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ai-image-gpt-mcp

ai-image-gpt-mcp

by andyluu98
OverviewSchemaSourceRelated ServersDiscussionsAdmin
Python

login_status

Verify which ChatGPT accounts are logged in and ready. Returns authentication status, account emails, and ready count from persisted hints without network calls.

Instructions

Check logged-in ChatGPT accounts. Cheap + hint-based (no network probe): returns {authed, accounts:[{email, type, alive, restore_at}], ready_count}. ready_count is from persisted hints; for live quota run the CLI aigpt accounts.

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": "login_status"
  }
}

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

A4.9/5.0
Behavior5/5

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

With no annotations provided, the description fully carries the burden. It discloses that the tool is hint-based, performs no network probe, and derives ready_count from persisted hints, making the data's potential staleness transparent. It also details the exact return structure, which is crucial in absence of an output schema.

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 compact yet information-dense. It front-loads the purpose, then adds key behavioral notes and return shape, and finishes with a practical caveat and pointer. Every sentence adds value; there is no filler.

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

Completeness5/5

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

For a zero-parameter tool with no output schema, the description covers all essentials: what it does, its limitations, the exact return value, and when to use an alternative. This is fully self-contained and leaves no critical gaps for an AI agent to invoke it correctly.

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 has zero parameters and the schema is trivially covered at 100%. Per the rubric, 0 params earn a baseline of 4. The description adds nothing about parameters because there is nothing to add, but this is appropriate given the tool's design.

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 tool's function: 'Check logged-in ChatGPT accounts.' The verb 'check' and resource 'logged-in ChatGPT accounts' are specific, and the description also outlines the return shape, removing ambiguity. It is easily distinguished from the sibling generate_image tool.

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

Usage Guidelines5/5

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

The description explicitly frames when to use this tool: 'Cheap + hint-based (no network probe),' and provides a direct alternative for live data: 'for live quota run the CLI `aigpt accounts`'. This gives the agent a clear decision path between this tool and the recommended alternative.

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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