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photo-ai-studio

Photo AI Studio MCP Server

Official

list_predictions

Retrieve past predictions (generations, edits, videos) with pagination and optional state filter.

Instructions

List past predictions (generations, edits, videos) with pagination and optional state filter.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNoPage number (default: 1)
limitNoItems per page (default: 20, max: 100)
stateNoFilter by prediction state
Behavior3/5

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

No annotations provided. Description implies read-only operation ('list past predictions'), but lacks details on rate limits, auth, or behavior with empty results. Minimal disclosure.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Single, efficient sentence (13 words) conveying purpose, scope, and features. Front-loaded with key action and resource.

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?

Adequate for a simple list tool with well-documented schema. Missing description of return format, but no output schema exists, and list context is clear.

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 covers all 3 parameters with descriptions (100% coverage). Description only adds 'past predictions' context and optional state filter, providing minimal value beyond schema.

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

Purpose5/5

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

Description clearly states verb 'list', resource 'predictions', and specifies scope as 'past predictions (generations, edits, videos)' with pagination and state filter. Distinguishes from siblings like get_prediction (single) and creation tools.

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?

No explicit when/when-not or alternatives, but context implies listing past predictions. Sibling tools provide implicit guidance, but no exclusions or prerequisites 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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