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Crawlora MCP

bbb_business_reviews

Read-only

BBB business customer reviews: average rating, total count, and paginated per-review author/rating/date/text/response thread.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
urlYesBBB business profile URL, from a bbb-search result's url or hq_profile_url.
pageNoResult page (10 per page), default 1.

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

B3.2/5.0
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 that results are paginated and lists the fields per review, but says nothing about rate limits, response/thread depth, or how the average/count relate to pagination — modest added value over the structured fields.

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?

A single dense sentence with the resource front-loaded and the return contents following. Nothing is wasted, though the enumerations are somewhat list-like rather than explanatory.

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

Completeness4/5

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

For a simple two-parameter read tool with an output schema and read-only annotations, the description is largely sufficient — return values need not be explained. The one real gap is not distinguishing this tool from bbb_business_complaints.

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% for both parameters (url and page), and the description adds no syntax or format detail beyond what the schema already documents. Baseline 3 is appropriate when the schema does the heavy lifting.

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 (BBB business customer reviews) and even enumerates the return shape (average rating, total count, per-review author/rating/date/text/response thread). It does not, however, distinguish itself from the nearby sibling bbb_business_complaints, which an agent could easily confuse with 'reviews'.

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 when-to-use guidance and never mentions alternatives such as bbb_business_complaints or bbb_business. The only sourcing hint (where the URL comes from) lives in the schema, not the description, so usage is left entirely to inference.

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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