`find-bugs: Let AI scan the current branch for bugs and security issues according to the checklist`
find-bugs is an Agent Skill publicly released by the Sentry Engineering Team in the getsentry/skills repository, which is used to review the changes made in a local branch relative to the default branch. It executes in five stages: obtaining the complete diff via Git and GitHub CLI, mapping the attack surface, going through 11 security checklists such as Injection, XSS, authentication, and IDOR item by item, verifying false positives, and finally generating a report with evidence, while explicitly stating that it will not modify any code. It can be installed via the Claude Plugin Marketplace or `npx skills add`, and is compatible with tools that support SKILL.md such as Cursor, Claude Code, and Codex.
Read More# Sentry Skill: Integrating Production Error Troubleshooting into AI Agent Workflows
Sentry is an Agent Skill maintained by OpenAI in the curated directory of the openai/skills repository, which enables read-only observability queries via the official Sentry CLI: listing unresolved issues, viewing event details, and calling issue explain/plan to generate root cause analysis and repair suggestions. This article introduces its positioning, core commands, installation methods for both the CLI and the Skill (Codex's $skill-installer and Cursor's .cursor/skills), as well as precautions including the default 24-hour production environment query scope, JSON output format and security desensitization, which is suitable for DevOps/SRE to integrate online troubleshooting into AI workflows.
Read More