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Flickr MCP Server and API by Cotlet

List albums in Flickr

flickr_list_albums
Read-onlyIdempotent

List albums in the user's own Flickr account from ChatGPT, Claude or any AI agent. Returns how to do it in Flickr step by step (screens, buttons, fields) and opens nothing by itself; then do it with the cotlet_browser_* tools in the user's Flickr Cloud Browser. Flickr's official API: Flickr has a full REST API with methods for photos, albums, comments, groups and uploads, but no official MCP server (checked 17 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": "flickr_list_albums"
  }
}

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 cover the safety profile (readOnly, idempotent, non-destructive, closed-world), so the bar is lower. The description still adds meaningful behavior beyond them: it opens nothing by itself, returns screens/buttons/fields instructions, and requires the browser tools to actually perform the action — a genuinely useful disclosure that the tool is advisory, not an API call.

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 core guidance is front-loaded and useful, but the final sentence about Flickr's REST API and the absence of an official MCP server (with a checked date) is justification/marketing that does not help an agent select or invoke the tool. Roughly a third of the text does not earn its place.

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 definition covers the essentials: what it returns, that it performs no action itself, and which tools to use next. It could be tighter on whether a browser session must already be open, but nothing critical is missing.

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 the baseline is 4. The description correctly implies no input is required and adds no misleading parameter claims.

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 states a specific verb and resource (list albums) scoped to the user's own Flickr account, and it discloses the non-obvious twist that the tool returns a step-by-step guide rather than the album data itself. The first sentence's 'List albums' framing is slightly at odds with the second sentence's 'returns how to do it step by step', so an agent must read past the opening to learn what actually comes back.

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 explicit workflow guidance: call this first, then execute the steps with the cotlet_browser_* tools in the user's Flickr Cloud Browser, which correctly points at the relevant siblings. It does not state when not to use it (e.g. versus other flickr_* mutation tools or cotlet_app_guide), but the sequencing instruction is clear enough for correct invocation.

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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