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How to actually do it

How do I enrich a LinkedIn profile with an AI agent?

The short answer

You give a tool the profile URL and it returns a structured record: name, title, employer, and often a work email. 12 entries here are tagged with that job and 8 ship an official MCP server, so an agent can make the call with no glue code.

The tools an agent can call directly

The free to start ones

The chain most people actually want

A profile URL is rarely the end state. The usual sequence is profile to person record to work email to verified email, and each step is a different job with different coverage.

StepThe jobTools taggedOfficial MCPFree tier
Enrich the person from the URLenrich a person from a linkedin url1283
Find the work emailfind a work email address292212
Verify it is deliverableverify an email is deliverable15116
Enrich their companyenrich a company from a domain342612
Write it to the CRMwrite crm records28177

Three things to be careful about

The honest limit of this page

Nobody here has run any of these tools. 0 of 293 entries are bench tested, so treat this as a shortlist to test rather than a result.

Sources

Every number on this page is generated from directory.json at build time and carries the date it was baked: 2026-08-25. Nothing is typed by hand, nothing is rounded, and nothing is estimated. The underlying data is published in full. Where the honest answer is a zero, the zero is printed.

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