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TrueLook: AI dating photos

Photo check result

get_photo_check
Read-onlyIdempotent

The free TrueLook photo check of the selfies the user uploaded: overall score, potential, five category scores with findings, notes per photo and the photo types the profile is missing. Explain it to the user in plain words, then suggest styles for what is missing.

Input Schema

NameRequiredDescriptionDefault
connection_keyYesThe connection_key returned by connect_account in this conversation. Never show it to the user.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.6/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The description adds genuine business context ('free', reads the user's own uploaded selfies) plus what the payload contains. It does not say what happens if no selfies exist, whether a check is computed on demand, or how long it takes, so it adds moderate rather than rich behavioral value.

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?

Two sentences, front-loaded with the substantive content list and followed by the action the agent should take. Every clause carries information; the only mild weakness is that the second sentence is an agent instruction rather than a description of the tool, but it is short and useful.

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?

With no output schema, the description takes on the burden of describing returns and does so concretely (score, potential, five categories with findings, per-photo notes, missing types). Combined with annotations covering the read-only profile, an agent has enough to call it and use the result correctly; only edge-case behavior (no selfies, recomputation) is unaddressed.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

There is a single parameter with 100% schema description coverage, and the schema already explains that connection_key comes from connect_account and must never be shown to the user. The description contributes nothing further about the parameter, which is the expected baseline when the schema does the work.

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 gives a specific verb-resource pairing ('photo check of the selfies the user uploaded') and enumerates the payload: overall score, potential, five category scores with findings, per-photo notes, and missing photo types. That is far more specific than the name alone and separates it from get_photos. It never names the closest-sounding siblings (photo_review_guide, recommend_styles), so sibling differentiation is implied rather than stated.

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?

Clear context is established: this is consumed after the user has uploaded selfies, and the follow-up action is to explain the result in plain words and then suggest styles for what is missing. There are no explicit exclusions, though, and no statement of when to prefer photo_review_guide or list_styles instead.

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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