LinkedIn MCP Server

MCP server that scrapes LinkedIn data using browser automation (Patchright), exposing tools to retrieve profiles, company data, job listings, and search results for AI assistants.

Evaluated Mar 01, 2026 (51d ago) vunknown
Homepage ↗ Repo ↗ Data linkedin mcp scraping profiles jobs browser-automation
⚙ Agent Friendliness
48
/ 100
Can an agent use this?
🔒 Security
40
/ 100
Is it safe for agents?
⚡ Reliability
N/A
Not evaluated
Does it work consistently?
AF Security Reliability

Best When

You need occasional personal-use LinkedIn data access from an AI assistant and accept the fragility of browser-based scraping.

Avoid When

You need reliable, ToS-compliant LinkedIn data access at any scale. LinkedIn's official API or approved partners are better choices.

Use Cases

  • Retrieving LinkedIn profile information for research or recruiting
  • Searching LinkedIn job listings with keyword and location filters
  • Extracting company profiles and recent posts
  • People search for networking or recruiting workflows

Not For

  • Production or commercial scraping at scale - likely violates LinkedIn ToS
  • Reliable automated workflows - LinkedIn actively blocks scraping
  • Users unwilling to deal with periodic CAPTCHA challenges and session expiry
  • Headless server environments without display for initial auth

Alternatives

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Scores are editorial opinions as of 2026-03-01.

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