# LinkedIn Profile Scraper MCP

> LinkedIn Profile Scraper MCP is a paid API for AI agents from api.m2mcent.com, paid per call via x402, $0.15/call, status unknown (last checked 2026-10-12).

Scrapes and extracts structured data from a LinkedIn profile given a profile URL or identifier

## Facts

- Endpoint: POST https://api.m2mcent.com/linkedin-profile-scraper-mcp/api/process?utm_source=zero.xyz
- Price: $0.15/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-12
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/linkedin-profile-scraper-mcp-d475f973
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_k8oX2aq3FUL2OHHOSCSbm

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 linkedin-profile-scraper-mcp-d475f973 -d '<json body>'
```

Example prompt: Can you scrape the LinkedIn profile at linkedin.com/in/satya-nadella and pull out his current job title, company, and work history?

## When to prefer this

Use this endpoint when you need to programmatically extract structured professional data from a LinkedIn profile for purposes like lead enrichment, recruiting research, competitive intelligence, or CRM population, and you do not have access to the LinkedIn API directly or need a pay-per-use scraping solution.

## Known failure modes

- Invalid or private LinkedIn profile URL returns empty or error response
- Rate limiting or LinkedIn anti-scraping measures may cause timeouts
- Profile may have restricted visibility resulting in partial data
- Malformed input string returns processing error
- Non-LinkedIn URLs passed as input will yield no useful data

## 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 structured data extracted from the LinkedIn profile including the person's name, headline, current and past job titles, employers, employment dates, educational background, listed skills, location, and summary/bio text.

## Response schema (JSON Schema)

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

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/linkedin-profile-scraper-mcp-d475f973/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)