Agent skill, easy

Find local businesses, as a skill your agent installs.

Local business search API for an agent: it sends a business type and a location to a catalog endpoint and reads business name, address and coordinates back. Several providers sell the call, so the agent tries the cheapest first. You pay per call, and a failed call costs nothing.

Give this to your agent
set up looot - https://looot.ai/skill.md

Install

How do I install this skill?

Two steps. Set up looot once, then save this skill file where your agent reads skills.

1. Set up looot once

Give this line to your agent
set up looot - https://looot.ai/skill.md

Works in Claude Code, Cursor, Codex and ChatGPT through MCP. Searching and inspecting are free.

2. Save the skill

Save the skill file for Claude Code
mkdir -p ~/.claude/agent-skills/looot-local-business-search && curl -fsSL https://looot.ai/agent-skills/local-business-search/SKILL.md -o ~/.claude/agent-skills/looot-local-business-search/SKILL.md

Or open the raw SKILL.md and drop it into the skills folder of your own agent.

When it starts

What do I say to start this skill?

Any of these starts it. The agent asks for what is missing, nothing more.

  • Example prompt
    find coffee shops in Austin

  • Example prompt
    list dentists near this address with their phone numbers

  • Example prompt
    build a list of gyms in Lisbon

It asks for

  • The business type
  • The location
  • How many results

It hands back

  • Business name
  • Address and coordinates
  • Rating and review count
  • Category
  • Website and phone

Return name, address, rating, review count, website and phone as a table, and say how many were found.

How it runs

What does the agent do when it runs?

Four moves, in this order, with the price known before any money moves.

  1. Step 1

    Discover

    looot discover finds the endpoints that match the task. It is free.

  2. Step 2

    Inspect

    looot inspect shows the price and the exact input before anything is spent. It is free.

  3. Step 3

    Run

    looot run executes the call with an idempotency key, so a retry never charges twice. The agent reads the run status, not the HTTP code.

  4. Step 4

    Fall back

    On a provider error or a timeout the agent tries the next endpoint in the skill, cheapest first. It never retries a bad input elsewhere.

The file

What is inside the SKILL.md?

The whole file, as your agent reads it. No price is written in it: the agent reads the live price with looot inspect.

SKILL.md for Find local businesses
---
name: looot-local-business-search
description: Find local businesses. Use when the user says things like "find coffee shops in Austin", "list dentists near this address with their phone numbers" or "build a list of gyms in Lisbon". Runs through looot, billed per call.
---

# Find local businesses

Local business search API for an agent: it sends a business type and a location to a catalog endpoint and reads business name, address and coordinates back. Several providers sell the call, so the agent tries the cheapest first. You pay per call, and a failed call costs nothing.

This skill needs the looot skill set up first: https://looot.ai/skill.md

## Ask for these inputs

The job takes a business type and a location. Example: coffee shops in Austin, USA.

- The business type
- The location
- How many results

## Run it

1. Find the endpoint: `looot discover --mode auto --query "local business search"`. The endpoints listed below are the known matches.
2. Read the price and the input schema before spending: `looot inspect <endpoint-id>`. Tell the user the price, then run.
3. Run it: `looot run anyapi-run-maps-search --input '{"query":"coffee shop","location":"Austin, USA"}' --idempotency-key <new-key> --wait`. Reuse the same key only to retry the same request.
4. Read the run's `status` and `error`, not the HTTP status. A run can return `failed` with a normal response.
5. If a run fails with a provider error or times out, try the next endpoint from the list below, cheapest first. If it fails on your input (a 4xx style error), fix the input. Do not retry it on other providers.

## Endpoints

Each endpoint reads the same job from a different provider. They differ in inputs, fields and price. Run `looot inspect` on the ones that take the input you hold, start with the cheapest, and move to the next on a provider error.

- `anyapi-run-maps-search`: returns up to 20 normalized places per request with ratings, addresses and contact basics, and filters by category words, minimum stars and website
- `anysite-api-google-maps-places-search`: searches by text with optional latitude, longitude and zoom, returns name, address, rating, categories and GPS, and bills per result
- `searchapi-io-google-maps`: returns local businesses with ratings, reviews and contact details, with a coordinate parameter and paging
- `dataforseo-google-maps-advanced`: returns Google Maps results in the advanced format, as live tasks

## What comes back

- Business name
- Address and coordinates
- Rating and review count
- Category
- Website and phone

## Answer rule

Return name, address, rating, review count, website and phone as a table, and say how many were found.

## Before you start

- Give a location with the search. A city and a country work best. For a map area, send coordinates and a zoom on the providers that take them.
- Filter early. A minimum star rating or a website requirement cuts the list before you pay to enrich it.
- Plan the next call. A place found here can go to the reviews endpoint, or to a person search for the owner.

## Cost rules

- Searching and inspecting are free. Running is billed per call at the price `looot inspect` shows.
- Say the price before the first run, and the total after a batch.
- Never loop a failing call. Stop after two failures and report what failed.

## When not to use this skill

Use `looot-google-maps-reviews` instead when you already have a place and want to read its reviews.

Page for people: https://looot.ai/agent-skills/local-business-search

Wrong fit

When should I use a different skill?

Use Read Google Maps reviews when you already have a place and want to read its reviews.

FAQ

What do people ask about this skill?

Send a business type and a place to a Maps search endpoint. Your agent returns the businesses with their rating, address and contact details, ready to put in a sheet.

The same job as a page with the full price ladder: Local business search API for AI agents. Updated 2026-10-04.

For agents
skill
looot-local-business-search
file
https://looot.ai/agent-skills/local-business-search/SKILL.md
difficulty
easy
input
a business type and a location
endpoint
anyapi-run-maps-search
endpoint
anysite-api-google-maps-places-search
endpoint
searchapi-io-google-maps
endpoint
dataforseo-google-maps-advanced
setup
https://looot.ai/skill.md
llms.txt
https://looot.ai/llms.txt
updated
2026-10-04

Try this skill with your own agent.

Start your workspace, top up, and save the skill where your agent reads it.