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sanhao-global-experts

dashboard-analyze-tool

Save hours every week. This dashboard analyze 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

C2/5.0
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 behavioral burden, and it says nothing about execution: not whether it returns a prompt/playbook versus an analysis, not whether it calls external data, not what the response looks like. The only implicit disclosure is that it claims to work "in any LLM chatbot" with "no setup," which is a compatibility claim rather than behavioral context.

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 (two sentences), but every sentence is promotional rather than informational: "Save hours every week" and "No setup, works in any LLM chatbot" consume the entire budget without telling the agent anything actionable. Structure is not front-loaded with purpose — the purpose clause is buried behind the pitch.

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 tool with no annotations and no output schema, the description would need to explain what it does, what it returns, and when to choose it over the many dashboard-* siblings. None of that is present, so an agent has essentially only the name to go on. This is inadequate even given the tool's simple one-parameter surface.

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 documents it fully. The description adds no meaning about how the query influences the analysis 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 restates the name ("dashboard analyze tool") and adds only marketing framing — "gives you a battle-tested prompt and operating playbook for restaurant/brand growth." It never says what analysis is actually performed (metrics reviewed, dashboard types, output form), so an agent cannot tell what this tool does that is distinct from siblings like dashboard-board-tool, dashboard-diag-tool, or dashboard-formula-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, no prerequisites, and no mention of any alternative. The closest thing is audience framing ("restaurant/brand growth"), which is a subject domain, not a usage condition. Siblings such as dashboard-diag-tool, dashboard-board-tool, and dashboard-formula-tool are never referenced, so the agent has no routing signal.

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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