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Imagelato Image Processing

Imagelato Image Optimization

open_imagelato
Read-onlyIdempotent

Use this when the user wants to open the Imagelato project-selection sidebar when the user requests an interactive browser for projects, processed batches and presets. Returns up to 100 projects to start from (no ownership data or credentials). Not for uploading, processing or generating images.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
itemsYes
truncatedYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, non-destructive and closed-world behavior, so the safety profile is covered. The description adds valuable behavioral context beyond them: it returns up to 100 projects and exposes no ownership data or credentials, which helps an agent set expectations.

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 short and front-loads usage context, but the phrasing is awkward and repetitive ('Use this when the user wants to ... when the user requests ...'). The two clauses could be merged into a single cleaner trigger statement without loss.

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?

For a zero-parameter, read-only, closed-world tool with an output schema and rich annotations, the description covers trigger, scope, exclusions, and return cap adequately. Only the slightly vague UI 'open' action keeps it from being fully complete.

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?

The tool takes zero parameters, so there is nothing for the description to clarify beyond the schema. Baseline of 4 applies for a parameterless tool; no additional parameter guidance is needed or missing.

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 action (open the Imagelato project-selection sidebar / interactive browser) and the resource it surfaces (projects, processed batches, presets). It is distinguishable from siblings like list_projects or add_project, though 'open ... sidebar' is an unusual UI-oriented verb that leaves some ambiguity about what technically happens.

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?

It gives explicit trigger conditions ('when the user wants to open ... when the user requests an interactive browser') and an explicit exclusion ('Not for uploading, processing or generating images'). It stops short of naming which sibling or tool to use for the excluded operations, so it is strong but not fully routing.

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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