AI Code Generation
You’re building AI that generates or modifies code. The AI needs to know what APIs return. You need to verify the generated code actually works. Mokra lets your AI build against real API shapes.The challenge
Your AI generates code like this:- What fields does Stripe return?
- What’s the response structure?
- Does the code actually work?
The solution
- AI generates code
- Code runs against Mokra mock servers
- You observe what API calls were made
- AI iterates based on real behavior
Real response shapes
When your AI’s code calls mock servers, it gets realistic responses:Observe what happened
After running generated code, see exactly what it did:- Customer was created before charge (correct order)
- Charge references the customer (correct linking)
- Amount is correct ($50)
Self-correcting AI example
Fast iteration
Mock servers respond instantly. Your AI can:- Generate code
- Test it
- See results
- Fix issues
- Test again
Using with LLM frameworks
LangChain
CrewAI
Key benefits for AI code generation
| Aspect | Without Mokra | With Mokra |
|---|---|---|
| API response shapes | Hallucinated | Real |
| Code verification | Manual review | Automated |
| Credentials | Security risk | Safe mocks |
| Iteration speed | Slow (rate limits) | Fast |
| Feedback loop | Broken | Complete |