# Yelp Review Scraper MCP

> Yelp Review Scraper MCP is a paid API for AI agents from api.m2mcent.com, paid per call via x402, $0.12/call, status unknown (last checked 2026-10-12).

Scrapes and extracts reviews from Yelp business listings based on a provided input query or URL

## Facts

- Endpoint: POST https://api.m2mcent.com/yelp-review-scraper-mcp/api/process?utm_source=zero.xyz
- Price: $0.12/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-12
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/yelp-review-scraper-mcp-0e3695f0
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_wt1qVxJgh0skal5gd-tAU

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability yelp-review-scraper-mcp-0e3695f0 -d '<json body>'
```

Example prompt: Can you scrape all the Yelp reviews for 'The Spotted Pig' restaurant in New York and give me the review text, star ratings, and reviewer names?

## When to prefer this

Choose this endpoint when you need structured Yelp review data for a specific business without maintaining your own scraping infrastructure. Ideal for competitive analysis, reputation monitoring, sentiment research, or aggregating consumer feedback at scale via an agent workflow.

## Known failure modes

- Business not found on Yelp — returns empty result or error
- Invalid or malformed input URL/query — returns parsing error
- Yelp rate limiting or anti-scraping measures — may return partial results or failure
- Business has no reviews — returns empty review list
- Network timeout — returns timeout error

## How this service works

The premier global index of 1,069 monetized MCP nodes across 205 specialized subdomains. Gasless USDC runtime settlements via x402 V2 Spec on Base L2. Save 95% token context.

## Output

Returns scraped Yelp review data including review text, star ratings, reviewer names, review dates, and other metadata associated with the queried business listing.

## Response schema (JSON Schema)

```json
{
 "type": "json",
 "example": {
  "success": true
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/yelp-review-scraper-mcp-0e3695f0/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from api.m2mcent.com](https://www.zero.xyz/host/api.m2mcent.com/llms.txt)