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SEO Audit

seo_audit
Idempotent

Run full unified audit (159 checks across 16 categories) on a URL. Returns score, grade, issues by severity, and top issues. Requires API key.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
urlYesURL to audit

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
urlYes
gradeYes
scoreYes
totalYes
issuesYes
passedYes
targetYes
topIssuesYes
target_typeYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.2/5.0
Behavior3/5

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

Annotations already declare idempotentHint=true, destructiveHint=false, and openWorldHint=true, so the safety profile is covered. The description adds one genuinely new behavioral fact — 'Requires API key' — but omits runtime expectations (audit duration, rate limits, failure modes) for a 159-check operation.

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 tight sentences, front-loaded with the operation and scope. The clause listing return contents is somewhat redundant given an output schema exists, but it costs little and stays brief.

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

Completeness4/5

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

With annotations covering safety, a 100%-covered single param, and an output schema handling return values, the description only needs to frame the operation — which it does, plus the API key prerequisite. Only the absence of any sibling-routing context keeps this from being fully complete.

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

Parameters3/5

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

There is a single parameter with 100% schema description coverage, so the schema already fully documents it. The description's 'on a URL' adds nothing beyond the schema's 'URL to audit', which is the expected baseline here.

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

Purpose4/5

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

States a specific verb and resource ('Run full unified audit ... on a URL') and quantifies scope with 159 checks across 16 categories, which is far more informative than a bare name restatement. It stops short of explicitly distinguishing itself from siblings like detect_regressions or compare_competitors, so an agent must infer the boundary.

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 offers no when-to-use or when-not-to-use guidance and never names an alternative among the 13 siblings. An agent gets no routing signal for choosing this over monitor_site or detect_regressions.

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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