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Nexscope Ecommerce Data MCP

Keyword Historical Profile Snapshots

nexscope_seo_keyword_history

Keyword Historical Profile Snapshots. Bounded Google database facts; estimated traffic is not measured visits. One fixed Live POST, no pagination. Unknown fields and missing values are explicit. Execution and publication remain unapproved. Successful completed results remain available in owner call history. Seven-day source-freshness rules apply only to dependent requests.

Input Schema

NameRequiredDescriptionDefault
marketNoUS
toMonthYes
keywordsYes
languageNoen
fromMonthYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.6/5.0
Behavior3/5

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

Annotations give readOnlyHint=false and openWorldHint=true; the description is consistent with that ("One fixed Live POST") and adds genuinely useful behavior: no pagination, explicit unknown/missing values, results retrievable from owner call history, and a seven-day freshness rule for dependent requests. However, "Execution and publication remain unapproved" is ambiguous boilerplate that does not tell an agent what restrictions actually apply at call time, and no cost/latency or failure behavior is described.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

It is short and sentence-fragmented, so it is easy to scan, but several clauses ("Execution and publication remain unapproved", "Seven-day source-freshness rules apply only to dependent requests") are cryptic and unsupported by context elsewhere in the definition.

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

Completeness5/5

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

Placeholder.

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% across all five parameters, so the description carries the full burden and largely fails: it never mentions keywords, fromMonth/toMonth, market, or language, nor the 20-keyword cap, the YYYY-MM format, or the US/en fixed values. "Bounded" and "no pagination" are the only implicit parameter hints.

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 opens by restating the title verbatim ("Keyword Historical Profile Snapshots") without a verb+resource statement of what the tool returns. "Bounded Google database facts; estimated traffic is not measured visits" hints at estimated-traffic keyword data, but it never says whether the output is monthly volume, traffic, rankings, or a time series, so it cannot be distinguished from siblings like nexscope_seo_keyword_interest_history or nexscope_seo_keyword_metrics.

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 when-to-use, when-not-to-use, or alternative-tool guidance appears anywhere, which is a serious gap given dozens of near-identical SEO keyword tools. The only operational hints ("One fixed Live POST", "dependency freshness") describe mechanics rather than selection criteria.

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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