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geopopos

GoHighLevel MCP Server

by geopopos

create_conversation

Create a new conversation with a GoHighLevel contact by providing their contact ID. Initiate a direct message thread for follow-ups and engagement.

Instructions

Create a new conversation with a contact

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
contactIdYesThe contact ID to create a conversation with
Behavior2/5

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

No annotations are present, so the description carries the full burden. It only states the basic action but does not disclose side effects, required permissions, return value, or potential errors. For a mutation tool, this is insufficient transparency.

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 a single sentence with no superfluous information. It is front-loaded and directly states the purpose.

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 tool is simple with one parameter, and the schema fully documents that parameter. However, the description lacks information about the return value or any creation semantics (e.g., whether it returns the created conversation), so it is not fully complete.

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 coverage is 100% and the parameter is described as 'The contact ID to create a conversation with'. The description adds no additional nuance beyond the schema, so the baseline of 3 is appropriate.

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 clearly states the action and resource: 'Create a new conversation with a contact'. It uses a specific verb ('Create') and resource ('conversation'), and is distinct from sibling tools like update_conversation or get_conversation.

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?

No guidance is provided on when to use this tool versus alternatives. There is no mention of prerequisites (e.g., contact must exist) or scenarios where another tool like send_message might be more appropriate. The description only states the action without context.

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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