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Get Business Reviews (paginated)

get_business_reviews
Read-only

Use this when the user wants the public customer reviews for one Loppee business id. Supports pagination and star-rating filters, preserves reviewer and interaction labels, masks reviewer identity, and changes nothing.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNo1-based page number (default 1).
limitNoReviews per page (default 5, max 50).
ratingsNoStar-rating filter: return only reviews with these ratings, e.g. [1] or [4,5]. Omit for all ratings.
business_idYesLoppee business id of a published business.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
okYes
dataNo
errorNo
contract_versionYes

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false, and the description reinforces this with 'changes nothing.' It adds meaningful behavior beyond annotations by noting reviewer identity is masked and reviewer/interaction labels are preserved, which is useful context for the agent.

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 focused sentence that front-loads the primary usage condition and then lists key capabilities with no wasted words. Every phrase earns its place.

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

Completeness5/5

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

With full parameter documentation, an output schema, and read-only annotations, the description provides the remaining context an agent needs: singular business scope, pagination support, rating filtering, and privacy behavior. Nothing important is missing for correct invocation.

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 description coverage is 100%, so the schema already documents all four parameters well. The description adds only general context like pagination and star-rating filters, which are already reflected in the page, limit, and ratings parameters; it does not add significant semantic 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 names a specific verb and resource: getting public customer reviews for one Loppee business id. This clearly distinguishes the tool from siblings like lookup_business or compare_businesses, which target different operations.

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?

The description gives an explicit trigger condition: use when the user wants public customer reviews for one Loppee business id. It does not explicitly name alternatives or exclusions, but the singular-business framing helps the agent route away from comparison or lookup 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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TDQS

A4.3/5.0
Disambiguation4/5

Each tool has a clear primary purpose: lookup, compare, review, trust card, and recommendation explanation. There is minor overlap between get_trust_card and explain_recommendation since both surface status/disclosure/citation, but the descriptions clarify their distinct intents.

Naming Consistency5/5

All tool names follow the consistent verb_noun snake_case pattern, such as get_business_reviews, get_trust_card, and compare_businesses. The verbs are appropriate and the naming style is uniform across the server.

Tool Count5/5

Five tools is well-scoped for a focused read-only business registry and trust information server. Each tool earns its place and there is no evident bloat or redundancy.

Completeness4/5

The server covers the core workflows of identifying a business, viewing its trust context, reading reviews, comparing businesses, and explaining recommendations. Minor gaps include the lack of category discovery or a broader business search endpoint, but these are workable given the stated scope.

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