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davidscoreal

CIA Diagnose

by davidscoreal

case_studies

Read-onlyIdempotent

Discover real business transformation stories showing before/after metrics, tools used, and ROI achieved. Filter by industry or dimension to validate revenue leak solutions with proven results.

Instructions

Show before/after transformation stories from real implementations.

Social proof is the most powerful sales tool. These cases show what's possible when businesses address their revenue leaks.

Use AFTER roi_projector to validate the numbers with real stories.

Args: industry: Filter by industry (optional). dimension: Filter by dimension improved (optional). lang: Language ('es' or 'en').

Returns: dict: Case studies with before/after metrics, timeline, tools used, and ROI achieved.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
industryNo
dimensionNo
langNoes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior4/5

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

Annotations already declare readOnlyHint and idempotentHint. Description adds valuable behavioral context: returns case studies with before/after metrics, timeline, tools, and ROI. No contradictions with annotations.

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

Conciseness4/5

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

Front-loaded with main purpose, structured with Args/Returns. One persuasive sentence ('Social proof is the most powerful sales tool.') is mildly extraneous but does not detract significantly.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Covers purpose, return fields, and usage context with roi_projector. For a simple read-only list tool with optional parameters and output schema, it is sufficiently complete.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 0%, so description compensates by explaining each parameter: industry filter, dimension filter, language (es/en). Adds meaning beyond schema titles and defaults.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description starts with a clear verb and resource: 'Show before/after transformation stories from real implementations.' It distinguishes case_studies from siblings like roi_projector (projection) and business_diagnose (diagnosis) by focusing on real stories with metrics.

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

Usage Guidelines4/5

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

Explicitly advises using roi_projector before this tool to validate numbers, providing a usage sequence. However, it lacks explicit when-not-to-use guidance or comparison to other siblings.

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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