General
PromptBeginner5 minmarkdown
- **Dependency file**: requirements.txt
pyproject.toml
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General
PromptBeginner5 minmarkdown
- **Common questions**: Custom config
class naming
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General
PromptBeginner5 minmarkdown
✅ YES if: Using Server Components
want performance gains
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Data
PromptBeginner5 minmarkdown
- **Common questions**: App router vs. pages
data fetching
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General
PromptBeginner5 minmarkdown
- **Key topics**: middleware
routing
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General
PromptBeginner5 minmarkdown
- **Key topics**: hooks
components
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General
PromptBeginner5 minmarkdown
- If upgrade exists
did you provide migration guidance?
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General
PromptBeginner5 minmarkdown
- Check file extensions (.js
.py
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General
PromptBeginner5 minmarkdown
- Look for dependency files (package.json
requirements.txt
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General
PromptBeginner5 minmarkdown
3. **Check lockfiles for exact version** (optional
for precision):
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General
PromptBeginner5 minmarkdown
⚠️ WAIT if: Large app
limited testing time
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General
PromptBeginner5 minmarkdown
- ❌ **Hallucinate features** - If docs don't mention it
it may not exist
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General
PromptBeginner5 minmarkdown
Extract: gem 'rails'
'~> 7.0.8' → Current version is 7.0.8
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General
PromptBeginner5 minmarkdown
- Latest version (what's new
what changed)
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General
PromptBeginner5 minmarkdown
- **Key topics**: routing
middleware
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General
PromptBeginner5 minmarkdown
- **TypeScript**: types
generics
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General
PromptBeginner5 minmarkdown
Now and ONLY now can you answer
using:
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General
PromptBeginner5 minmarkdown
- npm packages (express
lodash
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General
PromptBeginner5 minmarkdown
- Backend frameworks (Express
Fastify
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General
PromptBeginner5 minmarkdown
- Build tools (Vite
Webpack
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General
PromptBeginner5 minmarkdown
- CSS frameworks (Tailwind
Bootstrap
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General
PromptBeginner5 minmarkdown
- Testing libraries (Jest
Vitest
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General
PromptBeginner5 minmarkdown
→ Select: /expressjs/express (highest score
official repo)
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General
PromptBeginner5 minmarkdown
→ Ruby: read/readFile Gemfile → gem 'sinatra'
'~> 3.0.0'
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