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Your AI-Powered Coding Tools Best Practices

🚀 AI-Powered Coding Tools: Best Practices & Mastery Guide


📋 Table of Contents

  • 🛡️ Universal Best Practices
  • 🧰 Supported Tools & IDEs
  • 🔗 Best Practices & Learning Resources

🛡️ Universal Best Practices

The following principles apply to all AI-assisted coding tools.
They help you leverage AI effectively without sacrificing code quality, security, or architectural consistency.

1. 🎯 Effective Prompting (The Most Critical Skill)

  • Be specific and constrained
    Avoid vague prompts. Clearly describe what you want, how it should be done, and within which constraints.

    ❌ “Refactor this code”
    ✅ “Refactor this function to use async/await, add input validation, and apply TypeScript generics.”

  • Define the expected output
    Examples:

    • “Generate unit tests using Jest
    • “Return a Mermaid class diagram
    • “Output only the code diff, no explanation”
  • Iterate instead of over-prompting
    Start simple, review the output, then refine.
    AI works best in short feedback loops, not one giant prompt.


2. 📚 Context Is Everything

AI can only produce high-quality results when it understands the full context.

  • Explicitly state technical constraints

    • Frameworks (React Hooks, Spring Boot, FastAPI)
    • Libraries (Zod, Prisma, Pandas)
    • Internal conventions (naming, logging, error handling)
  • Reference related code Do not expect the AI to infer your architecture.

    Example:
    “This new endpoint must follow the same error handling pattern as UserService.ts.”

  • Explain intent and business logic Tell the AI why the code exists, not just what to write.


3. 🛡️ Verification and Accountability (Non-Negotiable)

  • Never commit blindly
    AI output should be treated as a draft, not final production code.

  • Test everything Especially for:

    • Authentication & authorization
    • Data validation
    • Performance-critical paths
  • AI accelerates — it does not replace expertise
    If you don’t fully understand the generated code, you shouldn’t ship it.


🧰 Supported Tools & IDEs

Tool / IDE Description
Cursor AI-first code editor with strong full-repo context
Claude Code CLI-based AI coding assistant for large tasks
GitHub Copilot Real-time AI pair programmer
Devin Autonomous AI software engineer
Windsurf AI-enhanced editor focused on workflow efficiency
Kiro AI-powered development environment for rapid prototyping
Antigravity Lightweight AI assistant for code generation and refactoring
Replit AI Cloud-based IDE with built-in AI and deployment
Zed Editor High-performance collaborative editor with AI support
Lovable AI platform for building and deploying web applications
Bolt.new Instant AI-driven web app generation
TRAE AI-integrated editor for coding and debugging
v0 AI-driven UI and full-stack prototyping tool (Vercel)
Manus Autonomous AI agent for project-level execution
Qoder AI-powered editor with intelligent suggestions
Tabnine Privacy-focused AI code completion
JetBrains IDEs Full IDE suite with AI plugins
Codeium Free AI code completion and chat
Sider.AI AI-powered code review and security analysis
Other AI Tools Prompts, rules, agents, and templates

🔗 Best Practices & Learning Resources

General AI Coding & Agent Resources

  • https://github.com/x1xhlol/system-prompts-and-models-of-ai-tools
  • https://github.com/botingw/rulebook-ai
  • https://github.com/steipete/agent-rules
  • https://github.com/filipecalegario/awesome-vibe-coding
  • https://github.com/ai-for-developers/awesome-ai-coding-tools
  • https://github.com/dontriskit/awesome-ai-system-prompts
  • https://github.com/coleam00/context-engineering-intro
  • https://github.com/ghuntley/how-to-build-a-coding-agent
  • https://github.com/CyberSecurityUP/Offensive-AI-Agent-Prompts
  • https://github.com/e2b-dev/awesome-ai-agents
  • https://github.com/wsxiaoys/awesome-ai-coding
  • https://github.com/business-science/awesome-generative-ai-data-scientist
  • https://github.com/ifokeev/awesome-copilots
  • https://github.com/inmve/awesome-ai-coding-techniques
  • https://github.com/devtoolsd/awesome-devtools
  • https://github.com/Cognitive-Stack/awesome-one-hit-vibe-code

Cursor

  • https://github.com/PatrickJS/awesome-cursorrules
  • https://github.com/grapeot/devin.cursorrules
  • https://github.com/sanjeed5/awesome-cursor-rules-mdc
  • https://github.com/kleneway/awesome-cursor-mpc-server

Claude Code

  • https://github.com/anthropics/claude-cookbooks
  • https://github.com/hesreallyhim/awesome-claude-code
  • https://github.com/zebbern/claude-code-guide
  • https://github.com/feiskyer/claude-code-settings
  • https://github.com/diet103/claude-code-infrastructure-showcase
  • https://github.com/gotalab/cc-sdd
  • https://github.com/anthropics/claude-quickstarts
  • https://github.com/anthropics/claude-code-security-review
  • https://github.com/glittercowboy/taches-cc-resources
  • https://github.com/wesammustafa/Claude-Code-Everything-You-Need-to-Know
  • https://github.com/zilliztech/claude-context
  • https://github.com/ruvnet/claude-flow
  • https://github.com/steipete/agent-rules
  • https://github.com/peterkrueck/Claude-Code-Development-Kit

Templates:

  • https://github.com/davila7/claude-code-templates
  • https://github.com/centminmod/my-claude-code-setup
  • https://github.com/discus0434/python-template-for-claude-code

Prompts:

  • https://github.com/langgptai/awesome-claude-prompts
  • https://github.com/Piebald-AI/claude-code-system-prompts
  • https://github.com/severity1/claude-code-prompt-improver
  • https://github.com/JeremyMorgan/Claude-Code-Reviewing-Prompts
  • https://github.com/mustafakendiguzel/claude-code-ui-agents

Agents:

  • https://github.com/wshobson/agents
  • https://github.com/vijaythecoder/awesome-claude-agents
  • https://github.com/VoltAgent/awesome-claude-code-subagents
  • https://github.com/davepoon/claude-code-subagents-collection
  • https://github.com/iannuttall/claude-agents
  • https://github.com/lst97/claude-code-sub-agents
  • https://github.com/darcyegb/ClaudeCodeAgents
  • https://github.com/hesreallyhim/a-list-of-claude-code-agents
  • https://github.com/stretchcloud/claude-code-unified-agents
  • https://github.com/Dicklesworthstone/claude_code_agent_farm
  • https://github.com/IncomeStreamSurfer/claude-code-agents-wizard-v2
  • https://github.com/zhsama/claude-sub-agent
  • https://github.com/vanzan01/claude-code-sub-agent-collective

Skills:

  • https://github.com/obra/superpowers
  • https://github.com/travisvn/awesome-claude-skills
  • https://github.com/simonw/claude-skills
  • https://github.com/zxkane/aws-skills
  • https://github.com/daymade/claude-code-skills
  • https://github.com/jeremylongshore/claude-code-plugins-plus-skills
  • https://github.com/alirezarezvani/claude-skills
  • https://github.com/czlonkowski/n8n-skills
  • https://github.com/obra/superpowers-skills
  • https://github.com/abubakarsiddik31/claude-skills-collection

GitHub Copilot

  • https://github.com/microsoft/Mastering-GitHub-Copilot-for-Paired-Programming
  • https://github.com/github/awesome-copilot
  • https://github.com/Vishavjeet6/awesome-copilot-instructions
  • https://github.com/dfinke/awesome-copilot-chatmodes
  • https://github.com/Code-and-Sorts/awesome-copilot-agents

Windsurf

  • https://github.com/ichoosetoaccept/awesome-windsurf

TRAE

  • https://github.com/jojomensah89/awesome-trae

Learning Resources

Articles, guides, and references for learning AI-assisted development.


Contributing

Contributions are welcome!

Please ensure:

  • Links are relevant and maintained
  • Descriptions are concise and neutral
  • No duplicate or promotional entries

Open an issue or submit a pull request.


License

This list is licensed under the MIT License.