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ZenML MCP Server

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by zenml-io

zenml_create_resource

Create an allowlisted ZenML resource with a strict typed payload. Specify a project UUID for project-scoped resources without changing the active project.

Instructions

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.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
payloadNo
model_idNo
project_idNo
resource_typeYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Addedv2.0.0

TDQS

A3.7/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already indicate readOnlyHint=false and idempotentHint=false, so mutation and non-idempotency are known. The description adds valuable behavioral context beyond annotations: creates require an exact project UUID, never change the active project, and demand a 'strict typed payload.' There is no contradiction with the annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is two sentences with no filler. The primary action is front-loaded, and the supporting guidance about inspecting describe_resources and project UUID handling earns its place. It is compact without sacrificing essential context.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The description covers the key side-effect warning and directs the agent to the describe tool for full creation payload details, which is a sound pattern. However, as a standalone description, it leaves resource_type semantics, model_id, and payload structure largely unexplained. The output schema helps with return values, but parameter coverage remains incomplete.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description carries the burden of explaining parameters. It clarifies project_id ('exact project UUID') and hints at payload ('strict typed payload'), but it does not explain resource_type values, model_id, or how to structure the payload. The instruction to inspect describe_resources helps, but the description itself under-specifies the parameters.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the action ('Create') and the resource ('one allowlisted ZenML resource'), and it distinguishes this as a creation operation versus sibling update/delete/list tools. However, it doesn't explicitly contrast with siblings like zenml_update_resource or zenml_delete_resource, so it stops short of a 5.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It gives a concrete preparatory step: 'Inspect zenml_describe_resources(resource_type, "create") first.' It also adds a crucial usage constraint about project-scoped creates requiring an exact project UUID and never changing the active project. It does not explicitly state when not to use this tool, but the create/update/delete sibling structure makes that mostly clear.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.