Unlinked, MCP Server for LinkedIn
Official LinkedIn API access for MCP agents, but locked to EEA users only.
Personal profile MCP with scrapers, but the connectors are limited and LLM agent use cases are early.
Professionals using MCP-compatible AI agents for CV generation, profile queries, skill analysis
JSON Resume · Sourced.pro · Manual LinkedIn APIs
However, this is a small side project that kind of escalated: meMCP. It’s a "personal profile protocol," which means it holds data about your professional milestones, education, side projects, and whatever else you feed it. It consists of two parts:
> Backend with scrapers, crawlers, and processors to read data from different sources—primarily LinkedIn for professional history, but also RSS feeds or even Medium (provided you export the raw DOM from your stories overview). Right now, the "connectors" are somewhat limited, as I’ve focused on platforms I actually use. Everything you input is classified into skills, technologies, and general tags. A few metrics are then calculated to score proficiency or the relevance of your capabilities.
> Frontend for your favorite LLM/Agent. It contains everything needed to allow any agent to interact with this MCP. A use case would be generating a CV for job applications, drafting cover letters, or simply showcasing your achievements.
See it in action:
https://mcp.nickyreinert.de/?lang=en
or
https://mcp.nickyreinert.de/human
Tell me what you think.
Official LinkedIn API access for MCP agents, but locked to EEA users only.
The product leans hard into a shareable growth loop: free public roasts to drive attention, plus a paid 'Glow-Up' report with follow-ups. The site shows concrete before/after profile rewrites and promises analysis of bios, photos and content — which is compelling — but it doesn't explain the model or privacy controls, and the core idea (AI profile critique) is becoming crowded.
Autonomous scraping + LLM reasoning for LinkedIn—but relies on third-party API scraping.
One-click LinkedIn-to-Markdown, but manual export only, competes with existing profile scrapers.
Forty-eight tools for their PM platform plus Twitter and Google Ads API connectors.
Timestamps-only mirroring avoids the obvious graph-gaming liability while solving real private-work visibility.