Why Developers Are Switching to Z.ai + Claude Code
In the rapidly evolving landscape of AI-powered development tools, a powerful combination has emerged that’s capturing developers’ attention: Z.ai’s GLM models integrated with Claude Code. This partnership offers compelling advantages that are hard to ignore:
š° Unbeatable Cost Efficiency
- 1/7th the cost of Claude’s official API pricing
- Same powerful interface, fraction of the price
- Pay-as-you-go pricing model that scales with your usage
š Enhanced Performance
- GLM-4.6 reportedly outperforms Claude 4.5 Sonnet in coding tasks
- Superior front-end development capabilities (HTML/CSS generation)
- Faster response times for iterative development
š ļø Seamless Integration
- Zero code changes required in Claude Code
- Full compatibility with Claude Code’s feature set
- Maintains all familiar workflows and shortcuts
Understanding the Integration
The magic behind this integration lies in Z.ai’s Anthropic-compatible API endpoint. This means GLM models can communicate with Claude Code without any modifications to the existing codebase.
Prerequisites
Before you begin, ensure you have:
- Claude Code installed on your system
- Z.ai API key from z.ai/manage-apikey/apikey-list
- Terminal access for environment configuration
Complete Setup Guide
Method 1: Automated Script (Recommended for First-Time Users)
The quickest way to get started is using Z.ai’s setup script:
# Download and run the setup script
curl -O "http://bigmodel-us3-prod-marketplace.cn-wlcb.ufileos.com/1753683755292-30b3431f487b4cc1863e57a81d78e289.sh?ufileattname=claude_code_prod_zai.sh"
chmod +x claude_code_prod_zai.sh
./claude_code_prod_zai.sh
The script automatically:
- Sets the correct API endpoint
- Configures authentication
- Applies optimal model settings
Method 2: Manual Configuration
For more control over the configuration, set up manually:
# Set the Z.ai API endpoint
export ANTHROPIC_BASE_URL=https://api.z.ai/api/anthropic
# Add your API key
export ANTHROPIC_AUTH_TOKEN=YOUR_ZAI_API_KEY_HERE
Important: These environment variables must be set before launching Claude Code.
Model Configuration and Performance
Available Models
Model | Use Case | Performance | Cost |
---|---|---|---|
GLM-4.6 | Complex coding, dialogue, full-stack development | āāāāā | Low |
GLM-4.5-Air | File search, syntax checking, quick tasks | āāāā | Very Low |
Custom Model Selection
To specify which GLM model to use for different tasks, edit your Claude Code settings. Create or modify the configuration file at ~/.claude/settings.json
:
Basic Configuration
{
"env": {
"ANTHROPIC_API_KEY": "your_zai_api_key_here",
"ANTHROPIC_BASE_URL": "https://api.z.ai/api/anthropic",
"ANTHROPIC_DEFAULT_HAIKU_MODEL": "GLM-4.5-Air",
"ANTHROPIC_DEFAULT_SONNET_MODEL": "GLM-4.6",
"ANTHROPIC_DEFAULT_OPUS_MODEL": "GLM-4.6"
}
}
Advanced Configuration with Custom Settings
{
"env": {
"ANTHROPIC_API_KEY_USE": "https://docs.z.ai/scenario-example/develop-tools/claude",
"ANTHROPIC_API_KEY": "your_zai_api_key_here",
"ANTHROPIC_BASE_URL": "https://api.z.ai/api/anthropic",
"ANTHROPIC_MODEL": "GLM-4.6",
"ANTHROPIC_SMALL_FAST_MODEL": "GLM-4.5-Air",
"ANTHROPIC_DEFAULT_OPUS_MODEL": "GLM-4.6",
"ANTHROPIC_DEFAULT_SONNET_MODEL": "GLM-4.6",
"ANTHROPIC_DEFAULT_HAIKU_MODEL": "GLM-4.5-Air"
},
"modelPreferences": {
"coding": "GLM-4.6",
"debugging": "GLM-4.6",
"documentation": "GLM-4.6",
"fileSearch": "GLM-4.5-Air",
"syntaxCheck": "GLM-4.5-Air",
"quickRefactor": "GLM-4.5-Air"
}
}
Model Mapping Explanation
Claude Model | GLM Equivalent | Best Use Cases |
---|---|---|
Haiku (fast) | GLM-4.5-Air | Quick searches, syntax validation, file operations |
Sonnet (balanced) | GLM-4.6 | General coding, debugging, documentation |
Opus (powerful) | GLM-4.6 | Complex architecture, full-stack development |
Key Environment Variables
Variable | Purpose | Example Value |
---|---|---|
ANTHROPIC_API_KEY | Your Z.ai API key | adxxxxxxhJ5nZ4 |
ANTHROPIC_BASE_URL | Z.ai API endpoint | https://api.z.ai/api/anthropic |
ANTHROPIC_MODEL | Default model | GLM-4.6 |
ANTHROPIC_SMALL_FAST_MODEL | Quick tasks model | GLM-4.5-Air |
Task-Specific Configuration Examples
For Front-End Development:
{
"env": {
"ANTHROPIC_API_KEY": "your_zai_api_key_here",
"ANTHROPIC_BASE_URL": "https://api.z.ai/api/anthropic",
"ANTHROPIC_MODEL": "GLM-4.6",
"ANTHROPIC_DEFAULT_HAIKU_MODEL": "GLM-4.5-Air",
"ANTHROPIC_DEFAULT_SONNET_MODEL": "GLM-4.6",
"ANTHROPIC_DEFAULT_OPUS_MODEL": "GLM-4.6"
},
"projectType": "frontend",
"preferredModel": "GLM-4.6"
}
For Quick Prototyping:
{
"env": {
"ANTHROPIC_API_KEY": "your_zai_api_key_here",
"ANTHROPIC_BASE_URL": "https://api.z.ai/api/anthropic",
"ANTHROPIC_MODEL": "GLM-4.5-Air",
"ANTHROPIC_DEFAULT_HAIKU_MODEL": "GLM-4.5-Air",
"ANTHROPIC_DEFAULT_SONNET_MODEL": "GLM-4.5-Air",
"ANTHROPIC_DEFAULT_OPUS_MODEL": "GLM-4.6"
},
"mode": "rapid-prototyping"
}
For Cost Optimization:
{
"env": {
"ANTHROPIC_API_KEY": "your_zai_api_key_here",
"ANTHROPIC_BASE_URL": "https://api.z.ai/api/anthropic",
"ANTHROPIC_MODEL": "GLM-4.5-Air",
"ANTHROPIC_SMALL_FAST_MODEL": "GLM-4.5-Air",
"ANTHROPIC_DEFAULT_HAIKU_MODEL": "GLM-4.5-Air",
"ANTHROPIC_DEFAULT_SONNET_MODEL": "GLM-4.5-Air",
"ANTHROPIC_DEFAULT_OPUS_MODEL": "GLM-4.5-Air"
},
"costOptimization": true
}
Verification
After updating your settings, verify the configuration:
- Restart Claude Code to apply changes
- Run
/status
command to check active models - Test with a simple coding task to confirm model selection
The configuration takes effect immediately after restarting Claude Code.
Model Performance Insights
Based on community feedback:
- GLM-4.6 excels at: Full-stack development, complex problem-solving, code architecture
- GLM-4.5-Air shines in: Quick searches, syntax validation, simple refactoring
- Both models handle: Multiple programming languages, framework integration, debugging
Common Issues and Solutions
Issue 1: Settings.json Validation Error
Problem: Claude Code shows “invalid settings files” error even with correct configuration.
Solution: This is a known validation issue with the Z.ai API endpoint. Two workarounds:
Empty settings.json (disables hooks but allows basic functionality):
{}
Use environment variables only and skip settings.json entirely.
Issue 2: API Connection Problems
Problem: Authentication failures or connection timeouts.
Solution:
- Verify your API key is correct and active
- Check that the base URL is exactly:
https://api.z.ai/api/anthropic
- Ensure environment variables are set before launching Claude Code
Issue 3: Model Not Responding as Expected
Problem: GLM models not being used despite configuration.
Solution:
- Check model status with
/status
command in Claude Code - Verify the environment variables are properly set
- Restart Claude Code after configuration changes
Advanced Configuration
Optimizing for Different Development Scenarios
Performance Tuning Tips
- Use GLM-4.5-Air for repetitive tasks to save costs
- Switch to GLM-4.6 for complex problem-solving
- Clear context periodically when working on long sessions
- Use specific prompts to guide the model selection process
Community Feedback and Real-World Experiences
What Developers Are Saying
“I was paying $200/month for Claude’s coding plan. Z.ai GLM-4.6 gives me better performance at 1/7th the cost. It’s a no-brainer.” - Reddit User
“GLM-4.6 is crushing it for front-end development. The HTML/CSS generation is noticeably better than Claude 4.5 Sonnet.” - Developer Blog
“The setup was incredibly simple. Just set two environment variables and I was up and running in minutes.” - GitHub Issue Comment
Performance Comparisons
Feature | Claude 4.5 Sonnet | GLM-4.6 | Winner |
---|---|---|---|
Front-end Code | Good | Excellent | GLM-4.6 |
Backend Logic | Excellent | Excellent | Tie |
Debugging | Very Good | Very Good | Tie |
Documentation | Excellent | Good | Claude 4.5 |
Cost | $200/month | ~$30/month | GLM-4.6 |
Response Speed | Fast | Faster | GLM-4.6 |
Troubleshooting Checklist
Before reaching out for support, run through this checklist:
Best Practices
1. Security First
- Never commit API keys to version control
- Use environment variables instead of hardcoding
- Regularly rotate your API keys
2. Optimize Costs
- Use GLM-4.5-Air for simple tasks
- Switch to GLM-4.6 only when needed
- Monitor your usage regularly
3. Maximize Performance
- Clear context when switching between projects
- Use specific, well-structured prompts
- Leverage the
/status
command to verify model selection
4. Stay Updated
- Follow Z.ai’s documentation for new features
- Join community forums for tips and tricks
- Test new model versions as they’re released
Getting Help
If you encounter issues:
- Check the official documentation: docs.z.ai/scenario-example/develop-tools/claude
- Visit the community forum: Active discussions on Reddit and developer blogs
- Check GitHub issues: Known problems and workarounds are regularly updated
- Contact Z.ai support: Direct assistance for API-specific problems
Conclusion
The integration of Z.ai’s GLM models with Claude Code represents a significant shift in the AI development landscape. By offering superior performance at a fraction of the cost, it’s becoming the go-to choice for developers who want to maximize their productivity without breaking the bank.
Whether you’re a solo developer looking to optimize costs or a team seeking better performance, the Z.ai + Claude Code combination provides a compelling solution that’s hard to beat.
Ready to get started? Follow the setup guide above and experience the power of GLM-4.6 in Claude Code today!
This guide is based on community feedback, official documentation, and real-world testing experiences. Features and pricing may change, so always check the latest documentation for the most up-to-date information.