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Promptfoo vs Ragas
Agent-native side-by-side. Scores are curated estimates on a 0–10 scale. Lock-in: higher = worse. Prefer JTBD picks via /api/decide when choosing for a job.
| Dimension | Promptfoo | Ragas |
|---|---|---|
| Overall | 8.4 | 8.3 |
| Capability fit | 8.2 | 8.0 |
| Price / performance | 9.2 | 9.5 |
| Latency / reliability | 7.8 | 7.5 |
| Developer & agent DX | 8.8 | 8.2 |
| Privacy / data retention | 9.0 | 9.2 |
| Lock-in risk (higher = worse) | 2.5 | 2.0 |
| Maturity / track record | 8.0 | 7.8 |
| Pricing | As of 2026-10-24 (promptfoo.dev/pricing, fetched 2026-10-24): Community 'Free Forever' ('Our open-source tool, perfect for individual developers and small teams.') with 'Red teaming (10k probes/month)' and 'Run locally o… | As of 2026-09-14: Free open-source RAG evaluation library; cost is judge-LLM tokens only (~$0.50–$2 per 100 queries with cheap judges). No hosted SaaS required. Deep LangChain/LlamaIndex integration. |
| Tagline | Default OSS eval harness. Braintrust when you want hosted collaboration; Promptfoo when you want local/CI… | Default RAG metric library. Pair with Promptfoo/Braintrust for broader agent evals. |
Promptfoo
Default OSS eval harness. Braintrust when you want hosted collaboration; Promptfoo when you want local/CI control. Strengths: OSS + CI-native; Red teaming built-in; Multi-provider comparisons.
Strengths
- OSS + CI-native
- Red teaming built-in
- Multi-provider comparisons
Weaknesses
- Less polished product UI than Braintrust
- Enterprise features gated
- You bring judge costs
Ragas
Default RAG metric library. Pair with Promptfoo/Braintrust for broader agent evals. Strengths: RAG-specific metrics; Free/OSS; Python-native.
Strengths
- RAG-specific metrics
- Free/OSS
- Python-native
Weaknesses
- Not a full agent-trace platform
- You operate harness
- Less red-team than Promptfoo
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