Python-native eval framework with growing red team capabilitiesDeepEval is a popular Python-native LLM evaluation framework with 50+ metrics, 20+ attack methods (via DeepTeam), and native pytest integration. It has 12.8K GitHub stars and 400K+ monthly downloads. Confident AI is their commercial SaaS offering.
Competitor data (GitHub stars, downloads, feature counts, funding / acquisition status) verified as of 2026-04-28. EvalGuard's own counts are sourced live from the drift-checked registry.
Coverage at a glance
Where both platforms publish a number, here's the gap. Our values come straight from the drift-checked registry; DeepEval / Confident AI's are quoted as published.
| Feature | EvalGuard | DeepEval / Confident AI |
|---|---|---|
| Eval Scorers | 188 | 50+ |
| Attack Plugins | 249 | 20+ (DeepTeam) |
| LLM Providers | 91 | ~15 |
| Compliance Frameworks | 33 | 6 |
| Languages | TypeScript + Python | Python only |
| LLM Firewall | 5-layer | No |
| LLM Gateway | Yes | No |
| Agent Tracing | OpenTelemetry | No |
| Prompt IDE | Yes | No |
| NL→Eval Pipeline | Yes (unique) | No |
| SaaS Dashboard | Yes | Confident AI ($19.99/seat) |
| Open Source | Apache 2.0 | MIT (12.8K★) |
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