What Is MCP, in Nontechnical Words?
How Jacqueline V. Twillie explained it live with Women Applying AI on October 7, 2026.
LinkedIn doesn't share the MCP and API. I'm getting a little technical here, but that's simply how one system talks to another.
What she said about it
There are a couple of websites that don't have connectors. Okay. One of them being one of my favorite tools, LinkedIn.
LinkedIn doesn't readily share that information.
How then do we find publicly available information if our chief of staff agent is helping us prep for a meeting and looking at a company LinkedIn page or the person you're meeting with looking at their public page? Apify is an agent native tool that fetches specific information from various platforms such as LinkedIn. Now Apify looks at other websites, but I found it to be one of the best if you're prepping and you're using LinkedIn to prepare for a meeting, Apify is one of the best tools for that because they have written a protocol for agents to be able to look at public pages.
The moment she used it
LinkedIn doesn't readily share that information.
Hear it at 28:25 in the recording. The clip is on the session page.
Where to read more
Build Your First AI Agent in One Hour: the full build, with the clips, the prompts and the transcript.
Related reading: How a Chief of Staff AI Agent Audits 25 AI Agents Every Friday.
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