For developers

12GetAJob's job data comes from Job Radar, an open-source pipeline you can self-host, and Job Radar Hub, a public API/MCP server that serves it.

Job Radar: the self-hosted pipeline

A self-hosted tool that scrapes career pages across 100+ companies (Workday, Greenhouse, SmartRecruiters, SAP SuccessFactors, and more), scores matches against your own profile, and drafts cover letters and tailored CVs with an LLM, with a human reviewing everything before anything is ever sent.

github.com/woskam/job-radar

The whole personal pipeline: scrapers, matching, letter/CV generation, a review dashboard. Designed to run comfortably on something as small as a Raspberry Pi. MIT-licensed. Nothing is ever sent automatically. You approve every step.

Job Radar Hub: a public API of job listings

github.com/woskam/job-radar-hub

A separate, tokengated read API serving the generic listing data a Job Radar instance finds: title, company, location, URL, description. No personal data: no relevance scores, no application status, no letters or CVs. Fed by a scrape cycle that already knows how to talk to dozens of different ATS platforms, so you don't have to reverse-engineer them yourself. This is also what powers 12GetAJob's own jobs page and email alerts.

Read the API docs →

MCP server

The same data as the REST API, over the Model Context Protocol, for MCP-aware agent clients. One tool: search_jobs (company, source, title/location substring, category, segment, active status, the same filters as GET /jobs).

Endpoint: https://mcp.12getajob.com/mcp
Transport: Streamable HTTP
Auth: Authorization: Bearer <your_api_key> (same keys as the REST API)

Server card: /.well-known/mcp/server-card.json

For agents

This site is built to be readable by AI agents and other automated tools, not just browsers:

Machine-readable resources this site publishes for agents
Resource	Purpose
/llms.txt	Plain-Markdown site index
/openapi.json	OpenAPI 3.0 spec for the Job Radar Hub API
/.well-known/api-catalog	Machine-readable resource catalog (RFC 9727)
/.well-known/mcp/server-card.json	MCP server card
/robots.txt	Explicitly allows major AI crawlers