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sanhao-global-experts

retention-board-tool

A production-ready retention board tool 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

C2.4/5.0
Behavior3/5

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

With no annotations, the description carries the full disclosure burden; it usefully clarifies that the result is a copy-paste prompt pack with examples rather than explicitly promising direct retention-data analysis. However, it does not explain required source data, whether the workflow is actually executed, what happens when query is omitted, or any operational limitations.

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?

The two-sentence description is short and places the concrete delivery format in the second sentence. Nevertheless, phrases such as "production-ready," "tool system," and "you can run today" consume space with promotional language while the more important purpose remains undefined.

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?

Although the invocation schema is simple, the absence of annotations and an output schema leaves the description responsible for explaining the board's contents, expected inputs, and deliverable scope. It supplies only the audience and packaging, which is insufficient for confident selection among the closely named retention siblings.

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?

The schema fully documents the sole optional query parameter as scoping the analysis, so the baseline is 3. The description adds no examples of effective queries, supported retention topics, or clarification of how the parameter changes the prompt pack.

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 opening phrase "production-ready retention board tool system" largely restates the tool name without explaining what a retention board contains or what retention problem it addresses. The prompt-pack deliverable and target audience add some information, but the description does not meaningfully distinguish this tool from retention-analyze-tool, retention-diag-tool, retention-formula-tool, or retention-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 Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Naming marketing and operations leaders identifies an audience, but provides no concrete situation, prerequisite, or task for choosing the tool. There is no when-not guidance or routing to a sibling when the user needs analysis, diagnosis, formulas, or templates instead.

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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