Open-Source AI · LLM / RAG framework

Haystack vs Promptfoo

Haystack vs Promptfoo compared for 2026 — features, license, ease of use, performance and which one to choose. Production pipelines for search and RAG vs Unit tests for your prompts.

Updated regularly · curated by OpenSourceAI.tech

Choose Haystack for teams wanting production search pipelines. Choose Promptfoo for teams shipping prompts to production.

Haystack vs Promptfoo at a glance

SpecHaystackPromptfoo
CategoryLLM / RAG frameworkLLM / RAG framework
TypeNLP / RAG frameworkPrompt testing
LicenseApache-2.0MIT
Runs locallyCloud-optionalYes
Primary languagePythonTypeScript
Ease of useIntermediateBeginner
Best forteams wanting production search pipelinesteams shipping prompts to production
GitHub stars25.9k23.3k

How Haystack and Promptfoo score

🏆 Overall edge: Promptfoo — 4.7 vs 4.1 / 5
CriterionHaystackPromptfoo
Popularity3.53.5
Maintenance5.05.0
Ease of use3.55.0
Privacy3.55.0
License freedom5.05.0

Scores are computed automatically from public signals — GitHub stars (popularity), recent commit activity (maintenance), license type (freedom), local-first design (privacy) and onboarding complexity (ease of use). Indicative, not a verdict.

What each one is

Haystack

NLP / RAG framework · Apache-2.0

Haystack by deepset is a production-oriented framework for building search and RAG pipelines with a clear, composable component model.

  • Production-first, composable pipeline model
  • Strong document search and retrieval
  • Apache-2.0 with enterprise backing
See the Haystack page →

Promptfoo

Prompt testing · MIT

Promptfoo runs your prompts against test cases across models, catching regressions before they reach production, and includes red-teaming checks.

  • Regression tests for prompts
  • Compares models side by side
  • Built-in security red-teaming
See the Promptfoo page →

Key differences

Haystack is nLP / RAG framework, while Promptfoo is prompt testing. Their licenses differ (Apache-2.0 vs MIT), which matters if you ship a commercial product. Haystack leans more intermediate-friendly, whereas Promptfoo is more suited to beginner users. They also differ in how they run (Cloud-optional vs Yes). In short, Haystack fits teams wanting production search pipelines, and Promptfoo fits teams shipping prompts to production.

Which should you choose?

Choose Haystack for teams wanting production search pipelines. Choose Promptfoo for teams shipping prompts to production.

There is rarely one winner — many setups use both. The right pick depends on your hardware, your team's skills, and whether you value simplicity or control.

Frequently asked questions

Is Haystack or Promptfoo easier to use?

Promptfoo is generally the easier of the two to get started with, while Haystack rewards more setup with more control.

Are Haystack and Promptfoo free?

Haystack is free and open source (Apache-2.0), and Promptfoo is free and open source (MIT). Neither charges for the core software.

Can I run Haystack and Promptfoo locally?

Haystack: cloud-optional · Promptfoo: yes. Both can be used without sending your data to a third-party cloud where their setup allows.

Haystack vs Promptfoo — which should I pick in 2026?

Choose Haystack for teams wanting production search pipelines. Choose Promptfoo for teams shipping prompts to production.

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