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Outscraper MCP

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by outscraper

Yelp Reviews

yelp_reviews

Fetch Yelp reviews for business URLs, with configurable sorting, review limits, and pagination.

Instructions

Fetch Yelp reviews with the documented /yelp-reviews endpoint.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
sortNoYelp sort parameter.
asyncNoDeprecated compatibility flag. Prefer execution_mode.
queryYesOne or more Yelp business URLs.
cursorNoPagination cursor.
cutoffNoCutoff value accepted by Outscraper.
fieldsNoSpecific fields to return.
webhookNoOptional webhook URL for async completion.
reviews_limitNoMaximum reviews per query.
execution_modeNoExecution strategy. Use auto to let the MCP server choose between sync and async.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYes
metaYes
asyncNo
Behavior2/5

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

No annotations are provided, so the description carries the full burden for behavioral disclosure. It only says 'Fetch Yelp reviews' and does not mention pagination, async execution, rate limits, or whether the operation is read-only, leaving the schema to imply these traits.

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 sentence with no waste. It is front-loaded with the action and resource, and the phrase 'documented /yelp-reviews endpoint' adds a useful reference without redundancy.

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?

The tool has 9 parameters and an output schema, yet the description is too brief to provide adequate context. It does not explain that 'query' expects business URLs, nor does it mention the async execution options or cursor-based pagination, leaving a large burden on the schema.

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 baseline is 3. The description adds no additional meaning beyond the parameter descriptions, such as the significance of the 'query' field or the difference between sync and async modes.

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 clearly states the tool fetches Yelp reviews, with a specific verb and resource. It distinguishes from sibling review tools like google_maps_reviews and tripadvisor_reviews by explicitly naming Yelp.

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 provides no guidance on when to use this tool versus alternatives. It does not mention any prerequisites, context, or situations where this tool is preferred, such as needing Yelp-specific reviews vs. other platforms.

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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