Head-to-head
EvalGuard vs MLflow.
Open-source ML lifecycle platform with LLM evalMLflow is Databricks' open-source ML lifecycle platform with recently added LLM evaluation capabilities.
6
EvalGuard wins
2
Ties
1
MLflow wins
across the 10-row feature matrix · 1 row unverified, counted for neither side · see “where MLflow leads” below
Competitor data (GitHub stars, downloads, feature counts, funding / acquisition status) verified as of 2026-08-10. EvalGuard's own counts are sourced live from the drift-checked registry.
Coverage at a glance
EvalGuard vs MLflow, by the numbers
Where both platforms publish a number, here's the gap. Our values come straight from the drift-checked registry; MLflow's are quoted as published.
Attack Plugins
EvalGuard300
MLflow0
Eval Scorers
EvalGuard200
MLflow24
LLM Providers
EvalGuard90
MLflow15
| Feature | EvalGuard | MLflow |
|---|---|---|
| Attack Plugins | 300+ | 0 |
| Eval Scorers | 200+ | 24 built-in + judges |
| Model Registry | No | Yes |
| Experiment Tracking | Yes | Yes |
| LLM Firewall | Yes (inline, blocking) | No inline blocking (Guardrails AI validators as offline scorers) |
| Compliance framework mappings | 50 mapped in-product (EU AI Act, ISO 42001, NIST AI RMF …) | Not published |
| Open Source | Apache 2.0 (SDKs + CLI) | Apache 2.0 |
| SaaS Dashboard | Yes | Databricks only |
| Red Team Testing | Full suite | No |
| LLM Providers | 90+ | ~15 |
Why choose EvalGuard over MLflow
- 300+ attack plugins — MLflow has zero security testing
- 200+ scorers vs 24 — 10.2x more evaluation metrics
- Standalone SaaS — MLflow SaaS requires Databricks
- Inline runtime firewall — MLflow's Guardrails AI integration scores traces, it does not block requests
- 90+ LLM providers vs ~15
Where MLflow leads
- MLflow has mature model registry and deployment
- MLflow ships 24 built-in GenAI scorers plus a judge framework and adapters for deepeval, Ragas, TruLens and Phoenix — this page previously said ~12
- MLflow is deeply integrated with Databricks ecosystem
- MLflow has massive open-source community
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