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Nexscope Ecommerce Data MCP

seo-keyword-ad-traffic-forecast

nexscope_seo_keyword_ad_traffic_forecast

Google Ads keyword click, CPC and advertising spend forecasts over a frozen future date range. Nullable fields preserve missing evidence. Provider observations and estimates do not establish actual account performance. No additional calls or fallback.

Input Schema

NameRequiredDescriptionDefault
matchNoEXACT
bidUsdYes
dateToYes
dateFromYes
keywordsYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3/5.0
Behavior4/5

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

Beyond the annotations, the description discloses three useful traits: nullable result fields signal missing evidence, the output represents estimates rather than actual account performance, and it makes exactly one call with no fallback or enrichment. It still doesn't explain why readOnlyHint is false (e.g., credit consumption) or how to interpret partial results.

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 front-loads the purpose, which is good, but several sentences are cryptic fragments ('No additional calls or fallback' — of what?) that cost parseability without buying much precision.

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?

Five parameters, four required, zero schema descriptions, and no output schema — this definition leaves the agent guessing at bid units, match-type behavior, date constraints, and result shape. The caveats about estimates and nulls help but don't cover the parameter semantics an agent needs to call it correctly.

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 carries the full burden, yet it never mentions keywords, bidUsd, match, or the date parameters by name. The only hint is 'frozen future date range', which weakly constrains the date pair, and the units/range of bidUsd (integer 1-100) and default EXACT matching remain unexplained.

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 names a specific verb-and-resource pair: Google Ads keyword click, CPC and ad-spend forecasts. That is enough to separate it from adjacent siblings such as nexscope_seo_paid_keywords or nexscope_seo_target_traffic_estimates, though it never names those alternatives explicitly.

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?

The only usage signal is 'over a frozen future date range', which hints that dateFrom/dateTo must be future dates, but it is never stated. There is no when-to-use, when-not-to-use, or alternative-tool guidance despite many closely related SEO/ad-estimate 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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