RAGAS Alternatives
Open-source evaluation and testing framework for LLM and RAG applications
Ragas is an open-source Python framework for evaluating and testing LLM applications, with a focus on RAG pipelines.
Explore 44 alternatives to RAGAS across 1 category. Each tool listed below shares at least one category with RAGAS.
Top RAGAS alternatives at a glance
- DeepEval. Open-source LLM evaluation framework with 50+ metrics for testing agents, RAG, and chatbots
- Evidently AI. Open-source ML and LLM evaluation with 100+ built-in metrics and CI/CD integration
- Future AGI. Open-source platform for testing, monitoring, and improving AI agents with tracing, evals, guardrails, and gateway
- Rhesis AI. Open-source testing platform for LLM and agentic applications. Test generation, adversarial probing, and regression t...
- Galileo. AI evaluation and observability platform with hallucination detection and real-time guardrails
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Braintrust
Stop building AI in the dark.
Comet Opik
Comet provides an end-to-end model evaluation platform for AI developers.
Agenta
Open-source prompt management, evaluation, and observability for LLM apps
Dunetrace
Runtime reliability and failure detection for AI agents
Presidio
Microsoft open-source SDK for detecting and anonymizing PII in text and images
Guardrails AI
Open-source framework for adding input and output validators around LLM calls
NeMo Guardrails
NVIDIA toolkit for adding programmable guardrails to LLM conversational apps
Frequently asked questions
What are the best alternatives to RAGAS?
Based on category overlap and popularity, the top alternatives to RAGAS include: DeepEval (Open-source LLM evaluation framework with 50+ metrics for testing agents, RAG...); Evidently AI (Open-source ML and LLM evaluation with 100+ built-in metrics and CI/CD integr...); Future AGI (Open-source platform for testing, monitoring, and improving AI agents with tr...); Rhesis AI (Open-source testing platform for LLM and agentic applications. Test generatio...); Galileo (AI evaluation and observability platform with hallucination detection and rea...). See all 44 alternatives compared on this page.
Is there a free alternative to RAGAS?
Yes. 39 alternatives to RAGAS offer a free tier or free trial: DeepEval, Evidently AI, Future AGI, Rhesis AI, Galileo, Giskard, and more. Use the comparison above to find the best fit for your use case.
Are there open-source alternatives to RAGAS?
Yes. 20 of the 44 alternatives to RAGAS listed here are open source: DeepEval, Evidently AI, Future AGI, Rhesis AI, Giskard, TruLens, and more. Open-source tools can be self-hosted for full control over data and infrastructure.
What is RAGAS?
Ragas is an open-source Python framework for evaluating and testing LLM applications, with a focus on RAG pipelines. It provides automated metrics like faithfulness, context relevance, context recall, and answer relevancy, plus synthetic test data generation. Integrates with LangChain, LlamaIndex... See 44 alternatives to RAGAS across 1 category.
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