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Jacob Campbell — Florida Real Estate (The Keyes Company)

Who Jacob Campbell is

get_licensee
Read-onlyIdempotent

Returns the licensee, his licence number and jurisdiction, and the brokerage he is registered under. Use this first for any question about who runs this site or what he is authorised to do.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -{
      -  "additionalProperties": false,
      -  "properties": {
      -    "brokerage": {
      -      "type": "string"
      -    },
      -    "brokerage_address": {
      -      "type": "string"
      -    },
      -    "email": {
      -      "type": "string"
      -    },
      -    "is_broker": {
      -      "type": "boolean"
      -    },
      -    "jurisdiction": {
      -      "type": "string"
      -    },
      -    "license_number": {
      -      "type": "string"
      -    },
      -    "license_type": {
      -      "type": "string"
      -    },
      -    "licensee": {
      -      "type": "string"
      -    },
      -    "phone": {
      -      "type": "string"
      -    },
      -    "regulator": {
      -      "type": "string"
      -    },
      -    "regulator_url": {
      -      "type": "string"
      -    },
      -    "service_regions": {
      -      "items": {
      -        "type": "string"
      -      },
      -      "type": "array"
      -    }
      -  },
      -  "required": [
      -    "licensee",
      -    "license_number",
      -    "brokerage",
      -    "jurisdiction",
      -    "is_broker"
      -  ],
      -  "type": "object"
      -}New value: +null
  2. First observed

TDQS

A4.3/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, so the safety profile is well covered. The description adds the return content but does not disclose additional behavioral aspects such as whether data is cached or whether the licensee is always the site owner. Still, the description does not contradict annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two concise sentences with no filler. The primary return value is front-loaded, followed by clear usage priority guidance. Every word earns its place.

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

Completeness5/5

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

For a zero-parameter, read-only, idempotent lookup tool, the description fully covers what is returned and when to use it. No output schema exists, but the description provides enough information about the result fields for an agent to invoke and interpret the tool correctly.

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?

There are zero parameters and schema description coverage is 100%, so the schema imposes no burden. The description adds useful context about the returned fields even though no parameters need explanation.

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 specific verb ('Returns') and resource (the licensee, his licence number, jurisdiction, and brokerage). It is immediately distinguishable from the sibling tools, none of which target licensee identity or authorization.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

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

The description explicitly says to use this tool 'first for any question about who runs this site or what he is authorised to do,' giving clear when-to-use context. It does not name alternatives or exclusions, but no sibling tool appears to overlap, so the guidance is sufficient.

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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