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Pic-Time MCP Server and API by Cotlet

List clients in Pic-Time

pic_time_list_clients
Read-onlyIdempotent

List clients in the user's own Pic-Time account from ChatGPT, Claude or any AI agent. Returns how to do it in Pic-Time step by step (screens, buttons, fields) and opens nothing by itself; then do it with the cotlet_browser_* tools in the user's Pic-Time Cloud Browser. Pic-Time's official API: Pic-Time publishes no API or developer docs.

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.2/5.0
Behavior5/5

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

Discloses a highly consequential non-obvious trait: the tool returns a walkthrough (screens, buttons, fields) rather than the client data, and performs no navigation on its own. It also notes Pic-Time publishes no API or developer docs, explaining why the guide-plus-browser flow is the mechanism. This goes well beyond what readOnlyHint/idempotentHint convey.

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

Conciseness4/5

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

Front-loads the resource and scope, then immediately delivers the critical 'returns steps, opens nothing' caveat. Slightly padded by the generic 'from ChatGPT, Claude or any AI agent' clause, but otherwise tight.

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 tool, this covers what is returned, that nothing is executed, and which tools continue the workflow. The only gap is any note on prerequisites such as an authenticated Pic-Time session in the browser.

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?

Zero parameters, so the baseline is 4 and there is nothing for the description to compensate for. It correctly adds no misleading argument details.

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?

States a specific verb and resource ('List clients') and pins the scope to 'the user's own Pic-Time account'. It does not explicitly differentiate itself from siblings like pic_time_list_galleries or pic_time_list_orders, which keeps it from a 5, but the resource is unambiguous.

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?

Gives clear operational context: this returns step-by-step instructions and opens nothing itself, then the actual work is done with the cotlet_browser_* tools in the Cloud Browser. That is a genuine when-and-how, though it offers no explicit exclusion criteria or comparison against the other pic_time_list_* siblings.

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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