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Virul360

google-image-search-mcp

analyze_images

Analyze image search results and select the most relevant images based on specific criteria like professionalism or colorfulness.

Instructions

Analyze image search results to find the most relevant ones

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
criteriaYesCriteria for selecting the best images (e.g., 'professional', 'colorful', etc.)
searchResultsYesArray of image search results to analyze
Behavior2/5

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

No annotations are provided, so the description carries full burden. It is minimal and does not disclose how the analysis works, whether it modifies state, what criteria mean beyond the schema, or any side effects. The agent lacks insight into the tool's behavior.

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?

The description is a single concise sentence with no fluff. It front-loads the purpose, though it could benefit from a bit more detail without becoming verbose.

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

Completeness2/5

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

Given the lack of output schema and annotations, the description is incomplete. It does not explain what the tool returns (e.g., a list of filtered images, indices, or scores). The tool's outputs and error conditions are not described.

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 is 100%, baseline 3. The description does not add value beyond the schema; the 'criteria' parameter already has a descriptive example in the schema. No extra semantic explanation.

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?

The description states the tool analyzes image search results to find the most relevant ones. The verb 'analyze' and resource 'image search results' are specific and distinguish from sibling tools (download_image, search_images).

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-to-use or when-not-to-use guidance. The context implies it follows search_images, but no alternatives are mentioned. The description could be clearer about when to apply this tool vs manual selection.

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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