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sanhao-global-experts

followup-gen-tool

Save hours every week. This followup gen tool toolkit gives you a battle-tested prompt and operating playbook for restaurant/brand growth. No setup, works in any LLM chatbot.

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 provided, so the description carries the full burden, and it discloses almost nothing behavioral: it does not say whether the tool returns a prompt template, a document, or guidance text, nor what 'no setup, works in any LLM chatbot' implies for output format or side effects. The claim of a 'battle-tested prompt and operating playbook' is promotional rather than operational, leaving the agent unable to predict the response.

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 which the opening ('Save hours every week') and the closing ('No setup, works in any LLM chatbot') are pure sales copy that do not help an agent decide or invoke. The one substantive sentence about the playbook is buried between them, so the description is not front-loaded with 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?

For a one-parameter, no-annotation, no-output-schema tool, the description should at minimum explain what is produced and how the query is used. Instead it spends its length on marketing claims, leaving the agent without enough information to know what to expect back or how this differs from the dozens of related followup/brand tools.

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 'query' with 100% schema description coverage ('Optional user query to scope the analysis'), so the schema already documents it. The description adds no meaning about how a query scopes the playbook or what happens when it is omitted; baseline 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 never states a concrete verb+resource; it says the tool gives 'a battle-tested prompt and operating playbook,' which restates the name ('followup gen tool toolkit') with marketing framing rather than saying what the tool actually does when invoked. The only scoping signal is the domain 'restaurant/brand growth,' which is not enough to distinguish it from the many followup-* siblings (followup-write-tool, followup-audit-tool, followup-tpl-tool, etc.).

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 or when-not-to-use guidance and no mention of any alternative sibling. An agent reading this cannot tell whether to call followup-gen-tool or followup-tpl-tool / followup-write-tool for a given follow-up task; the 'restaurant/brand growth' phrase is the only implicit scope hint.

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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