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TRO Risk Detection MD: check Api Flash API

nexscope_data_md_check_api_flash
Read-only

TRO Risk Detection MD: check Api Flash API.

Input Schema

NameRequiredDescriptionDefault
ipImagesNoArray of pictures related to intellectual property, the elements are URL or data URI, up to 3 pictures
languageNoLegal assessment report language, affects `report` field only; optional `zh` or `en`zh
ipKeywordsNoArray of keywords related to intellectual property, up to 20
descriptionNoProduct description, it is recommended to fill in only the product title; the maximum length is 1000 characters
referenceTextNoSimilar product text, such as product title; maximum length 1000 characters
referenceImagesNoArray of similar product reference pictures, the elements are URL or data URI, up to 3 pictures
mainProductImageYesMain product image, which can be a public image URL or a Base64 data URI prefixed with `data:image/...;base64,`; the maximum length is 1000
otherProductImagesNoArray of additional product images, the elements are URL or data URI, up to 5 images

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

D1.9/5.0
Behavior2/5

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

Annotations already state readOnly=true and destructive=false, so the safety profile is covered elsewhere. The description adds nothing about what the detection returns, whether the call is expensive/slow (the 'Flash' name hints at latency but is never explained), or what an IP risk verdict looks like.

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?

It is short, but shortness here is under-specification rather than economy: eight words that largely repeat the title and never front-load what the tool actually produces. Nothing in it earns its place beyond the two words 'TRO Risk Detection'.

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?

With 8 parameters (one required image), no output schema, and a genuinely complex task — cross-checking product images and keywords against IP risk — the description gives an agent nothing about required inputs, expected output shape, or interpretation of results. It is far short of what this tool needs.

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% for all 8 properties, including formats, array caps (3/5 images, 20 keywords), and the mainProductImage data-URI requirement. The description contributes no additional parameter meaning, but per the high-coverage baseline this lands at 3.

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 is a near-verbatim restatement of the title ('TRO Risk Detection MD: check Api Flash API'), adding the string 'check' but no concrete verb+resource pair an agent could act on. Only the phrase 'TRO Risk Detection' hints at a domain (IP/trademark risk screening), and 'Api Flash API' conveys nothing usable.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no statement of when to use this tool, when not to, or which sibling to prefer — despite the catalog containing close alternatives such as nexscope_maidalv_product_tro_detection, nexscope_text_trademark_detector, and nexscope_ruiguan_trademark_graphic_detection. An agent has no basis for routing among them.

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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