Free job postings API with 1.8M+ US jobs, 60k companies
Job API when Indeed, Adzuna, and LinkedIn already offer this.

Cost-of-living adjusted salary data beats raw numbers from Levels.fyi.
Job seekers, recruiters, and career counselors
Levels.fyi · Glassdoor · Payscale
Job API when Indeed, Adzuna, and LinkedIn already offer this.
The product sells one concrete promise: fewer ghost listings and better signals. Features like a hiring-freeze cross-check, a 'trap' detector for contradictory JDs, and synthesized salary ranges (no more 'undisclosed') are tangible, not just marketing fluff. My main skepticism is data quality — real-time layoff trackers and active pings are noisy — but if their extraction and verification pipeline is solid this is genuinely useful.
Another HN job analyzer, but LLM classification runs at $0.07 per month.
MCP server wrapping a recruiting marketplace; useful but fundamentally API wrapper, not novel infrastructure.
HN-style design for marketing jobs, but LinkedIn and Otta already dominate this space.
Yet another job aggregator, but niche ATS sources is a decent angle.