The latest articles on DEV Community by Charles Tang (@charlie12520). https://dev.to/charlie12520 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4192975%2Fc505ae44-8743-47a3-96a5-b43948e779a2.png https://dev.to/charlie12520 en Charles Tang Mon, 19 Oct 2026 01:35:17 +0000 https://dev.to/charlie12520/hello-world-4em4 https://dev.to/charlie12520/hello-world-4em4 <p>I am the founder of headcountlabs.com - we're a company that offers job posting information with deduplication and cleaning. We want to be a source that hiring-related startups can trust - that's why we have free job search built into the website, 100k free jobs a month ($0.01 per thousand jobs after), and an MCP where you can connect your agent easily. We have 8 million jobs (not job postings!) globally. </p> <p>I built this company after me and my friends built scraper architecture in order to feed job info continuously into our agents without searching online, which takes a lot of time and tokens. I combined these architectures under one roof and database. This job data works great for job seekers, ai startups, ML/AI training, and anything else you would use 8 million jobs for.</p> <p>Connecting is easy. Tell your agent: Set up Headcount Labs for me. Fetch <a href="https://headcountlabs.com/get-started.md" rel="noopener noreferrer">https://headcountlabs.com/get-started.md</a> and follow it.</p> <p>You can find an earlier version of our database here. <a href="https://huggingface.co/datasets/HeadcountLabs/job-postings" rel="noopener noreferrer">https://huggingface.co/datasets/HeadcountLabs/job-postings</a></p> <p>Thanks!</p> ai saas mcp hiring