LinkedIn Profile Finder - Email to LinkedIn URL Lookup MCP server

LinkedIn Profile Finder - Email to LinkedIn URL

Turn an email address into the person's public LinkedIn profile, with a confidence score on every match. Paste one email or a whole list and get back a clean table of LinkedIn URLs for your CRM, outreach or recruiting pipeline. No LinkedIn login, no cookies, nothing tied to your account.

Available as an Apify Actor. $0.005 per email checked plus $0.02 per confident match. Works with no API keys; free Brave Search and Groq keys widen coverage.

What you get

• Email in, best-match LinkedIn URL out, with a 0 to 100% confidence score on every row so you know which matches to trust.
• Bulk or one-off. A single address or thousands, one result row each.
• Pay for results. Half a cent per email checked; the match fee applies only when a URL clears your confidence gate.
• Public information only. GitHub commit authors, Gravatar, PGP keyservers and handle probes on 8 platforms. No data broker, no private database.
• Account-safe. It never logs into LinkedIn or touches your session, so there is nothing to get flagged.

Who it's for

• Sales and growth: enrich inbound leads and sign-ups with the right LinkedIn profile before you reach out.
• Recruiting: turn a list of candidate emails into LinkedIn profiles.
• RevOps / CRM: clean, verify and backfill contact records at scale.
• Founders and operators: see who actually emailed you.

How to use it

1. Paste a single email, or a list of emails. The form comes prefilled with two demo addresses; replace them with yours.
2. Leave Check public profiles on. It recovers the name and a cross-platform handle, which is what resolves a URL without a search key.
3. Pick a matching mode. Balanced is the default and works for most lists.
4. Optional: add your free Brave Search and Groq keys for web-search corroboration and AI name-splitting.
5. Hit Start. Results appear in the dataset, one row per email.

Matching modes

What does the output look like?

This is the real dataset from a run on 2026-09-12 (build 0.1.5, no API keys, default settings). Six emails, 25 seconds, 1 GB of memory.

Confident means the row cleared the 80% gate. Those are the only rows that carry the match fee. Rows between 50% and 79% are possible matches, returned free with their score, for you to verify before use.

One row as JSON (the signals block is what the scorer saw):

Shortened. The full README is on GitHub.