Make something agents want.
See how smoothly coding agents build with your product. Gauge runs real tasks and shows every snag between the first command and working code.
Add sign-in to this app5 runs each
- Claude Code100%
- Codex80%
- OpenCode60%
- Antigravity40%
FRICTIONAntigravity
The auth guide returned a 404, so the agent followed a 2023 blog post instead.
Real tasks, your criteria
Give agents the work your users ask them to do, then grade the finished code against the criteria you define.
See every snag
Findings point to the repeated doc fetches, misleading instructions, and wrong turns that slow agents down.
Compare agents and models
Pin the repository commit, harness, and model, then repeat the same task to see how each agent performs.