tokens&
For enterprises
tokens&

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

For buildersFor enterprises

For builders

  • Startup credits and perks
  • Agent Skills
  • 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 builder2 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.

Review the project

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

View GitHub repository
Project gallery
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
Tools used
  • Actian logoActian
  • Pioneer logoPioneer
  • Replay.io logo
Tools used
  • Actian logoActian
  • Pioneer logoPioneer
  • Replay.io logoReplay.io
  • SSenso
Replay.io
  • SSenso