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TrueLook: AI dating photos

Account status

account_status
Read-onlyIdempotent

Whether the user has connected, their uploaded photos, photo check summary, credits, pack and photo jobs, plus what to do next.

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

B3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint and non-destructive, so the safety profile is covered. The description's main contribution is enumerating the return payload (connection state, photos, check summary, credits, pack and job status, recommended next action), which matters because there is no output schema. It stops short of noting that the call fails or returns empty when the user has not connected.

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?

It is a single short sentence with no filler, which is appropriate. But the sentence is grammatically broken (a dangling 'Whether the user has connected' with no main verb), making the list of returned items harder to parse than a clean 'Returns X, Y, Z' construction would be.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, the description does the essential job of listing what comes back, which is the key gap it must fill. It is still incomplete for a status/aggregator tool: it doesn't say this is the recommended first call after connect_account, nor what the 'what to do next' output looks like or how it should drive agent behavior.

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?

Schema description coverage is 100% and the sole parameter, connection_key, is fully documented in the schema including the instruction to obtain it from connect_account and never show it to the user. The description adds no meaning beyond that, which is the expected baseline for a fully documented single parameter.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description enumerates what the tool surfaces (connection state, uploaded photos, photo check summary, credits, pack and photo jobs, next steps), which conveys that this is an aggregated status snapshot rather than a single-resource fetch. However, it lacks an explicit verb and never states that it is the consolidated status endpoint, so distinguishing it from get_photos, get_photo_check, and get_pricing requires inference from the field list alone.

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

Usage Guidelines2/5

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

There is no statement of when to call this versus the numerous siblings that return overlapping data (get_photos, get_photo_check, get_pricing, buy_pack). The trailing 'plus what to do next' hints at an onboarding/next-step role but gives no explicit trigger condition or exclusion.

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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