ai-engineering-toolkit
ai-engineering-toolkit是一款code方向的AI技能，核心价值是6 production-ready AI engineering workflows: prompt evaluation (8-dimension scoring), context budget planning, RAG pipeline design, agent security audit (65-point checklist), eval harness building, an，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。
6 production-ready AI engineering workflows: prompt evaluation (8-dimension scoring), context budget planning, RAG pipeline design, agent security audit (65-point checklist), eval harness building, an
mkdir -p ./skills/ai-engineering-toolkit && curl -sfL https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/main/skills/ai-engineering-toolkit/SKILL.md -o ./skills/ai-engineering-toolkit/SKILL.mdRun in terminal / PowerShell. Requires curl (Unix) or PowerShell 5+ (Windows).
Skill Content
6 production-ready AI engineering workflows: prompt evaluation (8-dimension scoring), context budget planning, RAG pipeline design, agent security audit (65-point checklist), eval harness building, an
🎯 Best For
- Security auditors
- DevSecOps teams
- Compliance officers
- UI designers
- Product designers
💡 Use Cases
- Auditing dependencies for known CVEs
- Scanning API endpoints for auth gaps
- Generating component mockups
- Creating design system tokens
📖 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 ai-engineering-toolkit 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
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.
Does this work with Figma?
Some design skills integrate with Figma plugins. Check the Works With section for supported tools.
Is ai-engineering-toolkit 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 ai-engineering-toolkit?
Check the install command and Works With section. Most code skills only require the AI assistant and your codebase.
How do I install ai-engineering-toolkit?
Copy the install command from the Terminal tab and run it. The skill downloads to ./skills/ai-engineering-toolkit/SKILL.md, ready to use.
⚠️ Common Mistakes to Avoid
Only scanning surface-level issues
Deep security review requires understanding your app architecture, not just regex patterns.
Skipping usability testing
AI-generated designs should be validated with real users before development.
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.