Mirascope/lilypad

Open-source versioning, tracing, and annotation tooling.

48
/ 100
Emerging

When working with AI models (like ChatGPT), their responses can vary, making it hard to track what worked best. This tool helps you keep a record of every input you send to an AI model and every response it gives back, along with details about the specific AI code that generated it. This allows AI developers and data scientists to systematically improve their AI applications.

214 stars.

Use this if you are building applications with large language models and need to track, version, and evaluate their non-deterministic outputs.

Not ideal if you are looking for a maintained solution, as this project is deprecated in favor of Mirascope v2 and Mirascope Cloud.

LLM engineering AI development model evaluation prompt engineering AI application monitoring
No Package No Dependents
Maintenance 10 / 25
Adoption 10 / 25
Maturity 16 / 25
Community 12 / 25

How are scores calculated?

Stars

214

Forks

16

Language

Python

License

Last pushed

Jan 23, 2026

Commits (30d)

0

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