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Nexscope Ecommerce Data MCP

Print & Pattern Extraction API

nexscope_print_pattern_extraction

Extract visible print or pattern elements from product imagery.

Input Schema

NameRequiredDescriptionDefault
imageUrlYesPublic URL of the image containing the print. The image must be up to 20 MB and between 385 and 8192 pixels in both width and height.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.9/5.0
Behavior2/5

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

Annotations only declare readOnlyHint=false and openWorldHint=true, which the description neither reinforces nor explains. Critically, "extract" is ambiguous about the response: it could return cropped images, bounding boxes, labels, or text descriptions, and with no output schema the description must resolve that ambiguity but does not. Nothing is said about processing latency or size limits beyond the schema.

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?

A single front-loaded sentence with zero filler. It is efficient, though its brevity tips into under-specification rather than disciplined concision.

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?

For a one-parameter image tool this is the minimum viable: input constraints live in the schema, but the absence of an output schema means the description should say what an "extraction" returns (image crops vs. metadata vs. descriptions) and it does not. An agent can call it but cannot predict or use the result reliably.

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?

Only one parameter exists and its schema description is fully covered (100%), including URL format and the 20 MB / 385-8192 px constraints. The description adds no further parameter meaning, which is acceptable given the schema does the work.

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?

States a specific verb ("Extract") and a specific resource ("visible print or pattern elements") scoped to product imagery, so an agent knows roughly what it gets. It does not distinguish itself from adjacent siblings such as nexscope_product_logo_detection_removal, nexscope_design_similarity_search, or nexscope_reverse_product_image_search, so the boundary is left to inference.

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?

There is no when-to-use guidance, no prerequisites, and no named alternative. The phrase "product imagery" weakly implies the input domain, but an agent choosing between this and the many other image-analysis siblings gets no routing help.

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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