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GoHighLevel MCP Server and API by Cotlet

Publish workflow in GoHighLevel

gohighlevel_publish_workflow
Read-onlyIdempotent

Publish workflow in the user's own GoHighLevel account from ChatGPT, Claude or any AI agent. Returns how to do it in GoHighLevel step by step (screens, buttons, fields) and opens nothing by itself; then do it with the cotlet_browser_* tools in the user's GoHighLevel Cloud Browser. GoHighLevel's official API: Yes.

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "gohighlevel_publish_workflow"
  }
}

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, destructiveHint=false, and openWorldHint=false, and the description is consistent with them, explicitly saying it 'opens nothing by itself.' Beyond that, it discloses the return content (step-by-step screens, buttons, fields) and mentions official API support, which are useful behavioral details not present in 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.

Conciseness3/5

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

Three sentences carry real information, but the phrasing is crowded and the trailing fragment 'GoHighLevel's official API: Yes.' is ambiguous — it is unclear whether it means this operation is supported by the API or that this tool uses it. The key non-effect warning is buried mid-sentence rather than front-loaded.

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

Completeness4/5

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

For a zero-parameter, no-output-schema tool, the description covers what it returns and what to do next, which is enough to invoke it correctly. The only missing piece is how the specific workflow is resolved without any input argument.

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

Parameters4/5

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

The tool takes zero parameters, so the schema baseline is 4. The description adds no parameter-level detail, which is acceptable given the empty schema, though it never explains how the target workflow is identified given that no input is accepted.

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 states a specific resource (GoHighLevel workflow) and clarifies the real behavior: 'Returns how to do it in GoHighLevel step by step (screens, buttons, fields) and opens nothing by itself.' That correction of the misleading 'publish' verb is valuable. It is slightly weakened because the opening sentence still reads as if the tool performs the publish, so an agent must reconcile the two clauses.

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

Usage Guidelines3/5

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

There is an explicit handoff: 'then do it with the cotlet_browser_* tools in the user's GoHighLevel Cloud Browser,' which tells the agent the follow-up step. However, there is no guidance on when to choose this over siblings like gohighlevel_create_workflow, gohighlevel_add_action, or gohighlevel_read_workflow_stats, and no prerequisites or exclusions are stated.

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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