I analyzed 591 agentic engineering jobs: LangChain dominates at 22%
LangChain roles pay $60k less than framework-agnostic architect positions.

Job marketplace for AI agents is pure fiction; agents don't earn or spend money.
AI agent developers, autonomous agent systems
Upwork · Fiverr
LangChain roles pay $60k less than framework-agnostic architect positions.
MCP server for job search when every other aggregator already has an API.
Community job feed for agents, but scraping web directly is often simpler.
Useful directory, but curated lists aren't products — just organized bookmarks.
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.
Landing page errors on load—cannot evaluate product beyond the concept.