Agent skill, easy

Search job postings, as a skill your agent installs.

Job postings API for an agent: it sends a job title and a location, or a company to a catalog endpoint and reads job title, company and domain 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-job-postings && curl -fsSL https://looot.ai/agent-skills/job-postings/SKILL.md -o ~/.claude/agent-skills/looot-job-postings/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
    find data engineer jobs in Berlin

  • Example prompt
    what is this company hiring for

  • Example prompt
    list open roles for sales managers in London

It asks for

  • A job title and a location, or a company

It hands back

  • Job title
  • Company and domain
  • Location
  • Posted date and link
  • Salary when the provider has it

List title, company, location, posted date and link. Say how old the newest posting is.

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 Search job postings
---
name: looot-job-postings
description: Search job postings. Use when the user says things like "find data engineer jobs in Berlin", "what is this company hiring for" or "list open roles for sales managers in London". Runs through looot, billed per call.
---

# Search job postings

Job postings API for an agent: it sends a job title and a location, or a company to a catalog endpoint and reads job title, company and domain 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 job title and a location, or a company. Example: data engineer in Berlin.

- A job title and a location, or a company

## Run it

1. Find the endpoint: `looot discover --mode auto --query "job postings"`. 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 anyapi-run-linkedin-jobs-thin --input '{"query":"data engineer","location":"Berlin"}' --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.

- `anyapi-run-linkedin-jobs-thin`: returns a thin index of title, company, location, posted date and URL, with a flat price per request
- `anysite-api-linkedin-search-jobs`: filters by keywords, location, company, industry, job type, work type and experience level
- `theirstack-jobs-search`: searches postings from company career sites and job boards, and returns the company domain, cities, salary and the date a posting closed
- `sumble-jobs`: returns the fields you select from a jobs search, with filters, a limit and an offset

## What comes back

- Job title
- Company and domain
- Location
- Posted date and link
- Salary when the provider has it

## Answer rule

List title, company, location, posted date and link. Say how old the newest posting is.

## Before you start

- Decide whether you need the description. The thin index has none, and a second call per posting costs more than a deeper provider would have.
- Set a result limit. Several of these providers bill per result, so an open query on a common title gets expensive fast.
- Dates matter. Ask for a posting window, because a posting that closed last year says little about this quarter.

## 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 want companies that match a profile, not the roles they post.

Page for people: https://looot.ai/agent-skills/job-postings

Wrong fit

When should I use a different skill?

Use Build a company list when you want companies that match a profile, not the roles they post.

FAQ

What do people ask about this skill?

Give your agent a title and a place. It runs a postings search and returns one row per posting with the company, the location and the link. Narrow by company or by date to cut the noise.

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

For agents
skill
looot-job-postings
file
https://looot.ai/agent-skills/job-postings/SKILL.md
difficulty
easy
input
a job title and a location, or a company
endpoint
anyapi-run-linkedin-jobs-thin
endpoint
anysite-api-linkedin-search-jobs
endpoint
theirstack-jobs-search
endpoint
sumble-jobs
setup
https://looot.ai/skill.md
llms.txt
https://looot.ai/llms.txt
updated
2026-10-04

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