Loading...
npx cloudflared tunnel --url http://localhost:8001{
"mcpServers": {
"zenml": {
"command": "/usr/local/bin/uv",
"args": ["run", "path/to/zenml_server.py"],
"env": {
"LOGLEVEL": "INFO",
"NO_COLOR": "1",
"PYTHONUNBUFFERED": "1",
"PYTHONIOENCODING": "UTF-8",
"ZENML_STORE_URL": "https://your-zenml-server-goes-here.com",
"ZENML_STORE_API_KEY": "your-api-key-here"
}
}
}
}get_snapshotRetrieves a specific pipeline snapshot by name or ID.
Read-only access to pipeline configuration metadata.
list_snapshotsLists available pipeline snapshots, optionally filtered by criteria.
Read-only access to pipeline configuration metadata.
get_deploymentRetrieves the runtime status and URL of a deployment.
Read-only access to deployment metadata.
list_deploymentsLists deployments, optionally filtered by status, pipeline, or tag.
Read-only access to deployment metadata.
get_deployment_logsRetrieves logs from a deployment, with configurable tail length.
Read-only access to deployment logs (bounded output).
trigger_pipelineTriggers a new pipeline run using a snapshot or run template.
Initiates pipeline execution, potentially consuming resources.
get_active_projectRetrieves the currently active project.
Read-only access to project metadata.
get_projectRetrieves project details by name or ID.
Read-only access to project metadata.
list_projectsLists all projects.
Read-only access to project metadata.
get_tagRetrieves tag details (exclusive, colors).
Read-only access to tag metadata.
list_tagsLists tags, optionally filtered by resource type.
Read-only access to tag metadata.
get_buildRetrieves build details (image, code embedding).
Read-only access to build metadata.
list_buildsLists builds, optionally filtered by criteria.
Read-only access to build metadata.
get_userRetrieves user details.
Read-only access to user metadata.
list_usersLists all users.
Read-only access to user metadata.
get_active_userRetrieves the currently active user.
Read-only access to user metadata.
get_stackRetrieves stack configuration details.
Read-only access to stack metadata.
list_stacksLists all stack configurations.
Read-only access to stack metadata.
get_stack_componentRetrieves stack component details.
Read-only access to stack component metadata.
list_stack_componentsLists stack components.
Read-only access to stack component metadata.
get_flavorRetrieves component flavor details.
Read-only access to flavor metadata.
list_flavorsLists component flavors.
Read-only access to flavor metadata.
get_service_connectorRetrieves service connector details.
Read-only access to service connector metadata.
list_service_connectorsLists service connectors.
Read-only access to service connector metadata.
get_pipeline_runRetrieves pipeline run details.
Read-only access to pipeline run metadata.
list_pipeline_runsLists pipeline runs.
Read-only access to pipeline run metadata.
get_run_stepRetrieves step details for a pipeline run.
Read-only access to step metadata.
list_run_stepsLists steps for a pipeline run.
Read-only access to step metadata.
get_step_logsRetrieves logs for a specific step in a pipeline run.
Read-only access to step logs.
get_step_codeRetrieves the source code for a specific step in a pipeline run.
Read-only access to step source code.
list_pipelinesLists pipeline definitions.
Read-only access to pipeline definitions.
get_pipeline_detailsRetrieves details for a specific pipeline.
Read-only access to pipeline details.
get_scheduleRetrieves schedule details.
Read-only access to schedule metadata.
list_schedulesLists schedules.
Read-only access to schedule metadata.
list_artifactsLists artifact metadata.
Read-only access to artifact metadata.
list_secretsLists secret names (not values).
Read-only access to secret names.
get_serviceRetrieves model service details.
Read-only access to service metadata.
list_servicesLists model services.
Read-only access to service metadata.
get_modelRetrieves model registry entry details.
Read-only access to model metadata.
list_modelsLists model registry entries.
Read-only access to model metadata.
get_model_versionRetrieves model version details.
Read-only access to model version metadata.
list_model_versionsLists model versions.
Read-only access to model version metadata.
open_pipeline_run_dashboardOpens an interactive pipeline runs dashboard.
Opens a dashboard within a sandboxed iframe.
open_run_activity_chartOpens a 30-day run activity bar chart.
Opens a chart within a sandboxed iframe.
stack_components_analysisAnalyzes stack component usage.
Read-only analysis of stack component metadata.
recent_runs_analysisAnalyzes recent pipeline runs.
Read-only analysis of pipeline run metadata.
most_recent_runsRetrieves the N most recent pipeline runs.
Read-only access to pipeline run metadata.
The ZenML MCP server is relatively safe for read-only operations. The greatest risks come from triggering pipelines and accessing secrets. Proper ZenML access controls and monitoring are essential to mitigate these risks.