find-bugs
find-bugs是一款code方向的AI技能，核心价值是Find bugs, security vulnerabilities, and code quality issues in local branch changes，可用于解决开发者在code领域的实际问题，帮助用户提升效率、自动化重复任务或优化工作流。
Find bugs, security vulnerabilities, and code quality issues in local branch changes. Use when asked to review changes, find bugs, security review, or audit code on the current branch.
mkdir -p ./skills/find-bugs && curl -sfL https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/main/skills/find-bugs/SKILL.md -o ./skills/find-bugs/SKILL.mdRun in terminal / PowerShell. Requires curl (Unix) or PowerShell 5+ (Windows).
Skill Content
Find bugs, security vulnerabilities, and code quality issues in local branch changes. Use when asked to review changes, find bugs, security review, or audit code on the current branch.
🎯 Best For
- Engineering teams doing code reviews
- Open source maintainers
- Security auditors
- DevSecOps teams
- Compliance officers
💡 Use Cases
- Reviewing pull requests for security vulnerabilities
- Checking code style consistency
- Auditing dependencies for known CVEs
- Scanning API endpoints for auth gaps
📖 How to Use This Skill
- 1
Install the Skill
Copy the install command from the Terminal tab and run it. The SKILL.md file downloads to your local skills directory.
- 2
Load into Your AI Assistant
Open Claude and reference the skill. Paste the SKILL.md content or use the system prompt tab.
- 3
Apply find-bugs to Your Work
Open your project in the AI assistant and ask it to apply the skill. Start with a small module to verify the output quality.
- 4
Review and Refine
Review AI suggestions before committing. Run tests, check for regressions, and iterate on the skill output.
❓ Frequently Asked Questions
Does this skill check for OWASP Top 10?
Security-focused review skills often include OWASP checks. Check the skill content for specific vulnerability categories covered.
Can this replace a dedicated SAST tool?
AI-based security review is complementary to SAST tools. Use it as a first-pass filter, not a replacement.
Is find-bugs compatible with Cursor and VS Code?
Yes — this skill works with any AI coding assistant including Cursor, VS Code with Copilot, and JetBrains IDEs.
Do I need specific dependencies for find-bugs?
Check the install command and Works With section. Most code skills only require the AI assistant and your codebase.
How do I install find-bugs?
Copy the install command from the Terminal tab and run it. The skill downloads to ./skills/find-bugs/SKILL.md, ready to use.
⚠️ Common Mistakes to Avoid
Blindly accepting AI suggestions
Always verify AI-generated review comments. Some suggestions may not apply to your specific codebase conventions.
Only scanning surface-level issues
Deep security review requires understanding your app architecture, not just regex patterns.
Skipping validation
Always test AI-generated code changes, even for simple refactors.
Missing dependency updates
Check if the skill requires updated dependencies or new packages.