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CitePulse AI Mirror — GEO & LLM Citation Readiness MCP Server

audit_domain

7-Agent GEO & LLM Citation Auditor — scans any public HTTPS domain and returns deterministic readiness scores and remediation artifacts.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "domain": "<domain>"
    },
    "name": "audit_domain"
  }
}

Input Schema

NameRequiredDescriptionDefault
domainYesTarget domain (e.g. stripe.com)

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3/5.0
Behavior2/5

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

No annotations, so the description carries full burden. It claims 'deterministic' and 'remediation artifacts' but doesn't say whether it fetches live content (network scan), whether it is read-only or has side effects, how long a scan takes, what constitutes a failure, or what the artifacts look like. The '7-Agent' phrasing adds no operational clarity.

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?

One tight sentence with the scope and return value front-loaded. The '7-Agent GEO & LLM Citation Auditor' prefix is slightly label-heavy but doesn't obscure the purpose.

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?

No output schema exists, and the description only gestures at 'scores and remediation artifacts' without describing the shape of either. For a tool that apparently performs a multi-agent scan, the agent knows neither latency, permissions, nor failure behavior — a substantial gap for a single-param, high-complexity audit tool.

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

Parameters4/5

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

Schema coverage is 100% with a concrete example ('stripe.com') already in the schema, and there is only one required string parameter. A baseline 4 applies; the description adds the constraint that the domain must be public HTTPS, which is meaningful input semantics beyond the schema.

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 ('scans') and resource ('any public HTTPS domain'), and names the output ('deterministic readiness scores and remediation artifacts'). The '7-Agent GEO & LLM Citation Auditor' label is marketing-ish but still bounds the domain. Siblings (get_package_manifest, submit_buyer_offer) are unrelated enough that differentiation is unnecessary.

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 when-to-use guidance, no prerequisites, and no mention of what to expect on failure (e.g., non-HTTPS, private, or unresolvable domains). The 'public HTTPS domain' constraint is the only hint about applicability, stated as a scope rather than a guideline.

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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