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sanhao-global-experts

exam-kao-gong-pro

A production-ready exam kao gong pro 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

C2.3/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden and largely fails it. 'Copy-paste prompt pack with examples' hints at the output format, but there is no statement about what the tool produces, whether it performs any action, what data it needs, or whether results are deterministic — and the stated audience ('marketing and operations leaders') is puzzling for an exam-prep tool.

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 — two sentences — so length is not the problem. However, the second sentence is pure marketing filler ('production-ready', 'repeatable workflow you can run today') and does not earn its place, while the actual scoping behavior is never front-loaded.

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?

With no annotations and no output schema, the description must explain what calling the tool yields and how it relates to sibling exam tools; it does neither. For a task an agent must route correctly among dozens of near-duplicate exam tools, this is under-specified.

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 'query' parameter with 100% schema description coverage ('Optional user query to scope the analysis'), so the schema already does the work. The description adds nothing about how the query scopes the analysis; baseline 3 applies when schema coverage is complete.

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

Purpose2/5

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

The name 'exam-kao-gong-pro' is restated as 'an exam kao gong pro system', which is tautology rather than a specific verb+resource. The only substantive claims ('structured, repeatable workflow', 'copy-paste prompt pack with examples') describe a delivery format, not what the tool actually does or returns, and nothing distinguishes it from siblings like gk-exam-system, exam-planner, or shiyebian-exam-guide.

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, no prerequisites, and no mention of any alternative tool. The phrase 'you can run today' implies immediacy but gives the agent no condition for choosing this over the many other exam-related 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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