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TrueLook: AI dating photos

List styles

list_styles
Read-onlyIdempotent

The 62 photo styles (scenes) TrueLook can put the user in. Filter by category, photo type or a word. Set show_previews to see example photos of each style.

Input Schema

NameRequiredDescriptionDefault
searchNoA word to match, e.g. "beach", "dog" or "suit".
categoryNo
photo_typeNoOnly styles that fill this profile photo type.
show_previewsNoInclude example images (up to 8) of the matching styles.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.4/5.0
Behavior3/5

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 description only needs to add context. It adds the catalog size (62) and the preview behavior, but says nothing about result ordering, whether the full set is returned at once, or what a style record contains.

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?

Three short sentences, front-loaded with what the resource is, then filtering, then the preview flag. Little waste, though the parenthetical "(scenes)" is a minor redundancy.

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?

There is no output schema, so the description should say more about what comes back (style identifiers, names, whether previews are URLs). For a simple read-only listing with well-described parameters, it is adequate but leaves the return shape and result-size expectations unstated.

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 75% and two parameters carry enums, so the schema already does most of the work. The description restates the filter axes and the show_previews purpose but adds no detail beyond the schema, such as whether filters AND together or whether search matches names only.

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 names the resource concretely (62 photo styles/scenes) and states the three filter axes and the preview option, so an agent knows this is a browsable catalog listing. It falls short of 5 because it never contrasts itself with the sibling recommend_styles, which plausibly serves an overlapping need.

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?

Usage is only implied: browse/filter the style catalog, and turn on show_previews to inspect examples. There is no explicit "use this when..." statement, no exclusion of recommend_styles, and no note that all filters are optional and compose.

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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