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Redbubble MCP Server and API by Cotlet

Get analytics in Redbubble

redbubble_get_analytics
Read-onlyIdempotent

Get analytics in the user's own Redbubble account from ChatGPT, Claude or any AI agent. Returns how to do it in Redbubble step by step (screens, buttons, fields) and opens nothing by itself; then do it with the cotlet_browser_* tools in the user's Redbubble Cloud Browser. Redbubble's official API: Redbubble has no seller API and no official MCP server (checked 28 Oct 2026).

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": "redbubble_get_analytics"
  }
}

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint and destructiveHint=false, so the safety profile is covered. The description adds genuinely new behavioral facts beyond that: the tool performs no browser action itself and returns only a textual step-by-step procedure, which is exactly the kind of side-effect disclosure an agent needs before calling. It omits any mention of authentication or rate constraints, hence not a 5.

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 key facts (returns steps, opens nothing, follow up with browser tools) are front-loaded, which is good. However, 'from ChatGPT, Claude or any AI agent' is filler, and the closing sentence is awkwardly built and self-repetitive ('Redbubble's official API: Redbubble has no seller API and no official MCP server'), padding the definition without adding agent-relevant detail.

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 guide tool, the description is nearly complete: it says what is returned (step-by-step screens, buttons, fields) and what the agent must do next via the browser tools. The main missing element is any hint about what the analytics content covers, but nothing essential to correct invocation is absent.

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 per the baseline there is nothing in the schema for the description to compensate for. The description adds no parameter meaning, which is appropriate given the empty schema.

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 names a specific verb and resource ('Get analytics in the user's own Redbubble account') and then corrects the likely misreading of the tool name by stating it 'Returns how to do it in Redbubble step by step (screens, buttons, fields)'. That distinguishes it from a data-returning analytics tool and from the cotlet_browser_* siblings, though it does not explicitly separate it from siblings like redbubble_get_payment_history.

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

Usage Guidelines4/5

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

It gives clear workflow context: this tool only produces instructions ('opens nothing by itself'), and the agent must then execute them 'with the cotlet_browser_* tools in the user's Redbubble Cloud Browser'. That is a concrete when-and-how-to-use rule. It stops short of exclusions or naming which sibling to pick for adjacent data needs.

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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