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sanhao-global-experts

geo-prompt-library

A production-ready geo prompt library system for marketing and operations leaders. Get a structured, repeatable workflow you can run today - delivered as a copy-paste prompt pack with examples.

Input Schema

NameRequiredDescriptionDefault
queryNoOptional user query to scope the analysis.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.6/5.0
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 burden of behavioral disclosure. It only implies the output is a prompt pack with examples; it says nothing about whether the tool generates content, retrieves from a static library, whether results are deterministic, what the response looks like, or any side effects or permissions. The 'production-ready' phrasing is promotional rather than informative.

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?

Only two short sentences, so it is not bloated, and the deliverable is stated up front. However, several phrases ('production-ready', 'run today') are promotional filler that do not earn their place in a tool definition.

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?

There is no output schema, so the description must explain the return value, and it does so only vaguely as a 'prompt pack with examples'. Combined with no annotations and an unspecified core operation, an agent lacks enough to invoke this confidently or predict the result.

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 with 100% schema description coverage, so the schema already explains 'query' as an optional scoping input. The description adds nothing about how the query influences the returned prompt pack, but with full schema coverage a baseline 3 is appropriate.

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 name plus description indicate a 'geo prompt library' delivered as a 'copy-paste prompt pack with examples', which hints at the deliverable. But there is no verb describing the actual operation (generate? retrieve? list?) and nothing distinguishes it from the many geo siblings such as geo-content-factory, geo-audit-tool, or geo-schema-generator. An agent knows the theme but not precisely what the tool does.

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 contains no when-to-use guidance, no prerequisites, and no mention of any alternative. Given the crowded geo-* sibling set, the absence of any routing guidance is a real gap. 'You can run today' is marketing, not usage instruction.

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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