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Prompt-Spec - Next Generation Agent Prompt Optimization

The ultimate toolkit for
agent prompt optimization

Get StartedGitHub
npm install prompt-spec

Powerful Prompt Optimization

We created prompt-spec to revolutionize prompt engineering: Systematically optimize your AI agent prompts for maximum performance and efficiency.

After optimizing thousands of prompts across diverse AI applications, we've developed a data-driven approach to prompt refinement. Our framework helps you identify what works and why.

This is NOT just another prompt editor. We've built a complete optimization ecosystem for AI agent prompts. Check out our recommendations for best practices in prompt engineering.

The best of the full AI stack...

...but ONLY the parts you need

Take what you want and nothing more!

Optimize

Optimize your AI applications for performance and cost. Analyze token usage, response times, and model behavior to improve efficiency and reduce operating costs.

Create Tools

Create powerful tools and extensions for your AI applications. Build custom integrations, agents, and interfaces that work seamlessly with existing AI frameworks.

Synthetic Generators

Generate synthetic test data and scenarios to validate your AI applications. Create realistic test cases that mimic user interactions to ensure consistent AI behavior.

Transpile

Seamlessly transpile AI code for optimal performance. Convert between different frameworks and ensure compatibility across environments with automated tooling.

Test

Comprehensive test suites for AI applications. Generate realistic test cases, validate outputs, and ensure consistent behavior across different model versions and providers.

Trace

Advanced tracing for AI interactions. Log and monitor framework calls, token usage, and performance metrics to optimize your AI applications and reduce costs.