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start_conversation_api_auto_apply_start_conversation_post

Start Conversation

Start a new conversation using the shared auto-apply service logic.

Responses:

201: Successful Response (Success Response) Content-Type: application/json

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "job_id": "<job_id>",
      "user_id": "<user_id>"
    },
    "name": "start_conversation_api_auto_apply_start_conversation_post"
  }
}

Input Schema

NameRequiredDescriptionDefault
job_idYesRelated job ID
user_idYesUser ID initiating the conversation
resume_idNoResume ID if available
user_profileNoUser profile (optional, for backward compatibility)

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.5/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It only states that a 201 is returned; it does not say whether a message is dispatched, whether the conversation is created idempotently, what permissions the user_id needs, or what happens if a resume_id is omitted.

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?

The prose is short and front-loaded, but a quarter of it is auto-generated '### Responses: 201' boilerplate that adds little. The framing sentence is efficient; the rest is filler.

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?

This is a write/creation tool with no annotations and no output schema, taking a nested optional object (user_profile, flagged 'for backward compatibility'), yet the description explains nothing about the created resource, side effects, or what the caller gets back. Given the complexity signals, it falls well short.

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 job_id, user_id, resume_id and user_profile are already documented in the schema. The description adds no meaning beyond that, which is acceptable but leaves the baseline unchanged.

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

Purpose3/5

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

States a verb+resource ('Start a new conversation') and ties it to 'shared auto-apply service logic', which hints at the domain. However, it never says what kind of conversation (recruiter outreach thread? email thread?) or what starting it actually does, and it does not distinguish itself from the sibling start_conversation_api_email_conversations_start_conversation_post.

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 when-to-use, prerequisites, or exclusions are given. Critically, the sibling tool start_conversation_api_email_conversations_start_conversation_post appears to do a very similar thing, and the description offers no guidance on which to pick.

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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