TrueClara

TrueClara provides a production-outcome reward layer designed for coding agents, focusing on evaluating the real-world impact of code changes after deployment. It addresses the gap between passing CI checks and actual production outcomes by running each agent-shipped change as a randomized canary experiment, automatically splitting live traffic into treatment and control groups at the moment of deploy. This approach ensures that any measured difference in outcome is causally attributable to the change itself, rather than being inferred from uncontrolled production traffic.

js applications into a route graph, overlaying each deploy to scope experiments to the specific routes and edges affected by a change. After deployment, TrueClara measures the production outcome and delivers a calibrated verdict—such as keep, rollback, iterate, or abstain—using always-valid sequential statistics. If the data does not support a defensible answer, the system abstains from making a call, prioritizing honest reporting over guesswork. Verdicts and outcome data are returned via API and MCP, and delivery options include Slack, webhooks, and email. The tool also provides pre-merge predictions of route impact on pull requests and offers retrospective comparisons between predicted and actual canary results, helping teams understand the real effect of their changes.

js teams in mind, supporting both App Router and Pages Router architectures, and is compatible with deployment workflows such as Vercel and self-hosted environments. The platform includes a parser, runtime SDK, and Deploy Action, as noted in its documentation. Its design aims to let engineering teams keep their existing tools while introducing a direct reward signal for agent-driven changes, replacing proxy metrics with outcome-based verdicts. A live demo and free trial are available for users to explore its capabilities.

js ecosystem.