Agent skill, easy

Enrich a company, as a skill your agent installs.

Company enrichment API for an agent: it sends a company domain to a catalog endpoint and reads company name, description and industry 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-company && curl -fsSL https://looot.ai/agent-skills/enrich-a-company/SKILL.md -o ~/.claude/agent-skills/looot-enrich-a-company/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
    tell me about example.com as a company

  • Example prompt
    enrich this list of company domains

  • Example prompt
    how big is this company and what do they do

It asks for

  • A company domain, or a list of domains

It hands back

  • Company name and description
  • Industry
  • Headcount and range
  • Headquarters
  • Founded year
  • Funding and tech stack when the provider has them

Show headcount, industry, headquarters and founding year first. Mark funding and tech stack as missing when the provider has none.

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 company
---
name: looot-enrich-a-company
description: Enrich a company. Use when the user says things like "tell me about example.com as a company", "enrich this list of company domains" or "how big is this company and what do they do". Runs through looot, billed per call.
---

# Enrich a company

Company enrichment API for an agent: it sends a company domain to a catalog endpoint and reads company name, description and industry 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 a company domain. Example: example.com.

- A company domain, or a list of domains

## Run it

1. Find the endpoint: `looot discover --mode auto --query "company 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-companies-find --input '{"domain":"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-companies-find`: returns the industry category, company type, founded year, email provider, funding rounds and social profiles
- `tomba-companies-find`: adds legal name, industry codes (sector, SIC, NAICS) and the phone numbers and email addresses on the company's site
- `fullenrich-api-company-lookup`: matches by domain, LinkedIn URL or id and charges only when a company is found
- `leadmagic-companies-company-search`: takes a domain, a name or a LinkedIn URL and adds competitors and growth figures
- `prospeo-enrich-company`: returns keywords and technologies with the profile, and is free when nothing matches
- `aviato-company-enrich`: takes one identifier, including a Crunchbase or Twitter id, and returns industries, headcount and links
- `akta-company-enrichment`: returns only the sections you request: firmographics, funding, headcount, web traffic, business model or financials
- `people-data-labs-company-enrich`: takes a website, name, LinkedIn URL or ticker and returns size, employee count, industry, founding year and tags

## What comes back

- Company name and description
- Industry
- Headcount and range
- Headquarters
- Founded year
- Funding and tech stack when the provider has them

## Answer rule

Show headcount, industry, headquarters and founding year first. Mark funding and tech stack as missing when the provider has none.

## Before you start

- Send the bare domain without a path. One provider wants the full website with its protocol, and your agent reads that on the endpoint page.
- Name the sections you need. One provider returns only the sections you ask for, so asking for fewer costs less.
- Cache results on your side. Only one provider here skips the charge for a company you enriched in the last 90 days, and your own copy is cheaper than any lookup.

## 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-company-list-builder` instead when you have no company yet and want to find companies by industry, size or technology.

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

Wrong fit

When should I use a different skill?

Use Build a company list when you have no company yet and want to find companies by industry, size or technology.

FAQ

What do people ask about this skill?

At minimum a name, a description, an industry, a headcount and a location. Deeper providers add funding, technologies, web traffic and financials. The notes above say what each endpoint adds.

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

For agents
skill
looot-enrich-a-company
file
https://looot.ai/agent-skills/enrich-a-company/SKILL.md
difficulty
easy
input
a company domain
endpoint
hunter-companies-find
endpoint
tomba-companies-find
endpoint
fullenrich-api-company-lookup
endpoint
leadmagic-companies-company-search
endpoint
prospeo-enrich-company
endpoint
aviato-company-enrich
endpoint
akta-company-enrichment
endpoint
people-data-labs-company-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.