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Giskard

Observability · Freemium

Open-source evaluation and testing library for LLM agents, RAG systems, and AI risk checks.

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DeepEval

Observability· deepeval.com

Open source

Open-source evaluation framework for testing LLM apps, agents, RAG systems, and prompts with repeatable metrics, regression checks, and CI-friendly workflows.

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Review Giskard for your team’s requirements before a technical pilot.

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Observability· ragas.io

Open source

Evaluation framework for testing RAG and LLM applications with metrics, synthetic test data, and CI-friendly quality checks.

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Observability· comet.com

Open source

Open-source LLM observability and evaluation platform from Comet for tracing, prompt management, testing, and agent optimization.

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Promptfoo

Observability· promptfoo.dev

Open source

Open-source testing, red-teaming, and evaluation framework for prompts, RAG, and agents.

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Python

Detected in linked setup sources

pip
pip install giskard           # checks (+ agents, llm, core)
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