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Nexscope Ecommerce Data MCP

Keyword Intent

nexscope_seo_keyword_intent

Keyword Intent with explicit missing evidence and bounded keyword inputs. Uses one fixed Nexscope task. Schema C1-1.0. Idempotent calls preserve original input order. Free owner-only retrieval: GET /api/skill-api/v1/skills/seo-keyword-intent/calls/{callId} or nexscope_seo_call_result. Successful results remain available in owner call history. Seven-day source-freshness rules apply only to dependent requests. Missing values are not zero. No execution or publication is implied.

Input Schema

NameRequiredDescriptionDefault
keywordsYes
languageYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.2/5.0
Behavior3/5

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

With readOnlyHint=false and openWorldHint=true already declared, the description does add real context: idempotent calls preserve input order, results persist in owner call history, and missing values are not zero (a non-obvious data-semantics note). However the retrieval URL and 'owner-only' phrasing are cryptic, and 'No execution or publication is implied' is vague rather than a clear caveat. No contradiction with annotations — creating a call record is consistent with readOnlyHint=false.

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?

Sentences are short but several are filler or opaque ('Uses one fixed Nexscope task. Schema C1-1.0.'), and the genuinely useful facts (idempotency, missing values) are buried mid-paragraph. The front-loaded portion is a restatement of the name rather than the operative information.

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?

No output schema exists, so the description bears the burden of explaining what comes back — yet it never says what intent categories or fields are returned, only that missing values are not zero. For a keyword-intent classifier with two required parameters, an agent still cannot predict the result shape.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description must carry parameter meaning; instead it offers only 'bounded keyword inputs' without stating the 1-20 item bounds, and never mentions that language is fixed to 'en'. Keyword format expectations and duplicate handling are unaddressed despite documented idempotency.

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 opening sentence 'Keyword Intent with explicit missing evidence and bounded keyword inputs' essentially restates the tool title rather than stating what the tool does — nothing says it classifies keywords by search intent (informational/transactional/etc.). Phrases like 'Schema C1-1.0' and 'one fixed Nexscope task' add no verifiable meaning. An agent cannot distinguish this from siblings such as nexscope_seo_keyword_metrics or nexscope_amazon_keyword_intelligence.

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 statement of when to use this tool, when not to, or which sibling to prefer for keyword classification. The only routing hint is for result retrieval ('or nexscope_seo_call_result'), which is about fetching output, not about selecting this tool. 'Seven-day source-freshness rules apply only to dependent requests' hints at a precondition but never explains it.

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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