Find local businesses, as a skill your agent installs.
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
set up looot - https://looot.ai/skill.mdWorks in Claude Code, Cursor, Codex and ChatGPT through MCP. Searching and inspecting are free.
2. Save the skill
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.mdOr 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 promptfind coffee shops in Austin
- Example promptlist dentists near this address with their phone numbers
- Example promptbuild 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.
Step 1
Discover
looot discover finds the endpoints that match the task. It is free.
Step 2
Inspect
looot inspect shows the price and the exact input before anything is spent. It is free.
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.
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.
---
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?
The same job as a page with the full price ladder: Local business search API for AI agents. Updated 2026-10-04.
- 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.