MLflow vs OpenLLMetry
An independent, evidence-based trust comparison of MLflow and OpenLLMetry, two Observability & Evaluation projects in the HVTracker registry. Scores come from public, checkable signals — supply-chain provenance, OSSF Scorecard, maintenance, and adoption — not popularity.
MLflow leads on trust — 88.2/100 (Grade A) vs 83.1/100 (Grade A), a 5.1-point gap. Full breakdown below.
| Signal | MLflowmlflow/mlflow | OpenLLMetrytraceloop/openllmetry |
|---|---|---|
| HVTrust score | 88.2 | 83.1 |
| Evidence grade | A | A |
| Coverage grade | A | B |
| Overall rank | #19 | #50 |
| Rank in Observability & Evaluation | #1 | #3 |
| GitHub stars | 27.3k | 7.3k |
| Last updated | 1d ago | 16d ago |
| Build provenance | Yes | Yes |
| OSSF Scorecard | 5.5 / 10 | 6.7 / 10 |
| License | Apache-2.0 | Apache-2.0 |
| Downloads | 8.8M/wk | 575k/wk |
| Trust dimensions (points earned) | ||
| Safety / integrity / 25 | 19.4 | 19.9 |
| Identity & provenance / 18 | 18.0 | 18.0 |
| Transparency / 17 | 13.2 | 14.2 |
| Maintenance / 20 | 19.9 | 10.9 |
| Adoption / 20 | 19.9 | 17.0 |
| Runtime capability surface (full matrix) | ||
| MCP server | Implemented | Implemented |
| External providers | 5 — Amazon Bedrock, Anthropic, Google Gemini, … | 5 — Amazon Bedrock, Anthropic, Google Gemini, … |
| Requires API keys | No | No |
| Plugin surface | plugins | extensions |
| Provenance drift | Unknown | Match |
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MLflow profile
OpenLLMetry profile
More Observability & Evaluation →
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 v4.2 →