{"id":"eliasbiondo-linkedin-mcp-server","name":"linkedin-mcp-server","af_score":47.8,"security_score":41.0,"reliability_score":26.2,"what_it_does":"Provides an MCP server that uses browser automation to search LinkedIn for people, companies, and jobs, scrape profile/feed data, and return structured JSON via MCP tools (stdio or streamable-http).","best_when":"You need a tool-based MCP integration for structured LinkedIn scraping, and you can run/maintain a headful browser session with persistent local state.","avoid_when":"You cannot manage automation risk, session storage security, or you require strict operational guarantees for uptime and error recovery.","last_evaluated":"2026-03-30T13:44:51.346818+00:00","has_mcp":true,"has_api":false,"auth_methods":["Interactive LinkedIn login via browser automation (triggered with --login)","Session persistence stored locally for subsequent calls"],"has_free_tier":false,"known_gotchas":["LinkedIn pages and DOM structure can change, causing parser/scrape failures","Automation may be affected by bot detection/consent flows and network issues","HTTP transport requires exposing a server; ensure it is not publicly reachable without controls","Browser session persistence stored on disk may need secure filesystem permissions"],"error_quality":0.0}