Repro-Bot is an AI agent that reproduces issues in the Metabase backlog to help us fix bugs faster.

Metabase is an open-source business intelligence (BI) tool for data visualization and analytics. Readers can find documentation, tutorials, and community forums to learn about using Metabase for data exploration, dashboard creation, and generating insights from data. Additionally, they can learn about connecting Metabase to various data sources, building custom dashboards, and sharing reports with stakeholders.

Metabase

Metabase built Repro-Bot, an AI agent powered by Claude Code that automates GitHub issue triage by reproducing bug reports. The agent sets up matching environments, follows reproduction steps using browser automation (Playwright) and API calls, and produces reports with root cause analysis and proposed tests. Key lessons shared include keeping the agent focused on reproduction rather than resolution, providing the right tools, trimming token usage, reading transcripts to fix blockers, and sandboxing against prompt injection attacks. The source code is publicly available on GitHub.

Meet Repro-Bot, our GitHub issue triage agent

Learnings for your own bug reproduction AI agent

Check out our source code and build your own Repro-Bot