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Nexscope Ecommerce Data MCP

Organic Keyword Set Competitors

nexscope_seo_serp_competitors

Organic Keyword Set Competitors. Bounded Nexscope database facts with explicit missing evidence. One fixed task; no pagination. Missing values are not zero. Prices and publication are unapproved. Successful owner-only results remain available in call history. Seven-day source-freshness rules apply only to dependent requests.

Input Schema

NameRequiredDescriptionDefault
limitNo
marketNoUS
keywordsYes
languageNoen

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?

Annotations already declare readOnlyHint=false and openWorldHint=true, so the description adds useful operational context: no pagination, missing values are not zero, results persist in call history, and seven-day freshness rules apply to dependent requests. However, it never clarifies what the non-read-only side effect is or what the response shape contains, and phrases like "Prices and publication are unapproved" are too cryptic to guide behavior.

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?

The description is short but poorly structured: it opens with a title restatement and then delivers six clipped clauses that are either out of scope ("Prices and publication are unapproved") or unexplained. Sentences like "Bounded Nexscope database facts with explicit missing evidence" do not earn their place because they do not help an agent invoke the tool correctly.

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, four undocumented parameters, and only openWorldHint/readOnlyHint annotations, the description should explain what competitors are returned and how the keyword set maps to results. Instead it focuses on data-quality caveats and leaves the core return semantics, scope, and parameter behavior unclear.

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 four parameters, so the description should compensate, but it never mentions the required keywords array, the limit cap, or the fixed market/language values. The phrase "keyword set" gives only a faint hint that the keywords parameter drives the call, leaving limit, market, and language entirely unexplained beyond the schema constraints.

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 first sentence, "Organic Keyword Set Competitors," is a noun-phrase restatement of the title with no verb and no explanation of what a competitor is (domains, pages, ASINs?) or what the tool returns. The remaining sentences describe data-quality caveats rather than the action, so an agent cannot confidently distinguish this from siblings like nexscope_seo_serp or nexscope_seo_domain_competitors.

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?

There is no when-to-use guidance, no prerequisites, and no mention of alternatives such as nexscope_seo_serp, nexscope_seo_domain_competitors, or nexscope_seo_serp. "One fixed task; no pagination" is a constraint hint, but it does not tell an agent when to select this tool over the many sibling SERP and competitor tools.

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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