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AI Keyword Search Volume Estimates

nexscope_seo_ai_keyword_volume
Read-only

People Also Ask statistical estimates of AI keyword search volume. These are provider estimates, not measured ChatGPT queries or Google Ads volume. Preserve missing keywords and monthly observations.

Input Schema

NameRequiredDescriptionDefault
marketNoUS
keywordsYes
languageNoen

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.7/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safety profile is covered. The description adds genuine context beyond that by warning the values are provider estimates rather than measured data, which affects how an agent should present results, but it says nothing about rate limits, coverage, or why 'missing keywords and monthly observations' must be preserved.

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

Conciseness4/5

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

Three short sentences, front-loaded with the core claim and followed by the caveat and output-preservation note. Efficient, though the opening phrase 'People Also Ask statistical estimates' is awkward and slightly obscures the message.

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?

With no output schema and zero parameter description coverage, the description carries the full burden yet only gestures at return values ('missing keywords and monthly observations') without explaining the shape, and gives no input constraints. For a tool with a tightly validated keyword array and const-constrained market/language, this is under-specified.

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 reported as 0% and the description adds no meaning for any of the three parameters. It never mentions the keywords list (1-20 items, formatting constraints), nor that market and language are fixed to US/en, so the agent gets no help beyond the raw schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description does name the resource ('AI keyword search volume'), but the framing 'People Also Ask statistical estimates' is ambiguous and reads oddly for a keyword-volume lookup. It does not distinguish this tool from close siblings such as nexscope_seo_clickstream_search_volume, nexscope_seo_keyword_metrics or nexscope_seo_keyword_history, so the agent must infer the difference.

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 description clarifies what the numbers are NOT (measured ChatGPT queries, Google Ads volume), which is useful scope-setting, but it never says when to pick this tool over the many sibling volume/metrics tools. No prerequisites or alternatives are named.

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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