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aithx

LocalPulse MCP

by aithx

analyze_reviews_gap

Compare Google reviews with competitors to identify gaps and suggest an outreach angle for personalized cold emails.

Instructions

Analyze Google review gaps vs competitors and suggest an outreach angle.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
tradeYes
review_countYes
business_nameYes
google_ratingYes
unanswered_reviewsNo
competitor_avg_ratingNo
competitor_avg_reviewsNo
Behavior2/5

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

There are no annotations, so the description must carry the behavioral burden. It only states a high-level analysis and suggestion outcome, without disclosing how the analysis is performed, whether any data is modified, or what the tool returns. This provides minimal insight into the tool's actual behavior.

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

Conciseness5/5

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

The description is a single, front-loaded sentence with no filler. It wastes no words and clearly states the action, making it highly concise. While brevity omits detail, that is a completeness concern rather than a conciseness issue.

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

Completeness1/5

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

With 7 parameters, no output schema, and no annotations, the description must compensate by explaining inputs, outputs, and edge cases. It does not. The one-sentence purpose statement is grossly inadequate for an analytical tool of this complexity.

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

Parameters1/5

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

Schema description coverage is 0% and the description does not explain any of the 7 parameters. The phrase 'review gaps vs competitors' hints at using ratings and review counts, but it does not clarify specific parameters like unanswered_reviews or competitor_avg_rating, leaving the agent without meaningful context.

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 uses the specific verb 'Analyze' with the resource 'Google review gaps vs competitors' and the outcome 'suggest an outreach angle', clearly distinguishing it from sibling tools that focus on email generation, lead scoring, sequences, or trade lists.

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 gives no explicit guidance on when to use this tool versus alternatives. It implies a use case for analyzing review gaps for outreach, but does not mention exclusions or alternative tools like generate_cold_email or score_local_lead.

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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