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sanhao-global-experts

price-strategy-lab

A production-ready price strategy lab 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

C2.2/5.0
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 disclosure burden, and it does little: it never says whether the tool reads or writes anything, whether it requires user data, or how it behaves. The phrase 'copy-paste prompt pack with examples' is the one useful signal about output shape, but 'production-ready' and 'run today' are marketing claims, not behavioral facts.

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

Conciseness2/5

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

It is short, but nearly every phrase is filler ('production-ready', 'you can run today', 'structured, repeatable'). The sentences are front-loaded with a restatement of the name rather than the operative information, so brevity here reflects under-specification rather than efficiency.

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 a single optional parameter, no annotations, and no output schema, the description is the only source of truth, and it does not explain what invoking the tool yields or how to use it correctly. For a tool whose value proposition is an unspecified 'prompt pack', that leaves an agent unable to 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 whose schema description ('Optional user query to scope the analysis') is fully documented at 100% coverage. The description adds nothing about how the query influences the workflow, but the baseline of 3 applies when the schema does the work.

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 description largely restates the name in promotional terms ('price strategy lab system', 'structured, repeatable workflow') without stating a concrete verb or resource the tool produces. The only functional hint is 'delivered as a copy-paste prompt pack with examples', which implies an artifact type but not what the pricing analysis actually covers. It gives no basis for distinguishing this from the many pricing-adjacent siblings such as pay-skill-price-radar or fnb-menu-engineer.

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 only scoping is an audience label ('marketing and operations leaders'), which describes who, not when. There is no statement of triggering conditions, prerequisites, or which sibling to choose for adjacent pricing tasks. An agent has no way to decide when this tool beats the alternatives.

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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