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Crawlora-org

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yelp_business_reviews

Fetch Yelp business reviews without login or API key. Retrieves reviews for any Yelp business using its alias or ID.

Instructions

Get Yelp business reviews. Fetches reviews for a Yelp business via Yelp's real Android app backend. Credential-free: no login, no API key, no cookie required from the caller.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
idYesYelp business alias or encoded id
limitNoMax reviews to return, 1-50
offsetNoPagination offset
Behavior3/5

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

With no annotations provided, the description carries the full burden. It discloses that no credentials are required and that it uses Yelp's Android app backend, which is a useful behavioral insight. However, it does not mention rate limits, response format, or any side effects, leaving significant gaps.

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?

The description is brief and front-loaded with the purpose, but the first sentence largely repeats the tool name. Overall it is efficient without unnecessary detail.

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?

For a simple read tool, the description gives the essential purpose and a key auth detail, but lacks information about output shape, pagination behavior, or distinguishing features from similar Yelp review tools. This leaves gaps in contextual completeness.

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 coverage is 100%, so parameters are well-described in the input schema. The description adds no parameter-specific semantics, so the baseline of 3 applies.

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 clearly states that the tool fetches reviews for a specific Yelp business, using a specific verb and resource. However, it does not differentiate from sibling tools such as yelp_business_reviews_search or yelp_business_review_highlights, so it lacks explicit distinction.

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 guidance on when to use this tool versus alternatives like yelp_business_reviews_search. The credential-free note provides some context but does not clarify selection criteria.

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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