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sanhao-global-experts

aov-analyze-tool

AI-powered restaurant & brand intelligence pack. Instantly generate a ready-to-use aov analyze tool 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

C2/5.0
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, yet it discloses almost nothing: no indication of what the tool returns, whether it runs a computation or produces prompt text, latency, or any prerequisite. The closing lines about a "prompt kit" and a "30-day support promise" are commercial boilerplate that describes a product bundle rather than tool behavior. The one weak signal is that it produces a "workflow," but this is too vague to act on.

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?

Three sentences of promotional copy where one functional sentence is needed. The "ships as a full prompt kit" and "30-day support promise" clauses consume roughly half the text and provide zero decision value to an agent. The description is not front-loaded with any actionable 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?

With no annotations and no output schema, the description must explain what the analysis produces; it does not. For a tool sitting in a dense family of near-identically named siblings, the missing differentiation and missing output expectations leave real gaps. It is not outright wrong, but it is insufficient for correct invocation in this catalogue.

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?

With a single optional parameter at 100% schema description coverage, the schema already documents the `query` scoping field completely. The description adds no syntax, format, or example for that parameter, so the baseline 3 applies. Nothing in the prose either clarifies or contradicts the schema.

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 restates the name ("generate a ready-to-use aov analyze tool workflow") rather than saying what the tool actually does. It never defines what an AOV analysis is or what it produces, and "AI-powered restaurant & brand intelligence pack" is marketing framing, not a verb+resource statement. An agent cannot distinguish it from aov-board-tool, aov-diag-tool, aov-formula-tool, or aov-tpl-tool.

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

Usage Guidelines1/5

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, and no mention of the four sibling aov-* tools that clearly compete with it. The only guidance-like sentence ("no prompt engineering needed") is a sales claim, not a selection criterion. An agent has no basis for choosing this over aov-diag-tool or aov-formula-tool.

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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