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Open source

Comet Opik

Trace, evaluate and test LLM-based applications.

What it is

Comet's open source tool for debugging chains and agents: it stores traces step by step, applies evaluation metrics such as hallucination or relevance, and plugs them into your test pipeline.

Best for

Debugging agents with many chained steps.

What the free plan includes

  • One user on the free plan
  • Monthly trace quota
  • Self-hostable open source version

Free plans change often. Confirm the limits on the official page before deciding.

Hugging Face

Pick

Community models, datasets and runnable demos.

Free for public models, datasets and Spaces

Open source

Google AI Studio

Pick

Prototype with the Gemini models from your browser.

Free studio access and a free API tier

NVIDIA NIM

Hosted APIs for AI models optimised by NVIDIA.

Free API credits for prototyping