Open-Source AI · LLM / RAG framework

LLMWare vs Promptfoo

LLMWare vs Promptfoo compared for 2026 — features, license, ease of use, performance and which one to choose. Enterprise RAG with small specialised models vs Unit tests for your prompts.

Updated regularly · curated by OpenSourceAI.tech

Choose LLMWare for private RAG on modest hardware. Choose Promptfoo for teams shipping prompts to production.

LLMWare vs Promptfoo at a glance

SpecLLMWarePromptfoo
CategoryLLM / RAG frameworkLLM / RAG framework
TypeRAG frameworkPrompt testing
LicenseApache-2.0MIT
Runs locallyYesYes
Primary languagePythonTypeScript
Ease of useIntermediateBeginner
Best forprivate RAG on modest hardwareteams shipping prompts to production
GitHub stars14.8k23.3k

How LLMWare and Promptfoo score

🏆 Overall edge: Promptfoo — 4.7 vs 4.2 / 5
CriterionLLMWarePromptfoo
Popularity3.03.5
Maintenance4.55.0
Ease of use3.55.0
Privacy5.05.0
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

LLMWare

RAG framework · Apache-2.0

LLMWare focuses on RAG pipelines built from small, specialised models that run on CPU, aimed at private enterprise deployments.

  • Runs specialised small models on CPU
  • Complete RAG pipeline out of the box
  • Built for private deployments
See the LLMWare 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

LLMWare is rAG framework, while Promptfoo is prompt testing. Their licenses differ (Apache-2.0 vs MIT), which matters if you ship a commercial product. LLMWare leans more intermediate-friendly, whereas Promptfoo is more suited to beginner users. In short, LLMWare fits private RAG on modest hardware, and Promptfoo fits teams shipping prompts to production.

Which should you choose?

Choose LLMWare for private RAG on modest hardware. 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 LLMWare or Promptfoo easier to use?

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

Are LLMWare and Promptfoo free?

LLMWare 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 LLMWare and Promptfoo locally?

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

LLMWare vs Promptfoo — which should I pick in 2026?

Choose LLMWare for private RAG on modest hardware. Choose Promptfoo for teams shipping prompts to production.

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