Evaluation

Test and evaluate prompts, agents and RAG systems.

promptfoo

Test your prompts, agents, and RAGs. Red teaming, pentesting and vulnerability scanning for AI. Compare GPT, Claude, Gemini, DeepSeek and more.

Pricing: not verified yet, check the tool's site

Engineering note: Declarative configs with CLI and CI/CD integration, so evals can run as a pipeline step. Repo says it is used by OpenAI and Anthropic.

DeepEval

The LLM Evaluation Framework.

Pricing: not verified yet, check the tool's site

Engineering note: Repo lives under the confident-ai org. Check the repo docs for the metric list before assuming it covers agent-specific cases.

Ragas

Supercharge Your LLM Application Evaluations.

Pricing: not verified yet, check the tool's site

Engineering note: The repo has moved to the vibrantlabsai org (GitHub redirects the old explodinggradients path). Pin to the current org URL in your docs.

Inspect AI

A framework for large language model evaluations.

Pricing: not verified yet, check the tool's site

Engineering note: Published by the UK Government BEIS org on GitHub. A framework to write evals as code.

OpenAI Evals

A framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.

Pricing: not verified yet, check the tool's site

Engineering note: Combines a framework with a registry of benchmarks. Useful as a reference for eval structure.