Jev in production › Agent tool and action selection
Picks each browser click for end-to-end tests; hosted Jev runs median 3.74s per step versus 25.29s for Claude Code plus Playwright MCP (author).

Plain-English end-to-end tests for web apps. A small decision model picks each click. Code decides pass or fail.
Quick start · How it works · Attack cases · Benchmarks · Engines · Limits
For AI agents: AGENTS.md (spec rules, exit codes, the --json record) · llms.txt · agent skill
Recorded at 1× speed with the local engine (Shisa DE-1). Task: from the TicketBay home page, buy 2 tickets with the discount code WELCOME10.
Built by Daniel Moka. I write about building software with AI agents in Craft Better Software, read by 200K+ engineers. Subscribe to get QuickE2E releases and the engineering behind them.
For the project's own README, linking back here: