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AIWerk

@aiwerk/mcp-server-ghl

by AIWerk

conversations_create_conversation

Create a new conversation in GoHighLevel by providing a contact ID. Initiate communication threads for follow-ups or support.

Instructions

Create Conversation

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
contactIdYesContact ID as string
locationIdNoLocation ID as string Defaults to GHL_LOCATION_ID when omitted.
Behavior1/5

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

Annotations declare readOnlyHint=false and destructiveHint=false, indicating a write operation, but the description provides no additional behavioral context. It does not state what side effects occur (e.g., creating a new conversation thread), whether any notification is sent, or what the outcome is. The description adds zero value beyond the annotations, failing to explain the operation's effects.

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

Conciseness2/5

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

The description is extremely short ('Create Conversation'), which is under-specification rather than genuine conciseness. It lacks any structural elements like context, examples, or preconditions. Every word is present, but the description is so minimal that it fails to inform the agent, similar to the calibration example of a single verb phrase.

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

Completeness1/5

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

For a create operation with no output schema, the description does not explain what a conversation is, how it relates to contacts or locations, what the response will look like, or any state changes. Even basic context like 'creates a new conversation associated with the given contact' is missing. The description is wholly inadequate for an agent to understand the tool's role and side effects.

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?

The input schema provides 100% coverage for both parameters (contactId and locationId) with clear descriptions, including the default for locationId. The tool description itself adds no parameter information, but since the schema already documents them adequately, a baseline score of 3 is appropriate. No additional semantics are needed.

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

Purpose2/5

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

The description 'Create Conversation' states a verb and resource, but it is essentially a restatement of the tool name and adds no specification of what a conversation is in this system or how it differs from related operations. It does not distinguish from sibling tools such as conversations_add_an_inbound_message or conversations_search_conversation, so it fails to convey the unique purpose beyond the name.

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

Usage Guidelines1/5

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

There is no guidance on when to use this tool versus alternatives. The description offers no context about prerequisites (e.g., contact must exist), common use cases, or why one would choose this over conversations_update_conversation or conversations_send_a_new_message. With many sibling conversation tools, the lack of any usage direction is a critical gap.

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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