顺序运行五个专用Agent:
ArchitectAgent → outline.md, book_rules.md
↓
WriterAgent → ch00N.md(读取:大纲、摘要、人物弧光、角色矩阵、风格指南、正传设定)
↓
ValidatorAgent → 11条确定性规则,无LLM成本
↓ (发现错误→立即触发定点修正)
AuditorAgent → 33个LLM评估维度,temperature=0以保证一致性
↓
ReviserAgent → 定点修正 | 重写 | 润色 | 反检测Post-Write Validator Rules (Deterministic, No LLM)
创作后验证规则(确定性,无LLM成本)
| Rule | Condition |
|---|---|
| Forbidden patterns | |
| Em-dash ban | |
| Transition word density | 仿佛/忽然/竟然≤1 per 3000 chars |
| High-fatigue words | Per-book list, ≤1 per chapter |
| Meta-narrative | Screenwriter-style narration |
| Report terminology | Analytical framework terms in prose |
| Author moralizing | 显然/不言而喻 etc. |
| Collective reaction | 「全场震惊」clichés |
| Consecutive 了 | ≥4 consecutive sentences with 了 |
| Paragraph length | ≥2 paragraphs over 300 chars |
| Book-specific bans | |
| 规则 | 条件 |
|---|---|
| 禁用句式 | |
| 禁用破折号 | |
| 过渡词密度 | 仿佛/忽然/竟然≤1每3000字 |
| 高疲劳词 | 单本书籍列表中的词汇,每章≤1次 |
| 元叙事 | 编剧式叙述方式 |
| 报告式术语 | prose中出现分析框架术语 |
| 作者说教 | 显然/不言而喻等表述 |
| 集体反应 | 「全场震惊」等陈词滥调 |
| 连续「了」字 | ≥4个连续句子带「了」 |
| 段落长度 | ≥2个段落超过300字符 |
| 单本书籍禁用内容 | |
Audit Dimensions (33 total, LLM-evaluated)
审核维度(共33个,由LLM评估)
Key dimensions include:
- Dims 1–23: Core narrative quality (plot, character, pacing, foreshadowing)
- Dim 24–26: Subplot stagnation, arc flatness, rhythm monotony (all 5 genres)
- Dim 27: Sensitive content
- Dim 28–31: Spinoff-specific (canon conflicts, future info leakage, world rule consistency, foreshadowing isolation)
- Dim 32: Reader expectation management
- Dim 33: Outline deviation detection
关键维度包括:
- 维度1–23:核心叙事质量(情节、角色、节奏、伏笔)
- 维度24–26:副线停滞、人物弧光扁平、节奏单调(所有5种体裁通用)
- 维度27:敏感内容
- 维度28–31:衍生作品专属(正传设定冲突、未来信息泄露、世界规则一致性、伏笔孤立)
- 维度32:读者预期管理
- 维度33:大纲偏离检测
Code Integration Examples
代码集成示例
Programmatic Usage (TypeScript)
程序化使用(TypeScript)
typescript
import { BookManager } from '@actalk/inkos'
import { WriterAgent } from '@actalk/inkos/agents'
import { ValidatorAgent } from '@actalk/inkos/agents'
// Create and configure a book
const manager = new BookManager()
const book = await manager.createBook({
title: '吞天魔帝',
genre: 'xuanhuan',
outlinePath: './my-outline.md'
})
// Run the write pipeline for next chapter
const writer = new WriterAgent({ temperature: 0.8 })
const chapter = await writer.writeNext(book)
// Run deterministic validation (no LLM cost)
const validator = new ValidatorAgent()
const validationResult = await validator.validate(chapter, book)
if (validationResult.hasErrors) {
// Auto spot-fix triggered
const reviser = new ReviserAgent({ mode: 'spot-fix' })
const fixed = await reviser.revise(chapter, validationResult.errors, book)
console.log('Fixed violations:', validationResult.errors.length)
}typescript
import { BookManager } from '@actalk/inkos'
import { WriterAgent } from '@actalk/inkos/agents'
import { ValidatorAgent } from '@actalk/inkos/agents'
// 创建并配置书籍
const manager = new BookManager()
const book = await manager.createBook({
title: '吞天魔帝',
genre: 'xuanhuan',
outlinePath: './my-outline.md'
})
// 运行下一章的创作流水线
const writer = new WriterAgent({ temperature: 0.8 })
const chapter = await writer.writeNext(book)
// 运行确定性验证(无LLM成本)
const validator = new ValidatorAgent()
const validationResult = await validator.validate(chapter, book)
if (validationResult.hasErrors) {
// 自动触发定点修正
const reviser = new ReviserAgent({ mode: 'spot-fix' })
const fixed = await reviser.revise(chapter, validationResult.errors, book)
console.log('修复的违规项数量:', validationResult.errors.length)
}Webhook Handler (Express)
Webhook处理器(Express)
typescript
import express from 'express'
import crypto from 'crypto'
const app = express()
app.use(express.raw({ type: 'application/json' }))
app.post('/hooks/inkos', (req, res) => {
const sig = req.headers['x-inkos-signature'] as string
const expected = crypto
.createHmac('sha256', process.env.INKOS_WEBHOOK_SECRET!)
.update(req.body)
.digest('hex')
if (sig !== `sha256=${expected}`) {
return res.status(401).send('Invalid signature')
}
const event = JSON.parse(req.body.toString())
switch (event.type) {
case 'chapter-complete':
console.log(`Chapter ${event.chapter} of "${event.book}" complete`)
// Trigger human review gate
notifyReviewer(event)
break
case 'audit-failed':
console.log(`Audit failed: ${event.criticalCount} critical issues`)
break
case 'pipeline-error':
console.error(`Pipeline error in "${event.book}":`, event.error)
break
}
res.status(200).json({ received: true })
})typescript
import express from 'express'
import crypto from 'crypto'
const app = express()
app.use(express.raw({ type: 'application/json' }))
app.post('/hooks/inkos', (req, res) => {
const sig = req.headers['x-inkos-signature'] as string
const expected = crypto
.createHmac('sha256', process.env.INKOS_WEBHOOK_SECRET!)
.update(req.body)
.digest('hex')
if (sig !== `sha256=${expected}`) {
return res.status(401).send('无效签名')
}
const event = JSON.parse(req.body.toString())
switch (event.type) {
case 'chapter-complete':
console.log(`《${event.book}》第${event.chapter}章创作完成`)
// 触发人工审核节点
notifyReviewer(event)
break
case 'audit-failed':
console.log(`审核失败:${event.criticalCount}个严重问题`)
break
case 'pipeline-error':
console.error(`《${event.book}》流水线错误:`, event.error)
break
}
res.status(200).json({ received: true })
})Custom Genre Definition
自定义体裁定义
typescript
// genres/wuxia.ts
import type { GenreConfig } from '@actalk/inkos/types'
export const wuxia: GenreConfig = {
id: 'wuxia',
name: '武侠',
chapterTypes: ['江湖相遇', '武功切磋', '恩怨纠葛', '门派争斗', '武林大会'],
forbiddenPatterns: [
'内力值', '战力', '等级提升', // No numerical power system
'系统', '面板', '属性点'
],
fatiguedWords: ['震惊', '无敌', '碾压', '秒杀'],
languageRules: [
{
bad: '内力增加了100点',
good: '一股暖流沿经脉漫开,指尖的颤抖渐渐平息'
}
],
auditDimensions: [
'武功描写感官化',
'江湖规则内部一致性',
'恩怨情仇弧线完整性'
]
}typescript
// genres/wuxia.ts
import type { GenreConfig } from '@actalk/inkos/types'
export const wuxia: GenreConfig = {
id: 'wuxia',
name: '武侠',
chapterTypes: ['江湖相遇', '武功切磋', '恩怨纠葛', '门派争斗', '武林大会'],
forbiddenPatterns: [
'内力值', '战力', '等级提升', // 无数值化力量体系
'系统', '面板', '属性点'
],
fatiguedWords: ['震惊', '无敌', '碾压', '秒杀'],
languageRules: [
{
bad: '内力增加了100点',
good: '一股暖流沿经脉漫开,指尖的颤抖渐渐平息'
}
],
auditDimensions: [
'武功描写感官化',
'江湖规则内部一致性',
'恩怨情仇弧线完整性'
]
}Style Import Pipeline
风格导入流水线
typescript
import { StyleAnalyzer } from '@actalk/inkos/style'
const analyzer = new StyleAnalyzer()
// Analyze reference text
const profile = await analyzer.analyze('./reference-novel.txt')
console.log(profile)
// {
// avgSentenceLength: 18.3,
// ttr: 0.42, // Type-Token Ratio
// rhetoricalDensity: 0.15,
// paragraphLengthDist: { p25: 45, p50: 89, p75: 156 },
// punctuationStyle: 'sparse'
// }
// Import into book (generates style_profile.json + style_guide.md)
await analyzer.importToBook('./reference-novel.txt', '吞天魔帝', {
authorName: '某作者'
})typescript
import { StyleAnalyzer } from '@actalk/inkos/style'
const analyzer = new StyleAnalyzer()
// 分析参考文本
const profile = await analyzer.analyze('./reference-novel.txt')
console.log(profile)
// {
// avgSentenceLength: 18.3,
// ttr: 0.42, // 词型-词次比
// rhetoricalDensity: 0.15,
// paragraphLengthDist: { p25: 45, p50: 89, p75: 156 },
// punctuationStyle: 'sparse'
// }
// 导入到书籍(生成style_profile.json + style_guide.md)
await analyzer.importToBook('./reference-novel.txt', '吞天魔帝', {
authorName: '某作者'
})Audit Revision Loop
审核-修订循环
The v0.4 hardened audit-revision loop prevents revision from introducing more AI markers:
AuditorAgent (temp=0)
↓ critical issues found
ReviserAgent spot-fix
↓
AI marker count comparison
↓ markers increased?
YES → discard revision, keep original
NO → accept revision
↓
Re-audit (temp=0)Key settings for audit consistency:
- Auditor always runs at — eliminates 0–6 critical variance on same chapter
temperature: 0 - Default revision mode is (only modify problem sentences)
spot-fix - mode is available but measured to introduce 6× more AI markers
rewrite - mode is boundary-locked: no paragraph add/delete, no name changes, no new plot
polish
v0.4版本强化的审核-修订循环可防止修订过程引入更多AI特征:
AuditorAgent(temperature=0)
↓ 发现严重问题
ReviserAgent 定点修正
↓
AI特征数量对比
↓ 特征数量增加?
是 → 丢弃修订版本,保留原版
否 → 接受修订版本
↓
重新审核(temperature=0)保证审核一致性的关键设置:
- 审核员Agent始终以运行——消除同一章节0-6个严重问题的差异
temperature: 0 - 默认修订模式为(仅修改有问题的句子)
spot-fix - 模式可用,但经测试会引入6倍以上的AI特征
rewrite - 模式有严格边界:不增删段落、不修改名字、不添加新情节
polish
Spinoff Canon Constraints
衍生作品正传设定约束
When is detected, 4 additional audit dimensions activate automatically:
parent_canon.mdmarkdown
undefined当检测到时,会自动激活4个额外的审核维度:
parent_canon.mdmarkdown
undefinedparent_canon.md (auto-generated by inkos import canon
)
inkos import canonparent_canon.md(由inkos import canon
自动生成)
inkos import canon正传世界规则
正传世界规则
- 力量体系: 炼体→炼气→炼丹→炼神→炼虚
- 地理: 九州大陆,东海以东无人居住
- 阵营: 正道五宗 vs 魔道三门
- 力量体系: 炼体→炼气→炼丹→炼神→炼虚
- 地理: 九州大陆,东海以东无人居住
- 阵营: 正道五宗 vs 魔道三门
关键事件时间线
关键事件时间线
- 第1章: 主角获得吞天诀
- 第45章: 正道五宗盟约成立 [分歧点]
- 第1章: 主角获得吞天诀
- 第45章: 正道五宗盟约成立 [分歧点]
角色快照 (分歧点时状态)
角色快照(分歧点时状态)
- 林天: 炼气期第三层,未知父母身世
- 剑宗宗主: 在世,尚未叛变
- 林天: 炼气期第三层,未知父母身世
- 剑宗宗主: 在世,尚未叛变
伏笔状态 (正传专属,番外禁止回收)
伏笔状态(正传专属,番外禁止回收)
- 古剑残片: 未解
- 神秘老人身份: 未解
undefined- 古剑残片: 未解
- 神秘老人身份: 未解
undefinedTroubleshooting
故障排除
Validator fires on every chapter
Check fatigue word list — words listed there are enforced ≤1 per chapter. Remove infrequently used terms.
book_rules.mdAudit results wildly inconsistent between runs
Confirm auditor temperature is locked to 0 in config. If using a proxy LLM API, ensure it respects .
temperature: 0Revision introduces more AI markers than original
This is expected behavior — InkOS v0.4 automatically detects this and discards the revision. If it happens repeatedly, switch from to mode explicitly.
rewritespot-fixSpinoff audit incorrectly flags events
Verify has accurate divergence point timestamps. Events before the divergence point are canon-locked; events after are fair game for the spinoff.
parent_canon.mdDaemon stops a book after repeated failures
Check for the suspended book. After fixing the underlying issue (usually outline ambiguity or contradiction), run .
daemon statusbook_rules.mdinkos daemon resume 书名Style guide not being applied by writer
Run again — if is missing or empty, the writer skips style injection silently. Check that the reference text is ≥5000 characters for reliable fingerprinting.
inkos style importstyle_guide.md每章都会触发验证器报错
检查中的高疲劳词列表——列表中的词汇每章最多出现1次。移除不常用的词汇即可。
book_rules.md不同次运行的审核结果差异极大
确认配置中审核员的temperature已锁定为0。若使用代理LLM API,需确保其支持设置。
temperature: 0修订版本比原版的AI特征更多
这是预期行为——InkOS v0.4会自动检测这种情况并丢弃修订版本。若反复出现,可显式将模式从切换为。
rewritespot-fix衍生作品审核错误标记事件
验证中的分歧点时间戳是否准确。分歧点之前的事件受正传设定约束;分歧点之后的事件可由衍生作品自由创作。
parent_canon.md守护进程在多次失败后停止某本书籍的创作
运行查看暂停的书籍。修复根本问题(通常是大纲模糊或存在矛盾)后,运行即可恢复。
inkos daemon statusbook_rules.mdinkos daemon resume 书名写手Agent未应用风格指南
重新运行——若缺失或为空,写手Agent会静默跳过风格注入。确保参考文本不少于5000字符,以保证风格指纹分析的可靠性。
inkos style importstyle_guide.md