Search people, companies, and jobs, and scrape structured LinkedIn data.
Best for Automating lead generation by extracting structured data from professional profiles.
A Model Context Protocol (MCP) server for LinkedIn. Search people, companies, and jobs, scrape profiles, and retrieve structured JSON data from any MCP-compatible AI client.
https://github.com/user-attachments/assets/50cd8629-41ee-4261-9538-40dc7d30294e.
What it does
- Granular scraping of LinkedIn profile sections including experience, education, and contact info.
- Advanced job search filtering by date, experience level, and work type.
- Retrieval of company overview, recent posts, and open job positions.
- Browser automation powered by Patchright for persistent session management.
View LinkedIn MCP Server details vs
Unified web layer for AI agents
Best for Automating research tasks by aggregating and summarizing data from multiple search engines.
The unified web layer for AI agents. Search, browse, crawl, extract, and act on platforms — one package, self-hosted.
5,000 free searches/month via Gemini Grounded Search. Full page scraping, stealth browsing, multi-page crawling, structured extraction, AI browser agent, 24 platform adapters.
What it does
- Unified search engine cascade including Gemini Grounded, Tavily, and Brave
- Stealth browsing with Camoufox and Playwright integration
- Multi-page crawling and structured data extraction
- Automatic anti-detection and CAPTCHA solving via Gemini Vision
- Platform-specific adapters for 24 different web platforms
Setup requirements
Requires 4 environment variables: GEMINI_API_KEY, TAVILY_API_KEY, BRAVE_API_KEY, SERPER_API_KEY. Available via NPX.
View Spectrawl details Biggest differences
CompareLinkedIn MCP ServerSpectrawl
Best forAutomating lead generation by extracting structured data from professional profiles.Automating research tasks by aggregating and summarizing data from multiple search engines.
StandoutGranular scraping of LinkedIn profile sections including experience, education, and contact info.Unified search engine cascade including Gemini Grounded, Tavily, and Brave.
SetupManual, stdio transport.NPX, needs 4 env vars, stdio transport.
Transportstdiostdio
Community95 GitHub stars21 GitHub stars
Bottom line
Pick LinkedIn MCP Server if...Automating lead generation by extracting structured data from professional profiles. Granular scraping of LinkedIn profile sections including experience, education, and contact info. Manual, stdio transport.
Pick Spectrawl if...Automating research tasks by aggregating and summarizing data from multiple search engines. Unified search engine cascade including Gemini Grounded, Tavily, and Brave. NPX, needs 4 env vars, stdio transport.
The real split here is workflow fit, not raw counts. LinkedIn MCP Server: Automating lead generation by extracting structured data from professional profiles. Spectrawl: Automating research tasks by aggregating and summarizing data from multiple search engines. LinkedIn MCP Server also has the larger public footprint (95 vs 21 stars).