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find_best_thumbnails

Read-only

Read what the signed-in user's BEST-performing YouTube thumbnails on their own channel have in common (the on-thumbnail text, faces, colors, layout), to reveal the pattern behind their proven packaging. Call this when the user asks what makes their best thumbnails work, what their winning thumbnails share, or wants to understand their thumbnail pattern. This is only about the pattern ACROSS their top thumbnails. To generate or score packaging for a specific or new video (title options, thumbnail text, or reviewing one video's title/thumbnail), use package_video. Needs no input: it reads their real connected YouTube channel directly. Never ask the creator anything first, not for context, not for a link, not for a title you could look up; call it immediately.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.6/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safety profile is covered. The description adds meaningful behavioral context beyond that: it reads the user's real connected channel directly, requires no input, and instructs the agent not to ask the creator anything first. It does not describe return format or failure modes (e.g., no connected channel), which keeps it from 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.

Conciseness4/5

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

Front-loaded with the core action and pattern scope, and the package_video routing follows early. The final sentence ('Never ask the creator anything first, not for context, not for a link, not for a title you could look up; call it immediately') is somewhat repetitive, restating the no-input point three ways, which costs a little efficiency.

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?

No output schema exists, but the description conveys what the tool surfaces (the shared traits across top thumbnails) and what it does not do (per-video scoring). For a zero-parameter read tool, nothing an agent needs to invoke it correctly 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?

Zero parameters, so the baseline is 4. The description reinforces this with 'Needs no input: it reads their real connected YouTube channel directly,' which usefully prevents the agent from inventing or requesting arguments.

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?

States a specific verb+resource ('read what the user's best-performing thumbnails have in common') plus the concrete attributes analyzed (text, faces, colors, layout). It explicitly contrasts itself with package_video, the closest sibling, so an agent can route without opening either schema.

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?

Names the exact triggering conditions ('what makes their best thumbnails work', 'what their winning thumbnails share') and gives a clear exclusion with an alternative ('to generate or score packaging for a specific or new video ... use package_video'). Both when-to-use and when-not-to-use are covered.

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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