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image_analyze

Submit an image URL and a question to analyze the image content and receive answers.

Instructions

[Image] 图片识别 — $0.03/call (free tier: 50/50 today) API: https://goldbean-api.xyz/paid/image-analyze

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
imageUrlYes图片URL
questionYes分析问题(可选)
Behavior1/5

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

No annotations are provided, and the description does not disclose any behavioral traits (e.g., read-only vs. destructive, authentication needs, or processing limitations). The tool likely performs analysis, but this is only implied by the Chinese label.

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

Conciseness2/5

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

The description is extremely short and lacks essential information. It is under-specified rather than concise, with one line mixing purpose, pricing, and API URL.

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

Completeness1/5

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

Given the complexity of an image analysis tool that takes a question, the description is completely inadequate. No output schema, no explanation of what the analysis returns, and no behavioral context.

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 for the 2 parameters is 100%. The description adds no new meaning beyond the minimal Chinese schema descriptions, but the baseline is 3 due to high coverage.

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

Purpose2/5

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

The description only provides a Chinese phrase '图片识别' (image recognition) and a pricing line, without a clear verb-resource statement in English. It does not differentiate from siblings like image_gen or video_analyze.

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?

No guidance on when to use this tool over alternatives. Siblings include other image and video tools, but no context is provided.

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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