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mlflow-mcp-server

create-webhook

Register a webhook to receive notifications for model registry events such as model creation, version transitions, or tag updates.

Instructions

Register a webhook for model registry events

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
nameYesHuman-readable webhook name
eventsYesEvent types this webhook should fire on
urlYesHTTPS endpoint to call when events occur
descriptionNoDescription of the webhook's purpose
modelNameNoRestrict to events for a specific registered model name
statusNoInitial webhook statusACTIVE
secretNoHMAC signing secret for payload verification
Behavior2/5

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

Annotations indicate readOnlyHint=false (write operation) and openWorldHint=true (external side effects). The description merely says 'Register a webhook', which is generic. It does not disclose that registering a webhook will cause HTTP POST requests to the specified URL with event payloads, nor does it mention authentication needs, validation, or error behaviors.

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

Conciseness4/5

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

The description is a single, front-loaded sentence that is concise and directly states the tool's action. However, it could be slightly expanded without losing conciseness.

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

Completeness2/5

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

For a creation tool with 7 parameters (3 required), no output schema, and openWorldHint annotation, the description is too brief. It fails to explain expected outcomes, return value, side effects, or error conditions.

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

Parameters3/5

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

Schema description coverage is 100%, so the baseline is 3. The description adds no additional meaning beyond the parameter names and schema descriptions.

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

Purpose5/5

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

The description 'Register a webhook for model registry events' uses a specific verb ('Register') and resource ('webhook'), and implies the domain ('model registry events'). It clearly distinguishes from sibling tools like delete-webhook, list-webhooks, test-webhook, and update-webhook.

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

Usage Guidelines2/5

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

The description provides no guidance on when to use this tool versus alternatives. It does not mention prerequisites (e.g., need for registered models when using modelName) or contrast with other webhook-related tools.

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

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