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Querying Mlflow Metrics

Pulls aggregated metrics from MLflow tracking servers so you can analyze token usage, latency, and quality scores without writing custom queries. You get flexible bucketing by time or dimensions like trace name and status, plus percentiles for understanding distribution. The examples show real use cases like hourly token trends over 24 hours or P95 latency grouped by trace. It's a straightforward wrapper around MLflow's metrics API that saves you from dealing with the raw endpoints. Most useful when you're running LLM experiments in MLflow and need quick cost or performance insights without building dashboards.

skills.sh installs
959
GitHub stars
91
last updated
Aug 21, 2026

Install

$ npx -y skills add mlflow/skills --skill querying-mlflow-metrics --agent claude-code

Installs into .claude/skills of the current project.

Files

Pulls aggregated metrics from MLflow tracking servers so you can analyze token usage, latency, and quality scores without writing custom queries. You get flexible bucketing by time or dimensions like trace name and status, plus percentiles for understanding distribution. The examples show real use cases like hourly token trends over 24 hours or P95 latency grouped by trace. It's a straightforward wrapper around MLflow's metrics API that saves you from dealing with the raw endpoints. Most useful when you're running LLM experiments in MLflow and need quick cost or performance insights without building dashboards.

Browse the repository on GitHub

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Details

Repository
github.com/mlflow/skills
Categories
Code Review & Quality, AI & Agent Building, Data Science & ML
First seen
Jun 3, 2026

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