Full text
Every job carries the employer’s full description, as plain text for training or HTML when you need the original layout.
USE CASE / AI TRAINING DATA
Real job postings
for training data.
Millions of deduplicated job postings with full descriptions, titles, pay and locations to train, fine-tune and evaluate models.
10.1Mjob postings
200k+company job boards
24hevery board re-checked
500jobs a month free
Why Headcount Labs
No repeats
Reposted and syndicated copies are merged into one record, so duplicates don’t skew your training set or leak between splits.
Structured fields
Titles, employers, locations, work arrangement, employment type and posted pay come as separate fields, ready to use as labels.
Bulk pulls
Page through any filter with a cursor, up to 250 jobs per REST call, and save straight to JSONL. Pay only for the jobs you take.
How it works
Ask your agent in plain words. It calls Headcount Labs through MCP, or your code calls the same filters over the REST API.
Build a training set of 50,000 US software engineering job posts with pay and full descriptions, saved as JSONL.
count_jobs{ filters: { title: "software engineer", country: "US" } }
search_jobs{ filters: { title: "software engineer", country: "US", description_format: "text" }, limit: 25, cursor: "…" }
Saved 50,000 deduplicated postings to
data/swe_jobs.jsonl, skipping any without posted pay or a full description. Each row has the title, employer, location, pay and description in plain text.Example conversation.
The same request over REST
curl -G https://api.headcountlabs.com/v1/jobs \
--data-urlencode "title=software engineer" \
--data-urlencode "country=US" \
--data-urlencode "description_format=text" \
--data-urlencode "limit=100" \
-H "Authorization: Bearer $HEADCOUNTLABS_KEY"What you get
- Full description as plain text or HTML
- Job title and employer
- City, state and country
- Pay, when the employer posts it
- Work arrangement and employment type
- Posted date and source links for every record
More use cases
Job boards and HR tech
Launch job boards, recruiting platforms and matching tools on clean, deduplicated postings with direct links to apply.
Read more →AI startups
Feed your AI job-search or auto-apply product fresh, deduplicated openings with direct links to apply, from over 200,000 company job boards.
Read more →AI agents
Give your AI agent a job search tool through MCP so it can find, track and apply to roles without crawling the web.
Read more →Lead generation
A company that is hiring has budget and a need. Find companies hiring for any role by title, location and number of openings.
Read more →Market and investment research
Track hiring and posted pay by company, industry and city to see who is growing, who is slowing down, and how wages move.
Read more →Recruiting and pay benchmarks
See what competitors pay and which skills they ask for before you post your own role, from employers' own job boards.
Read more →Start with 500 jobs free.
No card needed. Connect the API or MCP in minutes.