InkOS - Autonomous Novel Writing Agent
InkOS is a CLI tool for autonomous fiction writing powered by LLM agents. It orchestrates a 5-agent pipeline (Radar → Architect → Writer → Auditor → Reviser) to generate, audit, and revise novel content with style consistency and quality control.
The Writer uses a two-phase architecture: Phase 1 (creative writing, temp 0.7) produces the chapter text, then Phase 2 (state settlement, temp 0.3) updates all truth files for long-term consistency.
When to Use InkOS
- Novel writing: Create and continue writing novels/books in Chinese web novel genres
- Batch chapter generation: Generate multiple chapters with consistent quality
- Import & continue: Import existing chapters from a text file, reverse-engineer truth files, and continue writing
- Style imitation: Analyze and adopt writing styles from reference texts
- Spinoff writing: Write prequels/sequels/spinoffs while maintaining parent canon
- Quality auditing: Detect AI-generated content and perform 33-dimension quality checks
- Genre exploration: Explore trends and create custom genre rules
- Analytics: Track word count, audit pass rate, and issue distribution per book
Initial Setup
First Time Setup
bash
# Initialize a project directory (creates config structure)
inkos init my-writing-project
# Configure your LLM provider (OpenAI, Anthropic, or any OpenAI-compatible API)
inkos config set-global --provider openai --base-url https://api.openai.com/v1 --api-key sk-xxx --model gpt-4o
# For compatible/proxy endpoints, use --provider custom:
# inkos config set-global --provider custom --base-url https://your-proxy.com/v1 --api-key sk-xxx --model gpt-4o
Multi-Model Routing (Optional)
bash
# Assign different models to different agents — balance quality and cost
inkos config set-model writer claude-sonnet-4-20250514 --provider anthropic --base-url https://api.anthropic.com --api-key-env ANTHROPIC_API_KEY
inkos config set-model auditor gpt-4o --provider openai
inkos config show-models
Agents without explicit overrides fall back to the global model.
View System Status
bash
# Check installation and configuration
inkos doctor
# View current config
inkos status
Common Workflows
Workflow 1: Create a New Novel
-
Initialize and create book:
bash
inkos book create --title "My Novel Title" --genre xuanhuan --chapter-words 3000
# Or with a creative brief (your worldbuilding doc / ideas):
inkos book create --title "My Novel Title" --genre xuanhuan --chapter-words 3000 --brief my-ideas.md
- Genres: (cultivation), (immortal), (city), ,
- Returns a for all subsequent operations
-
Generate initial chapters (e.g., 5 chapters):
bash
inkos write next book-id --count 5 --words 3000 --context "young protagonist discovering powers"
- The command runs the full pipeline: draft → audit → revise
- provides guidance to the Architect and Writer agents
- Returns JSON with chapter details and quality metrics
-
Review and approve chapters:
bash
inkos review list book-id
inkos review approve-all book-id
-
Export the book (supports txt, md, epub):
bash
inkos export book-id
inkos export book-id --format epub
Workflow 2: Continue Writing Existing Novel
-
List your books:
-
Continue from last chapter:
bash
inkos write next book-id --count 3 --words 2500 --context "protagonist faces critical choice"
- InkOS maintains 7 truth files (world state, character matrix, emotional arcs, etc.) for consistency
- If only one book exists, omit for auto-detection
-
Review and approve:
Workflow 3: Import Existing Chapters & Continue
Use this when you have an existing novel (or partial novel) and want InkOS to pick up where it left off.
-
Import from a single text file (auto-splits by chapter headings):
bash
inkos import chapters book-id --from novel.txt
- Automatically splits by pattern
- Custom split pattern:
--split "Chapter\\s+\\d+"
-
Import from a directory of separate chapter files:
bash
inkos import chapters book-id --from ./chapters/
- Reads and files in sorted order
-
Resume interrupted import:
bash
inkos import chapters book-id --from novel.txt --resume-from 15
-
Continue writing from the imported chapters:
bash
inkos write next book-id --count 3
- InkOS reverse-engineers all 7 truth files from the imported chapters
- Generates a style guide from the existing text
- New chapters maintain consistency with imported content
Workflow 4: Style Imitation
-
Analyze reference text:
bash
inkos style analyze reference_text.txt
- Examines vocabulary, sentence structure, tone, pacing
-
Import style to your book:
bash
inkos style import reference_text.txt book-id --name "Author Name"
- All future chapters adopt this style profile
- Style rules become part of the Reviser's audit criteria
Workflow 5: Spinoff/Prequel Writing
-
Import parent canon:
bash
inkos import canon spinoff-book-id --from parent-book-id
- Creates links to parent book's world state, characters, and events
- Reviser enforces canon consistency
-
Continue spinoff:
bash
inkos write next spinoff-book-id --count 3 --context "alternate timeline after Chapter 20"
Workflow 6: Fine-Grained Control (Draft → Audit → Revise)
If you need separate control over each pipeline stage:
-
Generate draft only:
bash
inkos draft book-id --words 3000 --context "protagonist escapes" --json
-
Audit the chapter (33-dimension quality check):
bash
inkos audit book-id chapter-1 --json
- Returns metrics across 33 dimensions including pacing, dialogue, world-building, outline adherence, and more
-
Revise with specific mode:
bash
inkos revise book-id chapter-1 --mode polish --json
- Modes: (minor), (targeted), (major), (structure), (reduce AI traces)
Workflow 7: Monitor Platform Trends
- Analyzes trending genres, tropes, and reader preferences
- Informs Architect recommendations for new books
Workflow 8: Detect AI-Generated Content
bash
# Detect AIGC in a specific chapter
inkos detect book-id
# Deep scan all chapters
inkos detect book-id --all
- Uses 11 deterministic rules (zero LLM cost) + optional LLM validation
- Returns detection confidence and problematic passages
Workflow 9: View Analytics
bash
inkos analytics book-id --json
# Shorthand alias
inkos stats book-id --json
- Total chapters, word count, average words per chapter
- Audit pass rate and top issue categories
- Chapters with most issues, status distribution
- Token usage stats: total prompt/completion tokens, avg tokens per chapter, recent trend
Advanced: Natural Language Agent Mode
For flexible, conversational requests:
bash
inkos agent "写一部都市题材的小说,主角是一个年轻律师,第一章三千字"
- Agent interprets natural language and invokes appropriate commands
- Useful for complex multi-step requests
Key Concepts
Book ID Auto-Detection
If your project contains only one book, most commands accept
as optional. You can omit it for brevity:
bash
# Explicit
inkos write next book-123 --count 1
# Auto-detected (if only one book exists)
inkos write next --count 1
--json Flag
All content-generating commands support
for structured output. Essential for programmatic use:
bash
inkos draft book-id --words 3000 --context "guidance" --json
Truth Files (Long-Term Memory)
InkOS maintains 7 files per book for coherence:
- World State: Maps, locations, technology levels, magic systems
- Character Matrix: Names, relationships, arcs, motivations
- Resource Ledger: In-world items, money, power levels
- Chapter Summaries: Events, progression, foreshadowing
- Subplot Board: Active and dormant subplots, hooks
- Emotional Arcs: Character emotional progression
- Pending Hooks: Unresolved cliffhangers and promises to reader
All agents reference these to maintain long-term consistency. During
, these files are reverse-engineered from existing content via the ChapterAnalyzerAgent.
Two-Phase Writer Architecture
The Writer agent operates in two phases:
- Phase 1 (Creative): Generates the chapter text at temperature 0.7 for creative expression. Only outputs chapter title and content.
- Phase 2 (Settlement): Updates all truth files at temperature 0.3 for precise state tracking. Ensures world state, character arcs, and plot hooks stay consistent.
This separation allows creative freedom in writing while maintaining rigorous continuity tracking.
Context Guidance
The
parameter provides directional hints to the Writer and Architect:
bash
inkos write next book-id --count 2 --context "protagonist discovers betrayal, must decide whether to trust mentor"
- Context is optional but highly recommended for narrative coherence
- Supports both English and Chinese
Genre Management
View Built-In Genres
bash
inkos genre list
inkos genre show xuanhuan
Create Custom Genre
bash
inkos genre create --name "my-genre" --rules "rule1,rule2,rule3"
Copy and Modify Existing Genre
bash
inkos genre copy xuanhuan --name "dark-xuanhuan" --rules "darker tone, more violence"
Command Reference Summary
| Command | Purpose | Notes |
|---|
| Initialize project | One-time setup |
| Create new book | Returns book-id. for creative brief |
| List all books | Shows IDs, statuses |
| Full pipeline (draft→audit→revise) | Primary workflow command |
| Generate draft only | No auditing/revision |
| 33-dimension quality check | Standalone evaluation |
| Revise chapter | Modes: polish/spot-fix/rewrite/rework/anti-detect |
| Natural language interface | Flexible requests |
| Analyze reference text | Extracts style profile |
| Apply style to book | Makes style permanent |
| Link spinoff to parent | For prequels/sequels |
| Import existing chapters | Reverse-engineers truth files for continuation |
| AIGC detection | Flags AI-generated passages |
| Export finished book | Formats: txt, md, epub |
| / | View book statistics | Word count, audit rates, token usage |
| Platform trend analysis | Informs new book ideas |
| Configure LLM provider | OpenAI/Anthropic/custom (any OpenAI-compatible) |
inkos config set-model <agent> <model>
| Set model override for a specific agent | , , for multi-provider routing |
| Show current model routing | View per-agent model assignments |
| Diagnose issues | Check installation |
| Update to latest version | Self-update |
| Daemon mode | Background processing. Logs to (JSON Lines). for quiet mode |
inkos review list/approve-all
| Manage chapter approvals | Quality gate |
Error Handling
Common Issues
"book-id not found"
- Verify the ID with
- Ensure you're in the correct project directory
"Provider not configured"
- Run with valid credentials
- Check API key and base URL with
"Context invalid"
- Ensure is a string (wrap in quotes if multi-word)
- Context can be in English or Chinese
"Audit failed"
- Check chapter for encoding issues
- Ensure chapter-words matches actual word count
- Try with
"Book already has chapters" (import)
- Use to append to existing chapters
- Or delete existing chapters first
Running Daemon Mode
For long-running operations:
bash
# Start background daemon
inkos up
# Stop daemon
inkos down
# Daemon auto-processes queued chapters
Tips for Best Results
- Provide rich context: The more guidance in , the more coherent the narrative
- Start with style: If imitating an author, run before generation
- Import first: For existing novels, use to bootstrap truth files before continuing
- Review regularly: Use to catch issues early
- Monitor audits: Check metrics to understand quality bottlenecks
- Use spinoffs strategically: Import canon before writing prequels/sequels
- Batch generation: Generate multiple chapters together (better continuity)
- Check analytics: Use to track quality trends over time
- Export frequently: Keep backups with
Support & Resources
- Homepage: https://github.com/Narcooo/inkos
- Configuration: Stored in project root after
- Truth files: Located in directory per book
- Logs: Check output of for troubleshooting