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analyze_reviews

Analyze product reviews to uncover sentiment and recurring themes in any niche. Identify customer opinions and common issues to inform product decisions.

Instructions

Analyze review sentiment and recurring themes for products in a niche.

Args: niche: The niche whose reviews should be analyzed.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
nicheYes
Behavior1/5

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

No annotations are provided, and the description does not disclose any behavioral traits beyond the basic function. It does not mention whether the operation is read-only, what data it requires, what output format to expect, or any side effects. This is a complete lack of behavioral disclosure for a tool that carries the full burden without 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?

The description is appropriately concise, with a clear function statement and an explicit Args section. Every sentence contributes to understanding the tool's input, and there is no redundant or excessive wording.

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?

Given the lack of an output schema, the description should clarify what the analysis returns (e.g., a report, scores, themes list). It fails to do so, leaving the agent unaware of the expected output structure. For a simple tool it is functional but incomplete in the absence of annotations or a schema.

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?

Schema coverage is 0%, so the description must compensate for the parameter 'niche.' It provides a minimal definition ('The niche whose reviews should be analyzed'), which adds context but is largely a restatement of the parameter name. It lacks examples, constraints, or clarification of acceptable values, so it offers only marginal value beyond the schema.

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 clearly states the tool's function: 'Analyze review sentiment and recurring themes for products in a niche.' It specifies the action (analyze), the resource (reviews), and the output focus (sentiment and recurring themes), distinguishing it from sibling tools like 'analyze_competition' which focuses on competitors.

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?

The description provides no guidance on when to use this tool versus alternatives, nor any exclusions or prerequisites. It simply states what the tool does, leaving the agent to infer usage context from the tool name and sibling context.

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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