MCP Zenml

Get a run template for a pipeline. The supported ZenML version retains run-template CRUD. Snapshots are preferred for new workflows; pipeline convenience creation and template-based triggering are deprecated. Args: name_id_or_prefix: The name, ID or prefix of the run template to retrieve

Get a schedule for a pipeline. Args: name_id_or_prefix: The name, ID or prefix of the schedule to retrieve

Get detailed information about a specific service. Args: name_id_or_prefix: The name, ID or prefix of the service to retrieve

Get a service connector by name, ID, or prefix. Args: name_id_or_prefix: The name, ID or prefix of the service connector to retrieve

Get detailed information about a specific snapshot. Snapshots are frozen pipeline configurations that link pipeline + stack + build + schedule + tags together. They represent "what exactly ran/is deployed" and are the modern replacement for Run Templates. Args: name_id_or_prefix: The name, ID or prefix of the snapshot to retrieve pipeline_name_or_id: Optional pipeline context to narrow the search project: Optional project scope (defaults to active project) include_config_schema: Whether to include the config schema in the response (can produce large payloads) hydr…

Get detailed information about a specific stack. Args: name_id_or_prefix: The name, ID or prefix of the stack to retrieve

Get detailed information about a specific stack component. Args: name_id_or_prefix: The name, ID or prefix of the stack component to retrieve

Get the code for a step. Args: step_run_id: The ID of the step to retrieve

Get the logs for a specific step run. Returns ``{"logs": [...], "possibly_truncated": bool}`` with entries oldest first. At most 50,000 entries are returned. ``possibly_truncated`` is true when the step may have more log entries than were returned, and a ``note`` then says which entries are missing and why. Pass ``tail`` (for example 200) to get only the newest entries; that is usually where a failure shows up, and it keeps the response small. Log stores that can only read a log from its start (the default artifact store) return the newest of the first 50,000 entries for a longer log, with ``…

Get detailed information about a specific tag. Tags are cross-cutting metadata labels for discovery (prod, staging, latest, candidate, etc.). Many ZenML entities can be tagged. Args: tag_name_or_id: The name or ID of the tag to retrieve hydrate: Whether to hydrate the response with additional details

Get detailed information about a specific user. Args: name_id_or_prefix: The name, ID or prefix of the user to retrieve

List all versions of a specific artifact. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: artifact_name_or_id: The name or UUID of the artifact sort_by: Sort field and direction (e.g. desc:created) page: Page number (1-indexed) size: Results per page (keep small — version payloads are large) logical_operator: Combine filters with 'and…

List all artifacts in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page (keep small — artifact payloads are large) logical_operator: Combine filters with 'and' or 'or' created: Filter by creation time…

List all pipeline builds in the ZenML workspace. Builds contain image info, code embedding, and stack checksums for reproducibility and infrastructure debugging. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created) page: Page number (1-indexed) size: Results per page logical_operator: Comb…

List all deployments in the ZenML workspace. Deployments show what's currently serving/provisioned with runtime status. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created) page: Page number (1-indexed) size: Results per page logical_operator: Combine filters with 'and' or 'or' created…

List all flavors in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page logical_operator: Combine filters with 'and' or 'or' id: Filter by flavor UUID created: Filter by creation time (e.g. gte:2026-02-01 00:00:00) updated: Filter by update time (same syntax as cre…

List all model versions for a model. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: model_name_or_id: The name or UUID of the model sort_by: Sort field and direction (e.g. desc:created) page: Page number (1-indexed) size: Results per page logical_operator: Combine filters with 'and' or 'or' created: Filter by creation time (e.g. …

List all models in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page logical_operator: Combine filters with 'and' or 'or' created: Filter by creation time (e.g. gte:2026-02-01 00:00:00) updated: F…

List all pipeline runs in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. The 'total' field gives the global count matching your filters — useful for answering 'how many runs?' without fetching all pages. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Date range: 'in:2026-02-01 00:00:00,2026-02-07 23:59:59'. Args: sort_by: Sort field and direction (e.g. desc:created, asc:start_time…

List all pipelines in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page created: Filter by creation time (e.g. gte:2026-02-01 00:00:00) updated: Filter by update time (same syntax as created)

List all projects in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. The 'total' field gives the global count matching your filters. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page logical_operator: Combine filters with 'and' or 'or' created: Fil…

List all run steps in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. The 'total' field gives the global count matching your filters. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:start_time) page: Page number (1-indexed) size: Results per page (keep small — step payloads are large) logical_operator: Combi…

List all run templates in the ZenML workspace. The supported ZenML version retains run-template CRUD. For new runnable configurations, prefer `list_snapshots(runnable=True)`. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page …

List all schedules in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page created: Filter by creation time (e.g. gte:2026-02-01 00:00:00) updated: Filter by update time (same syntax as created) name…

List all secrets in the ZenML workspace (names only, no values). Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page logical_operator: Combine filters with 'and' or 'or' created: Filter by creation time (e.g. gte:2026-02-01…

List all service connectors in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page logical_operator: Combine filters with 'and' or 'or' created: Filter by creation time (e.g. gte:2026-02-01 00:00:00) …

List all services in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created) page: Page number (1-indexed) size: Results per page logical_operator: Combine filters with 'and' or 'or' id: Filter by service UUID created: Filter by creation time (e.g. gte:2026-02-01 0…

List all snapshots in the ZenML workspace. Snapshots are frozen pipeline configurations (replacing deprecated Run Templates). Use `runnable=True` to find snapshots that can be triggered. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results …

List all stack components in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page logical_operator: Combine filters with 'and' or 'or' created: Filter by creation time (e.g. gte:2026-02-01 00:00:00) …

List all stacks in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page logical_operator: Combine filters with 'and' or 'or' created: Filter by creation time (e.g. gte:2026-02-01 00:00:00) updated: F…

List all tags in the ZenML workspace. Tags enable queries like 'show me all prod deployments' and help organize resources. Exclusive tags can only be applied once per entity. Returns paginated results with 'items', 'total', 'page', 'size' fields. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page …

List all users in the ZenML workspace. Returns paginated results with 'items', 'total', 'page', 'size' fields. The 'total' field gives the global count matching your filters. Filter syntax: String params support 'op:value' operators (gte, lte, gt, lt, equals, notequals, contains, startswith, endswith, oneof, in). Datetime format: 'YYYY-MM-DD HH:MM:SS' (e.g. gte:2026-02-01 00:00:00). Args: sort_by: Sort field and direction (e.g. desc:created, asc:name) page: Page number (1-indexed) size: Results per page logical_operator: Combine filters with 'and' or 'or' created: Filter…

Open an interactive dashboard of recent ZenML pipeline runs. The dashboard shows pipeline runs with status indicators, expandable step details, filtering, and drill-down into step logs — all in an interactive UI. The dashboard fetches its own data dynamically.

Open an interactive chart showing pipeline run activity over the last 30 days. Shows a bar chart with daily run counts, hover tooltips, and status breakdown (completed in green, failed in red, other in amber).

Trigger a pipeline to run from the server. Args: pipeline_name_or_id: Optional name or ID of the pipeline to trigger. A snapshot or template can be triggered without it. snapshot_name_or_id: The name or ID of a specific snapshot to run (preferred) stack_name_or_id: Optional stack override for the run template_id: Deprecated template-based trigger parameter. Use `snapshot_name_or_id` for new integrations. The supported ZenML version still retains run-template CRUD APIs. Usage examples: * Run the latest runnable snapshot for a pipeline: ```python…

Run one finite ZenML lifecycle or relation action. Inspect ``zenml_describe_resources(resource_type, "action")`` for the exact action names and payload schema. Every identifier must be an exact UUID. Actions may have effects outside the ZenML server and are never retried.

Create one allowlisted ZenML resource with a strict typed payload. Inspect ``zenml_describe_resources(resource_type, "create")`` first. Project-scoped creates require an exact project UUID and never change the client's active project.

Delete or archive one exact UUID using bounded destructive options.

Discover supported generic ZenML resources or one operation schema. With no arguments this returns a short catalog. Pass a canonical singular resource type to inspect its operations, and add an operation name for its bounded input schema and a small example.

Get one allowlisted ZenML resource by its identifier. Artifact versions, model versions, and run steps require their parent identifier. Stack components require their fixed component type.

List one allowlisted ZenML resource type with validated filters. Use ``zenml_describe_resources(resource_type, "list")`` to discover the accepted filters. Page sizes are capped at 200. Project-scoped reads use ``project_id`` when supplied and otherwise report the active project used.

Update one exact UUID through an allowlisted operation-specific payload.