Agent skill, easy

Read Google Maps reviews, as a skill your agent installs.

Google Maps reviews API for an agent: it sends a Google Maps place ID to a catalog endpoint and reads review text, star rating and reviewer name 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-google-maps-reviews && curl -fsSL https://looot.ai/agent-skills/google-maps-reviews/SKILL.md -o ~/.claude/agent-skills/looot-google-maps-reviews/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
    get the reviews for this Google Maps place

  • Example prompt
    what do customers complain about at this restaurant

  • Example prompt
    pull the latest reviews with owner replies

It asks for

  • The Google Maps place ID. Ask for the business name and location to look it up when the user has no ID
  • How many reviews

It hands back

  • Review text
  • Star rating
  • Reviewer name
  • Posted date
  • Owner reply

Summarize the themes with the star rating, quote at most a line from a review, and say how many reviews were read.

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 Read Google Maps reviews
---
name: looot-google-maps-reviews
description: Read Google Maps reviews. Use when the user says things like "get the reviews for this Google Maps place", "what do customers complain about at this restaurant" or "pull the latest reviews with owner replies". Runs through looot, billed per call.
---

# Read Google Maps reviews

Google Maps reviews API for an agent: it sends a Google Maps place ID to a catalog endpoint and reads review text, star rating and reviewer name 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 Google Maps place ID. Example: ChIJN1t_tDeuEmsRUsoyG83frY4.

- The Google Maps place ID. Ask for the business name and location to look it up when the user has no ID
- How many reviews

## Run it

1. Find the endpoint: `looot discover --mode auto --query "google maps reviews"`. 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-reviews --input '{"placeId":"ChIJN1t_tDeuEmsRUsoyG83frY4","limit":100}' --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-reviews`: fetches up to 100 reviews for a place ID in one request, with language, sort and a flat price per request
- `anysite-api-google-maps-reviews`: takes a feature ID, a numeric CID or a place ID, with sort and a count, and bills per result
- `searchapi-io-google-maps-reviews`: takes a place ID or a data ID, pages with a token, sorts and can filter by topic

## What comes back

- Review text
- Star rating
- Reviewer name
- Posted date
- Owner reply

## Answer rule

Summarize the themes with the star rating, quote at most a line from a review, and say how many reviews were read.

## Before you start

- Get the place ID first. A Google Maps search returns it for each business, and the different providers accept different forms of the ID.
- Sort the way you need. Newest first answers what customers say now, and most helpful first answers what they say most.
- Mind the volume. A busy place has thousands of reviews, and a provider billed per result charges for each one, so set a count.

## 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-local-business-search` instead when you have no place yet and need to find businesses first.

Page for people: https://looot.ai/agent-skills/google-maps-reviews

Wrong fit

When should I use a different skill?

Use Find local businesses when you have no place yet and need to find businesses first.

FAQ

What do people ask about this skill?

Find the place ID with a Maps search, then send it to a reviews endpoint. Your agent reads the reviews as JSON with the rating, the text and the date.

The same job as a page with the full price ladder: Google Maps reviews API for AI agents. Updated 2026-10-04.

For agents
skill
looot-google-maps-reviews
file
https://looot.ai/agent-skills/google-maps-reviews/SKILL.md
difficulty
easy
input
a Google Maps place ID
endpoint
anyapi-run-maps-reviews
endpoint
anysite-api-google-maps-reviews
endpoint
searchapi-io-google-maps-reviews
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.