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AgentSEO Competitor Content Gap Matrix

agentseo_content_competitor_gap_matrix

Compare supplied own and competitor pages to find missing topics, weak coverage, format gaps, and buyer-stage gaps.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
syncNo
targetNo
own_pagesNo
competitorsYes
focus_topicsNo
max_opportunitiesNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.8/5.0
Behavior2/5

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

Without annotations, the description should disclose behavioral traits. It does not explain whether the tool fetches page data automatically, requires API calls, or how it handles inaccessible pages. It fails to mention any side effects, authentication needs, or rate limits.

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?

The description is a single concise sentence, which is efficient but insufficient for the tool's complexity. It is front-loaded but does not earn its place due to missing essential details about inputs and behavior.

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?

Given the tool has 6 parameters, no output schema, and no annotations, the description is critically incomplete. It does not explain the input format (e.g., how to structure competitor data), the output structure, or the meaning of 'format gaps' and 'buyer-stage gaps', leaving the agent unable to understand the tool's full behavior.

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?

With 0% schema description coverage, the description must compensate but only vaguely references 'supplied own and competitor pages'. Parameters like sync, target, focus_topics, and max_opportunities are entirely ignored, and the description adds no semantic value beyond the parameter names.

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's purpose: compare own and competitor pages to identify missing topics, weak coverage, format gaps, and buyer-stage gaps. It uses specific verbs and resource descriptions, distinguishing it from similar sibling tools like agentseo_content_gap by specifying multiple gap types.

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 provides no guidance on when to use this tool versus alternatives such as agentseo_content_gap or agentseo_content_action_plan. It does not mention prerequisites, context, or exclusions, leaving the agent without decision support.

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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