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scrapercity

scrapercity-cli

Official

scrape_yelp

Scrape Yelp business listings by keyword and location or direct URLs. Extract data for lead generation, competitor analysis, or market research.

Instructions

Scrape business listings from Yelp. Search by keyword + location, or provide direct Yelp URLs.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
searchTermsNoSearch keywords, e.g. ["plumbers", "dentists"]
locationsNoLocations, e.g. ["Denver, CO"]
directUrlsNoDirect Yelp search/business URLs
searchLimitNoMax results per search
Behavior2/5

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

No annotations are provided, so the description must disclose behavioral traits. It only states 'scrape' with no information on rate limits, authentication, data format, or side effects, leaving the agent underinformed.

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 extremely concise with a single two-clause sentence, wasting no words while conveying the core purpose and two usage patterns.

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?

The description covers basic functionality and hints at two modes, but given the complexity of scraping and no output schema, more details (e.g., return format, pagination, or prerequisites) would improve 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 description coverage is 100%, so the schema already documents parameters adequately. The description adds minor context (two usage modes) but does not clarify parameter relationships or constraints beyond what the schema provides.

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 the tool scrapes business listings from Yelp and specifies two usage modes (keyword+location or direct URLs). However, it does not differentiate from other scraping tools among siblings, but the verb+resource is specific enough.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies usage modes but lacks explicit guidance on when to use this tool versus alternatives like scrape_airbnb or scrape_angi. No when-not or alternatives are mentioned.

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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