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sanhao-global-experts

local-geo-boost

AI-powered restaurant & brand intelligence pack. Instantly generate a ready-to-use local geo boost workflow - no prompt engineering needed. Ships as a full prompt kit with step-by-step instructions and a 30-day support promise.

Input Schema

NameRequiredDescriptionDefault
queryNoOptional user query to scope the analysis.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.5/5.0
Behavior2/5

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

No annotations are supplied, so the description carries the full behavioral burden and it largely does not meet it. It says the output is a 'full prompt kit with step-by-step instructions' and includes a '30-day support promise', which is commercial copy rather than information about execution, side effects, permissions, rate limits, or what an empty call returns. The reader learns the marketing pitch but not anything operational beyond that the result is prompt-like content.

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?

It is short and front-loaded with the purpose, which is good, but roughly half the text is promotional filler ('no prompt engineering needed', '30-day support promise') that does not help an agent decide or call the tool. Trimming those clauses would lose nothing and would leave room for actual usage and output information.

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?

For a one-optional-parameter tool with no annotations and no output schema, the description should at minimum explain what a call returns - a prompt kit file, a rendered workflow, or structured text - and what omitting the query produces. Instead it substitutes branding language, leaving an agent unable to predict the shape or content of the response.

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 optional parameter whose meaning is already fully documented in the schema ('Optional user query to scope the analysis'), and the description adds nothing about what scoping does or what happens when it is omitted. With schema description coverage at 100%, the baseline of 3 applies since the schema does the work and the description neither helps nor misleads.

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

Purpose3/5

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

The description identifies a resource area ('restaurant & brand intelligence pack') and a loose verb ('generate a ready-to-use local geo boost workflow'), so an agent can guess it produces some prepared geo-marketing material. But 'workflow' and 'prompt kit' are never defined concretely - it is unclear whether the tool returns text, a template, or a procedure. It also gives no signal distinguishing it from the many nearby geo/brand siblings such as brand-geo-rank-opt, geo-audit-tool or local-life-copy-pro.

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?

There is no when-to-use guidance at all: no conditions, no prerequisites, and no named alternatives among the large set of geo and restaurant tools. The only usage-adjacent statement, 'no prompt engineering needed', is a marketing claim rather than routing guidance, so the agent has nothing to compare against siblings.

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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