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SPECIFICTION
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Promptfoo vs Ragas

Promptfoo

promptfoo.dev

Ragas

ragas.io

Side by side

FigurePromptfooRagas
Price fromFree—
Free planYes—
Free trial——
Open sourceYes—
WebYes—
WindowsYes—
macOSYes—
LinuxYesYes
APIYesYes
Self-hostedYesYes
Plans published30
Spec score · LLM Evaluation Tools8.4 (#6)7.2 (#23)
Spec score · Llm Developer Tools8.3 (#6)7.1 (#22)
Spec score · AI LLM Evaluation Tools8.4 (#13)7.2 (#26)
Spec score · LLM Observability Tools8.3 (#13)7.1 (#25)
InstallationInstallation is available through npm, npx, Homebrew, and a project dependency; npm and npx require Node.js 22.22.0 or newer.Ragas can be installed with pip or from its GitHub main branch.
IntegrationsDocumented integrations include LangChain, LangGraph, CrewAI, MCP, Splunk, Burp Suite, GitHub Actions, GitLab, Jenkins, CircleCI, Azure Pipelines, and Bitbucket Pipelines.The documentation lists integrations with Arize, LangSmith, Amazon Bedrock, Google Gemini, OCI Gen AI, LangChain, LangGraph, LlamaIndex, and other frameworks.
Model providersProvider documentation covers OpenAI, Anthropic, Google, Vertex, HTTP, JavaScript, Python, Ruby, shell, OpenAI Agents, and other services.The quick start documents use with OpenAI, Anthropic, Google Gemini, Ollama, and OpenAI-compatible providers.
ProductPromptfoo helps developers and enterprises build secure, reliable AI applications.Ragas is a library for systematically evaluating large language model applications.
SecurityThe site displays SOC 2 and ISO 27001 certification badges.The opened product and documentation pages did not state security certifications or compliance details.
SupportCommunity support is provided through chat and GitHub issues, while Enterprise includes professional services and dedicated Slack support.The Ragas site directs users with questions to its Discord questions chatroom and gives an email for enterprise features and collaborations.

Plans

Promptfoo

  • CommunityFree
  • EnterprisePriced on request
  • On-PremisePriced on request

Promptfoo pricing →

Ragas

No plans published.

Ragas pricing →

In their own words

Promptfoo

Promptfoo helps developers and enterprises evaluate prompts and test AI applications for security risks. It compares prompt outputs across multiple models in a web view. Red-team testing simulates users to look for prompt injections, jailbreaks, data leaks, business rule violations and insecure agent tool use. Its getting-started guide lists more than 60 providers, including OpenAI, Anthropic, Google and local models such as Ollama. Integrations include CI systems such as GitHub Actions, GitLab CI, Jenkins, Azure Pipelines, CircleCI and Bitbucket Pipelines, plus Splunk, Burp Suite, Google Sheets and MCP. Installation is available through npm, npx or Homebrew. Promptfoo requires Node.js 22.22.0 or newer and recommends Node.js 24 LTS. The free Community plan includes all LLM evaluation features and 10k red-team probes per month, and can run locally or be self-hosted. Enterprise includes managed cloud deployment; On-Premise runs on customer infrastructure. Promptfoo says it is based in San Francisco, is now part of OpenAI and remains open source.

Visit promptfoo.dev

Ragas

Ragas has no write-up on Specifiction yet; its figures are above.

Visit ragas.io