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Nexscope Ecommerce Data MCP

Product Logo Detection & Removal API

nexscope_product_logo_detection_removal

Detect and optionally remove a specified brand logo from a product image.

Input Schema

NameRequiredDescriptionDefault
imageUrlYesPublic URL of the product image. The image must be up to 20 MB.
isDetectNoWhether to only detect instead of removing.
brandNameYesBrand name to detect or remove.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.3/5.0
Behavior3/5

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

Annotations declare readOnlyHint=false and openWorldHint=true, so the agent knows this may mutate or reach external resources. The description usefully clarifies that removal is optional and can be detection-only, but it does not disclose authentication needs, rate limits, whether removal is destructive/irreversible, or what the response contains.

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?

A single front-loaded sentence that communicates the core operation and the optional removal behavior with no wasted text.

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?

The description is adequate for invoking the tool because the schema fully documents parameters. However, with no output schema present, it gives no indication of whether detection returns coordinates, labels, confidence, or transformed image URLs, leaving an important contextual gap for a detection-oriented tool.

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%, so the input schema already documents imageUrl, brandName, and isDetect thoroughly. The description adds only high-level confirmation that removal is optional, without extra semantics such as supported image formats, brand-name matching behavior, or detection-output implications.

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 clear verb and resource: detect and optionally remove a specified brand logo from a product image. It distinguishes the detection-only mode via 'optionally,' but it does not explicitly differentiate itself from nearby sibling tools like object_eraser_image_object_removal or image_inpainting.

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 explicit guidance on when to use this tool versus alternatives. The word 'optionally' implies that detection-only and removal are both supported, but the description does not state when an agent should choose one mode or this tool over related image-editing/removal siblings.

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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