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Luala

List photo packs

list_packs
Read-only

Lists Luala's photo packs (a themed shoot of several photos of the user, made from their selfies) and mixes (one photo from each of several packs), with what all of a pack's photos cost and the price of one: a shoot can be any of a pack's shots, down to a single photo. Optionally only the packs for one use case.

Input Schema

NameRequiredDescriptionDefault
use_caseNoOnly the packs for this use case.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.3/5.0
Behavior3/5

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

Annotations already declare this is a read-only, closed-world operation. The description adds genuinely useful domain context about pack pricing and mix composition, but it does not cover return ordering, pagination, or output shape, leaving a moderate gap.

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 description is front-loaded with the core action and resource, but the pricing explanation is wordy and somewhat convoluted ('with what all of a pack's photos cost and the price of one: a shoot can be any of a pack's shots, down to a single photo'). It remains one dense sentence where clearer separation would help.

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?

For a simple one-parameter list tool with no output schema, the description does well to define domain terms like packs, mixes, and pricing. However, it omits what the listing actually returns per pack and whether results are ordered or paginated, which an agent would need to use the output confidently.

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 coverage is 100%, and the description's note about optionally returning only one use case's packs simply mirrors the schema's use_case parameter and its enum. It adds no syntax, default, or behavior detail beyond the schema baseline.

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 – it lists photo packs and mixes – and defines what a pack and a mix are. It does not explicitly distinguish this tool from siblings like get_pack or list_photos, keeping it at a 4 rather than 5.

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

Usage Guidelines3/5

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

The optional use_case filter is explained, implying a browse/filter usage, but there is no explicit guidance on when to choose list_packs over get_pack, get_shoot, or list_photos. Usage is only implied, not stated.

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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