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Crawlora MCP

kroger_product_reviews

Read-only

One page of a Kroger product's customer reviews: review text, star rating, recommendation flag, helpful-vote counts and customer photo URLs, plus the product's full star histogram. Customer display names are not returned.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
UPCYes
PageNo
PageSizeNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYesThe tool result payload (shape varies per tool; see each tool's docs resource).

Schema Changelog

Changes observed during successful MCP inspections.

  1. 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 genuinely useful behavior: results are paginated ('One page') while the star histogram is full, and customer display names are omitted for privacy. However, it says nothing about pagination limits, defaults, or total counts.

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?

Two sentences with no filler, front-loaded on the resource and then the returned fields, ending with a crisp exclusion note. Every clause carries information.

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

Completeness3/5

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

An output schema exists, so return values needn't be spelled out, and annotations cover safety. The remaining gap is parameter guidance (UPC format, page defaults), which is entirely absent and relevant to correct invocation, leaving the definition only adequate.

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

Parameters2/5

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

Schema description coverage is 0% and the description never mentions UPC, Page, or PageSize. 'One page' only hints at pagination without explaining page numbering or size bounds, so the description fails to compensate for the undocumented parameters.

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?

The description names a specific resource ('a Kroger product's customer reviews') and enumerates the payload (review text, star rating, recommendation flag, helpful votes, photo URLs, star histogram), so an agent can distinguish it from kroger_product or kroger_search. The retrieval verb is implicit rather than stated, keeping it just short of a 5.

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?

There is no when-to-use guidance, no mention of alternatives such as kroger_product for product metadata, and no statement of prerequisites. The agent must infer that it calls this with a UPC to fetch reviews.

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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