[::] Agentic Stacks

DeepEval vs promptfoo

Pick two tools from the same category to compare side-by-side.

DeepEval
Open-source LLM evaluation framework with pytest-style testing and 50+ research-backed metrics, maintained by Confident AI.
promptfoo
Open-source CLI for prompt and LLM eval, including red-teaming.
Category evaleval
Vendor type hybridopen source
Pricing freemiumfree
Strengths
  • + 50+ research-backed metrics covering RAG, agents, and safety dimensions
  • + Pytest-style API designed for unit testing LLM apps in CI/CD
  • + Local-first execution; cloud platform is optional
  • + Includes synthetic test data generation and red-teaming capabilities
  • + Open source, CLI-first
  • + Strong red-team / security eval modules
  • + Easy to wire into CI
Tradeoffs
  • − LLM-as-judge metrics consume judge-model tokens and can vary between runs
  • − Documentation and feature set steer users toward the commercial Confident AI platform
  • − Less polished UI than commercial alternatives
Used in stacks 0 3

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