tokens&
BrowseFor enterprises
tokens&

Find tools, check provider offers, save a build plan, and share your work when you’re ready.

For buildersFor enterprises

For builders

  • Product launches
  • Builder projects
  • Startup credits and perks
  • Agent Skills
  • Published agents
  • API and agent docs
  • Publish a project

For enterprises

  • Start free company workspace
  • Submit a tool, product, or perk

Community

  • Community
  • Newsletter
  • Events
Xin

© 2026 tokensand, LLC. All rights reserved.

  • Terms
  • Privacy
  • Security
  • Data Processing
  • Status
  1. Hackathon
  2. Project gallery
  3. Ratchet
Anonymous builder4 months agoJudging locked: Self-Evolving Agents Hackathon

Ratchet

It fixes a bug, remembers the fix that worked, and never pays full price for that kind of bug again.

Community votes recognize the build and do not affect official judging.

Review the project

Start with the source code, then open the demo or video if available.

View GitHub repository
Demo video
Watch demo video
Project description
The QA agent that gets cheaper every time you ship. Replay QA finds real bugs in a live app, Ratchet fixes them, and a fix enters memory only once a re-test confirms it worked. Next time that cause appears, anywhere, it costs one AI call instead of four. Verified fixes publish, so they cross teams.
Project links
  • GitHub repository
Watch demo videoProject gallery
  • Demo video
    • Tools used
    • Actian logoActian

      Provider website

      Sign in to visit
    • Pioneer logoPioneer

      Provider website

      Sign in to visit
    • Replay.io logoReplay.io

      Provider website

      Sign in to visit
    • SSenso
      No link provided