Kimi Writing Agent

2 hours ago 2

An autonomous agent powered by the kimi-k2-thinking model for creating novels, books, and short story collections.

  • 🤖 Autonomous Writing: The agent plans and executes creative writing tasks independently
  • 📚 Multiple Formats: Create novels, books, or short story collections
  • Real-Time Streaming: See the agent's reasoning and writing appear as it's generated
  • 💾 Smart Context Management: Automatically compresses context when approaching token limits
  • 🔄 Recovery Mode: Resume interrupted work from saved context summaries
  • 📊 Token Monitoring: Real-time tracking of token usage with automatic optimization
  • 🛠️ Tool Use: Agent can create projects, write files, and manage its workspace

We recommend using uv for fast Python package management:

# Install uv (if you don't have it) curl -LsSf https://astral.sh/uv/install.sh | sh
  1. Install dependencies:

Using uv (recommended):

uv pip install -r requirements.txt

Or using pip:

pip install -r requirements.txt
  1. Configure your API key:

Create a .env file with your API key:

# Copy the example file cp env.example .env # Edit .env and add your API key # The file should contain: MOONSHOT_API_KEY=your-api-key-here

Optional: Set custom base URL (defaults to https://api.moonshot.ai/v1):

# Add to your .env file: MOONSHOT_BASE_URL=https://api.moonshot.ai/v1

Run with an inline prompt:

# Using uv (recommended) uv run kimi-writer.py "Create a collection of 5 sci-fi short stories about AI" # Or using python directly python kimi-writer.py "Create a collection of 5 sci-fi short stories about AI"

Or run interactively:

uv run kimi-writer.py # or: python kimi-writer.py

Then enter your prompt when asked.

If the agent is interrupted or you want to continue previous work:

uv run kimi-writer.py --recover output/my_project/.context_summary_20250107_143022.md # or: python kimi-writer.py --recover output/my_project/.context_summary_20250107_143022.md

The agent has access to three tools:

  1. create_project: Creates a project folder to organize the writing
  2. write_file: Writes markdown files with three modes:
    • create: Creates a new file (fails if exists)
    • append: Adds content to an existing file
    • overwrite: Replaces the entire file content
  3. compress_context: Automatically triggered to manage context size
  1. The agent receives your prompt
  2. It reasons about the task using kimi-k2-thinking
  3. It decides which tools to call and executes them
  4. It reviews the results and continues until the task is complete
  5. Maximum 300 iterations with automatic context compression
  • Token Limit: 200,000 tokens
  • Auto-Compression: Triggers at 180,000 tokens (90% of limit)
  • Backups: Automatic context summaries every 50 iterations
  • Recovery: All summaries saved with timestamps for resumption
kimi-writer/ ├── kimi-writer.py # Main agent ├── tools/ │ ├── __init__.py # Tool registry │ ├── writer.py # File writing tool │ ├── project.py # Project management tool │ └── compression.py # Context compression tool ├── utils.py # Utilities (token counting, etc.) ├── requirements.txt # Python dependencies ├── env.example # Example configuration ├── .gitignore # Git ignore rules └── README.md # This file # Generated during use: output/ # All AI-generated projects go here ├── your_project_name/ # Created by the agent │ ├── chapter_01.md # Written by the agent │ ├── chapter_02.md │ └── .context_summary_*.md # Auto-saved context summaries └── another_project/ └── ...
uv run kimi-writer.py "Write a mystery novel set in Victorian London with 10 chapters"

Example 2: Short Story Collection

uv run kimi-writer.py "Create 7 interconnected sci-fi short stories exploring the theme of memory"
uv run kimi-writer.py "Write a comprehensive guide to Python programming with 15 chapters"

Watch the agent think and write in real-time:

  • 🧠 Reasoning Stream: See the agent's thought process as it plans
  • 💬 Content Stream: Watch stories being written character by character
  • 🔧 Tool Call Progress: Live updates when generating large content (shows character/word count)
  • No Waiting: Immediate feedback - no more staring at a blank screen

The agent displays its progress: Iteration X/300

Real-time token usage: Current tokens: 45,234/200,000 (22.6%)

Press Ctrl+C to interrupt. The agent will save the current context for recovery.

  1. Be Specific: Clear prompts get better results

    • Good: "Create a 5-chapter romance novel set in modern Tokyo"
    • Less good: "Write something interesting"
  2. Let It Work: The agent works autonomously - it will plan and execute the full task

  3. Recovery is Easy: If interrupted, just use the --recover flag with the latest context summary

  4. Check Progress: Generated files appear in real-time in the project folder

"MOONSHOT_API_KEY environment variable not set"

Make sure you have created a .env file in the project root with your API key:

MOONSHOT_API_KEY=your-actual-api-key-here

"401 Unauthorized" or Authentication errors

  • Verify your API key is correct in the .env file
  • Make sure you're using the correct base URL: https://api.moonshot.ai/v1
  • Get your API key from: https://platform.moonshot.cn/

"Error creating project folder"

Check write permissions in the current directory

The agent can run up to 300 iterations. For very complex tasks, this is normal. Check the project folder to see progress.

The agent automatically compresses context at 180K tokens. If you see compression messages, the system is working correctly.

  • Model: kimi-k2-thinking
  • Temperature: 1.0 (optimized for this model)
  • Max Tokens per Call: 65,536 (64K)
  • Context Window: 200,000 tokens
  • Max Iterations: 300
  • Compression Threshold: 180,000 tokens

You can customize this as you please.

MIT License with Attribution Requirement - see LICENSE file for details.

Commercial Use: If you use this software in a commercial product, you must provide clear attribution to Pietro Schirano (@Doriandarko).

API Usage: This project uses the Moonshot AI API. Please refer to Moonshot AI's terms of service for API usage guidelines.

Star History Chart
Read Entire Article