Agent skill, easy

Enrich a person, as a skill your agent installs.

Person enrichment API for an agent: it sends an email, a LinkedIn profile, or a name and a company to a catalog endpoint and reads full name, title and employer back. Several providers sell the call, so the agent tries the cheapest first. You pay per call, and a failed call costs nothing.

Give this to your agent
set up looot - https://looot.ai/skill.md

Install

How do I install this skill?

Two steps. Set up looot once, then save this skill file where your agent reads skills.

1. Set up looot once

Give this line to your agent
set up looot - https://looot.ai/skill.md

Works in Claude Code, Cursor, Codex and ChatGPT through MCP. Searching and inspecting are free.

2. Save the skill

Save the skill file for Claude Code
mkdir -p ~/.claude/agent-skills/looot-enrich-a-person && curl -fsSL https://looot.ai/agent-skills/enrich-a-person/SKILL.md -o ~/.claude/agent-skills/looot-enrich-a-person/SKILL.md

Or open the raw SKILL.md and drop it into the skills folder of your own agent.

When it starts

What do I say to start this skill?

Any of these starts it. The agent asks for what is missing, nothing more.

  • Example prompt
    enrich jane.doe@example.com

  • Example prompt
    tell me about this person from their LinkedIn

  • Example prompt
    fill in the profile for this contact

It asks for

  • An email, a LinkedIn profile, or a name with a company

It hands back

  • Full name and title
  • Employer and seniority
  • Location
  • Social profiles
  • Education and experience

List the fields found, name the ones that came back empty, and do not fill gaps from memory.

How it runs

What does the agent do when it runs?

Four moves, in this order, with the price known before any money moves.

  1. Step 1

    Discover

    looot discover finds the endpoints that match the task. It is free.

  2. Step 2

    Inspect

    looot inspect shows the price and the exact input before anything is spent. It is free.

  3. Step 3

    Run

    looot run executes the call with an idempotency key, so a retry never charges twice. The agent reads the run status, not the HTTP code.

  4. Step 4

    Fall back

    On a provider error or a timeout the agent tries the next endpoint in the skill, cheapest first. It never retries a bad input elsewhere.

The file

What is inside the SKILL.md?

The whole file, as your agent reads it. No price is written in it: the agent reads the live price with looot inspect.

SKILL.md for Enrich a person
---
name: looot-enrich-a-person
description: Enrich a person. Use when the user says things like "enrich jane.doe@example.com", "tell me about this person from their LinkedIn" or "fill in the profile for this contact". Runs through looot, billed per call.
---

# Enrich a person

Person enrichment API for an agent: it sends an email, a LinkedIn profile, or a name and a company to a catalog endpoint and reads full name, title and employer back. Several providers sell the call, so the agent tries the cheapest first. You pay per call, and a failed call costs nothing.

This skill needs the looot skill set up first: https://looot.ai/skill.md

## Ask for these inputs

The job takes an email, a LinkedIn profile, or a name and a company. Example: jane.doe@example.com.

- An email, a LinkedIn profile, or a name with a company

## Run it

1. Find the endpoint: `looot discover --mode auto --query "person enrichment"`. The endpoints listed below are the known matches.
2. Read the price and the input schema before spending: `looot inspect <endpoint-id>`. Tell the user the price, then run.
3. Run it: `looot run hunter-people-find --input '{"email":"jane.doe@example.com"}' --idempotency-key <new-key> --wait`. Reuse the same key only to retry the same request.
4. Read the run's `status` and `error`, not the HTTP status. A run can return `failed` with a normal response.
5. If a run fails with a provider error or times out, try the next endpoint from the list below, cheapest first. If it fails on your input (a 4xx style error), fix the input. Do not retry it on other providers.

## Endpoints

Each endpoint reads the same job from a different provider. They differ in inputs, fields and price. Run `looot inspect` on the ones that take the input you hold, start with the cheapest, and move to the next on a provider error.

- `hunter-people-find`: takes an email or a LinkedIn handle and returns name, employer, role, seniority, location, bio and social handles
- `tomba-people-find`: takes an email and returns the name, location and social handles such as Twitter
- `fullenrich-api-people-lookup`: matches one person by profile URL or id, or by name with a company domain, and charges only when a person is found
- `prospeo-enrich-person`: takes a name with a company, an email or a LinkedIn URL, and can add a verified mobile number; free when nothing matches
- `aviato-person-enrich`: takes one identifier and returns the name, profile URLs and whether a work or personal email exists
- `people-data-labs-person-enrich`: returns the deepest record, with experience, education and locations, and lets you set how sure the match must be

## What comes back

- Full name and title
- Employer and seniority
- Location
- Social profiles
- Education and experience

## Answer rule

List the fields found, name the ones that came back empty, and do not fill gaps from memory.

## Before you start

- Send the most specific identifier you hold. An email or a profile URL matches more reliably than a name alone.
- Decide the minimum fields you need. A cheap lookup answers who someone is and where they work, which covers most routing and scoring.
- Keep the match likelihood. Where a provider reports one, store it with the record so a weak match does not pass as a sure one.

## Cost rules

- Searching and inspecting are free. Running is billed per call at the price `looot inspect` shows.
- Say the price before the first run, and the total after a batch.
- Never loop a failing call. Stop after two failures and report what failed.

## When not to use this skill

Use `looot-find-professional-emails` instead when all you need is a work email for a name and a domain.

Page for people: https://looot.ai/agent-skills/enrich-a-person

Wrong fit

When should I use a different skill?

Use Find a professional email when all you need is a work email for a name and a domain.

FAQ

What do people ask about this skill?

It adds fields you lack to a person you already know, such as the employer, the job title and the location. You start from an email or a profile link and end with a fuller record.

The same job as a page with the full price ladder: Person enrichment API for AI agents. Updated 2026-10-04.

For agents
skill
looot-enrich-a-person
file
https://looot.ai/agent-skills/enrich-a-person/SKILL.md
difficulty
easy
input
an email, a LinkedIn profile, or a name and a company
endpoint
hunter-people-find
endpoint
tomba-people-find
endpoint
fullenrich-api-people-lookup
endpoint
prospeo-enrich-person
endpoint
aviato-person-enrich
endpoint
people-data-labs-person-enrich
setup
https://looot.ai/skill.md
llms.txt
https://looot.ai/llms.txt
updated
2026-10-04

Try this skill with your own agent.

Start your workspace, top up, and save the skill where your agent reads it.