{"id":"linkedin-mcp-server","name":"LinkedIn MCP Server","af_score":48.4,"security_score":40.0,"reliability_score":null,"what_it_does":"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.","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.","last_evaluated":"2026-03-01T09:50:05.793692+00:00"}