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Organic Keyword Set Competitors

nexscope_seo_serp_competitors
Read-only

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

D1.7/5.0
Behavior2/5

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

Annotations already cover read-only, open-world, and non-destructive behavior. The description adds some caveats such as 'no pagination,' 'Missing values are not zero,' and a seven-day freshness rule, but these are vague and not clearly tied to what the tool returns or how success should be interpreted. 'Prices and publication are unapproved' is especially unclear for a keyword-competitor tool.

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 by repeating the title and then lists cryptic caveats rather than front-loading the core action. Several sentences, such as 'Prices and publication are unapproved,' do not clearly earn their place for this tool.

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?

For a four-parameter SEO competitor lookup with no output schema, the description is incomplete. It does not explain the required keyword set, how results are bounded, what the competitor data represents, or what the caller should expect in the response.

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

Parameters1/5

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

Schema description coverage is 0%, and the description does not mention any of the four parameters: keywords, limit, market, or language. It provides no meaning, format guidance, or constraints beyond what the bare schema exposes.

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 essentially restates the title, 'Organic Keyword Set Competitors,' without stating a clear verb or explaining what the tool actually returns. It does not clarify whether it returns competing domains, pages, SERP positions, or keyword overlap, so an agent cannot confidently distinguish it 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 Guidelines1/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this tool versus alternatives, despite many sibling SEO tools covering SERP, keyword, and competitor data. Phrases like 'One fixed task; no pagination' describe scope constraints but do not tell the agent when this tool is the right choice.

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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