Description
Master dispatcher for all MLflow workflows. Use this skill when the user wants to do anything with MLflow — tracing, evaluating, debugging, or improving an agent. Routes to the right MLflow sub-skill automatically. Triggers on: "use mlflow", "help with mlflow", "mlflow agent", "add mlflow to my project", "trace my agent", "evaluate my agent", or any MLflow task without a specific skill in mind.
SKILL.md
MLflow Agent
Master dispatcher for MLflow workflows. Reads user intent and invokes the right sub-skill.
Trigger
Use when the user wants to do anything with MLflow but hasn't specified which skill to use.
Process
- Read the user's request and identify intent
- Map to the appropriate skill:
- Tracing / instrumentation →
instrumenting-with-mlflow-tracing - Evaluation / scoring →
agent-evaluation - Debug a trace →
analyze-mlflow-trace - Debug a chat session →
analyze-mlflow-chat-session - Search traces →
retrieving-mlflow-traces - Metrics / costs →
querying-mlflow-metrics - Getting started →
mlflow-onboarding - Docs / API questions →
searching-mlflow-docs
- Tracing / instrumentation →
- If intent is unclear, ask ONE clarifying question, then dispatch
- Invoke the matched skill using the Skill tool
Key Rules
- Never do the work yourself — always dispatch to the appropriate sub-skill
- One clarifying question maximum before dispatching
- If the user says "evaluate AND trace", dispatch tracing first, then evaluation
- If the user's request spans multiple skills, handle them in logical order (setup → instrument → evaluate)
More skills from the skills repository
View all 10 skillsagent-evaluation
evaluate and optimize LLM agent output
Jul 14AgentsEvalsMLflowPerformanceanalyzing-mlflow-session
analyze MLflow chat conversation sessions
Jul 14DebuggingMLflowObservabilityTracinganalyzing-mlflow-trace
analyze MLflow traces
Jul 14DebuggingMLflowObservabilityTracinginstrumenting-with-mlflow-tracing
instrument Python and TypeScript with MLflow Tracing
Jul 20AgentsEvalsMLflowObservability +3mlflow-onboarding
onboard users to MLflow workflows
Jul 14MLflowMLOpsOnboardingquerying-mlflow-metrics
fetch trace metrics from MLflow servers
Jul 14AnalyticsMetricsMLflowObservability
More from MLflow
View publishersetup
configure MLflow tracing
mlflow
Jul 14Claude CodeMLflowTracingstatus
display MLflow tracing configuration
mlflow
Jul 14Claude CodeMLflowTracingretrieving-mlflow-traces
retrieve and query MLflow traces
skills
Jul 14DebuggingMLflowObservabilityTracingsagemaker-mlflow
connect to SageMaker Managed MLflow
skills
Jul 14AI InfrastructureAWSMLflowMLOpssearching-mlflow-docs
search and retrieve MLflow documentation
skills
Jul 14DocumentationMLflowReference