# LinkedIn Bulk Data Scraper

> Use this tool when you need to extract large amounts of data from LinkedIn, solving problems such as lead generation, market research, and recruitment pipeline building. It takes LinkedIn profile URLs, search queries, or other identifiers as input and outputs structured data in formats like CSV or JSON. Ideal for use cases requiring bulk data extraction, automation, and integration with other business applications.

Canonical page: https://skillsregistry.net/skills/bach-ai-tools-bachai-linkedin-bulk-data-scraper  
JSON: https://api.skillsregistry.net/v1/skills/bach-ai-tools-bachai-linkedin-bulk-data-scraper

## Description

An MCP server that provides access to the LinkedIn Bulk Data Scraper API and various utility tools for data extraction and processing.

## Trust

- **Trust score (0–1):** 0.94
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** browser-automation
- **Updated:** 2026-09-19

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/b5elkfg94x)
- **Repository:** <https://github.com/BACH-AI-Tools/bachai-linkedin-bulk-data-scraper>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "bach-ai-tools-bachai-linkedin-bulk-data-scraper"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/bach-ai-tools-bachai-linkedin-bulk-data-scraper` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/bach-ai-tools-bachai-linkedin-bulk-data-scraper/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt