Arize Phoenix vs Promptfoo
Promptfoo leads on trust: 92.6/100 (Grade A) against 75.1/100 (Grade B), a 17.5-point gap. Promptfoo leads on supply-chain integrity and transparency.
AI Observability & Evaluation
Arize Phoenix doesn't lead on any scored dimension in this pair.
Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.
Choose Promptfoo if supply-chain integrity and transparency matter most.
- +11.2Safety / Integrity: 100% of recent commits signed, against 63%
- +6.4Transparency
- +2.1Adoption: 1.3M weekly downloads against 158.2k
Where they differ
1 dimension identical: Identity 18.0 · Full evidence table
An independent, evidence-based trust comparison of Arize Phoenix and Promptfoo, two Observability & Evaluation projects in the HVTracker registry. Scores come from public, checkable signals — supply-chain provenance, OSSF Scorecard, maintenance, and adoption — not popularity.
Full evidence
| Signal | Arize PhoenixArize-AI/phoenix | Promptfoopromptfoo/promptfoo |
|---|---|---|
| HVTrust score | 75.1 | 92.6 |
| Evidence grade | B | A |
| Coverage grade | A | A |
| Overall rank | #261 | #8 |
| Rank in Observability & Evaluation | #9 | #1 |
| GitHub stars | 12.1k | 26.8k |
| Last updated | today | 1d ago |
| Build provenance | Yes | Yes |
| OSSF Scorecard | — | 7.5 / 10 |
| License | NOASSERTION | MIT |
| Downloads | 158k/wk | 1.3M/wk |
| Trust dimensions (points earned) | ||
| Safety / integrity / 25 | 10.7 | 21.9 |
| Identity & provenance / 18 | 18.0 | 18.0 |
| Transparency / 17 | 8.5 | 14.9 |
| Maintenance / 20 | 20.0 | 19.9 |
| Adoption / 20 | 16.7 | 18.8 |
| Runtime capability surface (full matrix) | ||
| MCP server | Implemented | Implemented |
| External providers | 6 — Amazon Bedrock, Anthropic, E2B, … | 3 — Amazon Bedrock, Anthropic, OpenAI |
| Requires API keys | No | Yes |
| Plugin surface | plugins | plugins |
| Provenance drift | Partial | Match |
How to read this: HVTrust (0–100) weighs supply-chain signals (provenance, OSSF Scorecard, signed commits, open license) alongside real-world adoption, scaled by an evidence-confidence factor. Grade bands: A ≥ 80, B ≥ 65, C ≥ 50, D < 50. Signals refresh daily. Full methodology v4.4 →