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pypi

linkedin-scraper-mcp

Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI assistant access to profiles, companies, jobs, and messages.

2k stars5k/wkupdated 1d agogithub ↗
89good
▣ Overview

What it does

The LinkedIn-scraper-mcp server provides MCP tools to access LinkedIn data through your authenticated browser session. Capabilities include fetching detailed profiles (your own or others'), searching companies and employees, querying job listings, accessing and searching direct messages, and managing connection requests. This is a community-maintained project, independent of LinkedIn Corporation; it reads data directly from your account without using LinkedIn's official API.

Who it's for

Recruiters and talent acquisition teams evaluating and sourcing candidates, job seekers who want to cross-reference positions with company details, and software engineers building automation tools that require LinkedIn data but lack official API access.

Common use cases

  • Search and retrieve job listings by keyword and location, pull full position details
  • Extract company profiles, employee rosters, and company posts
  • Read and search your LinkedIn inbox, retrieve or analyze specific conversations
  • Fetch your profile or a target profile (experience, education, skills, certifications, projects)
  • Build automated candidate sourcing workflows using people search

Setup pitfalls

  • Requires a live authenticated browser session; cannot function with API credentials or offline accounts
  • High risk classification: LinkedIn's terms prohibit automated scraping; server may break if LinkedIn changes DOM layout or deploys anti-bot measures
  • Several tools carry open issues (connection requests, message sending) — verify tool stability before critical workflows
  • Browser driver setup (Chrome, Firefox) must match your local environment; misconfiguration can cause tool failures
▣ Score BreakdownMCPScore = Σ(raw × weight)
DimensionRawWeighted
Security
35%
100
35.0
Freshness
25%
100
25.0
Adoption
20%
91
18.2
Quality
10%
60
6.0
Trust
10%
50
5.0
Total
89.2
⚿ Capabilities & Risk Explainer
fs readfs writenetworkexecsecrets
◆ Risk level: high
fs read + fs write + network + exec + secrets active — can execute code, access credentials, and make external network calls.
⚙ Install config
Claude Desktop · Cursor · Windsurf · VS Code (Copilot) · Claude Code
add to your MCP client config:
{
  "mcpServers": {
    "linkedin-scraper": {
      "command": "uvx",
      "args": [
        "linkedin-scraper-mcp"
      ]
    }
  }
}
📈 Score historylast 40 snapshots
5/10/20266/21/2026 · 40 snapshots
⚙ Maintenance health
64/ 100 · is this project alive?
contributors (1y)19
top contributor share84%
releases (1y)59
last release9d ago
median issue response0.1h
ci⚠ failing
⛁ Raw data
weekly downloads5k
github stars2k
forks430
open issues65
license✓ present
readme length354 chars
last publish0d ago
last commit1d ago
last updated7d ago
install verified✓ pass · 41d ago
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