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Google Maps Reviews Analyzer — AI Insights & Action Plan

google_reviews_insights
Read-only

Turn Google reviews into AI insights: top praises, complaints, trend and an…. Turn Google reviews into AI insights: top praises, complaints, trend and an action plan, plus a compare mode across locations.

Input Schema

NameRequiredDescriptionDefault
inputNoInput for Google Maps Reviews Analyzer — AI Insights & Action Plan. See https://apify.com/noniner/google-reviews-insights.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / properties / input / description
      Previous value: -"Input for Google Reviews Insights (AI). See https://apify.com/noniner/google-reviews-insights."New value: +"Input for Google Maps Reviews Analyzer — AI Insights & Action Plan. See https://apify.com/noniner/google-reviews-insights."
  2. First observed

TDQS

B3.1/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safety profile is covered. The description adds useful output-level context (what insights are produced, and that a cross-location comparison mode exists), but says nothing about cost, runtime, what input it requires, or how many reviews it processes.

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?

The text is duplicated: a truncated copy ending in 'an…' followed by a near-identical full sentence. The repetition is pure waste and the truncation garbles the first read; there is no front-loaded statement of required input.

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?

With no output schema and an opaque single nested input parameter documented only by an external URL, the description should say what the agent must pass in (e.g., Google Maps place URL) and roughly what comes back. It describes outputs loosely but leaves the input contract entirely to inference.

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?

One optional nested 'input' object with 100% schema description coverage, but that coverage is only a link to the Apify page. Per the high-coverage baseline this is a 3; the description contributes no meaning about what must be supplied (place URL/ID, review count, comparison targets).

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

Purpose4/5

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

States a specific verb+resource (turn Google reviews into AI insights) and enumerates the concrete outputs: top praises, complaints, trend, action plan, plus a compare mode across locations. It does not differentiate from near-neighbors like universal_review_insights or app_review_intelligence, so an agent cannot tell which review analyzer to pick.

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

Usage Guidelines3/5

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

'Plus a compare mode across locations' implies a second use case, which hints at when to reach for it, but there is no explicit when-to-use, when-not-to-use, or named alternative among the many sibling review/insight tools.

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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