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Scrape Google Local business listings

google_local
Read-only

Runs a Google Local (tbm=lcl) search for keyword and returns up to ~20 businesses as JSON: name, rating, reviews, price, category, address, phone, website, hours, and a top review_snippet. phone and website are null when Google does not render them for that result - service businesses (plumbers, contractors) almost always carry both. Local results are location-sensitive - set proxy_country (and optionally gl/hl) to target a market. Returns JSON. Billed like an API request; listing plugins bill one unit per result page they fetch, so keep max_results modest.

Input Schema

NameRequiredDescriptionDefault
glNoGoogle country of search, ISO-2 lowercase, e.g. 'us', 'de'.
hlNoGoogle UI language, e.g. 'en', 'de', 'fr'. Default: en.
keywordYesSearch phrase, e.g. 'coffee shops in chicago' or 'plumbers near SW1A'.
proxy_countryNoProxy country the request is sent from (ISO-2, e.g. 'US', 'GB'). Local results are location-sensitive, so pick the country you want results for.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • removedInput schema / additionalProperties
      Removed value: -false
  2. Added

TDQS

A3.7/5.0
Behavior4/5

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

With readOnlyHint and openWorldHint already supplied, the description still adds real value beyond the annotations: per-page billing units, a ~20-result cap, and the caveat that `phone`/`website` are null when Google does not render them. The remaining gap is pagination behavior and what happens when the ~20 cap is hit.

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?

Dense and front-loaded: the search verb, the result shape, and the field list come first, with cost and caveats trailing. Minor waste in the redundant closing 'Returns JSON.' after the opening already said results come back as JSON.

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?

With no output schema, the description correctly compensates by listing the returned fields and flagging nullable ones, plus cost and locale caveats. It loses a point for the phantom `max_results` reference and for saying nothing about volume beyond ~20 results or about failure/empty-result cases.

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 all four parameters are already documented and the baseline is 3. The description reinforces the location-sensitivity of `proxy_country` and mentions `gl`/`hl`, but it also references `max_results`, a parameter that does not exist in the input schema, which muddies rather than clarifies parameter usage.

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 names a specific verb and resource ('Runs a Google Local (`tbm=lcl`) search for `keyword`') and even enumerates the returned business fields, so an agent knows exactly what it produces. It never names the closest sibling (`maps_place_details`, `google_search`), so the boundary between bulk listing scrape and single-place lookup has to be inferred.

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?

Usage guidance is present but parameter-oriented: it tells the agent to set `proxy_country` (optionally `gl`/`hl`) because local results are location-sensitive, and to keep result volume modest for billing reasons. There is no explicit when-to-use / when-not-to-use statement or named alternative, which is what separates a 5 from a 3 here.

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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