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deepeval alternatives

Curated alternatives to deepeval — and why you'd switch.

Ragas

Evaluation toolkit for your RAG and agent pipelines — faithfulness, relevance, and more.

Why switchThe two default pip installs for LLM evaluation: Ragas is RAG-centric (faithfulness, relevance); DeepEval covers the same RAG suite plus agents, chatbots, safety metrics and pytest-style CI integration. Broader tool vs sharper tool.
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giskard-oss

Giskard v3: modular Python evals and red-teaming for agentic systems — scenario-based checks with LLM-as-judge, plus an automatic vulnerability scanner across OWASP LLM Top-10 categories.

Why switchBoth are modular Python eval frameworks with LLM-as-judge and safety scanning. Giskard leans scenario-based checks and OWASP-mapped vulnerability scanning; DeepEval leans metric breadth and pytest-in-CI ergonomics.
Full comparison →