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AgentSEO Content Gap

agentseo_content_gap

Run content gap analysis for a URL and keyword.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
urlYesYour URL
syncNo
keywordYesTarget keyword
languageNoen
locationNoUnited States
scrape_depthNoh3

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.7/5.0
Behavior2/5

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

No annotations are provided, so the description bears full responsibility for behavioral disclosure. It only states 'run content gap analysis' without explaining side effects, permissions, or data handling, such as whether the analysis is read-only or modifies data.

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?

The description is a single sentence that is front-loaded with the action, containing no extraneous information. However, it is somewhat terse given the tool's complexity.

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

Completeness1/5

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

With 6 parameters and no output schema, the description is critically incomplete. It fails to describe defaults, parameter behavior, or expected output, making it insufficient for correct invocation.

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 only 33%, with only url and keyword having descriptions. The description does not explain the remaining four parameters (sync, language, location, scrape_depth) nor their defaults, leaving ambiguity for the agent.

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

Purpose5/5

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

The description clearly states the tool performs 'content gap analysis' for a URL and keyword, which is specific and distinct from sibling tools like agentseo_content_competitor_gap_matrix.

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 guidance on when to use this tool versus alternatives, such as agentseo_content_keyword_map or agentseo_content_competitor_gap_matrix. The description only implies usage context without explicit when/when-not conditions.

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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