Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Very large numbers (arbitrary precision in Python
but memory limits)
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Check for proper `.env` file handling (`python-dotenv`
`pydantic-settings`)
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Find hardcoded environment-specific values (URLs
ports
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Verify Python version pinning (`.python-version`
`Dockerfile`)
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Data
PromptBeginner5 minmarkdown
- [ ] Check for missing integration tests (database
HTTP
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Data
PromptBeginner5 minmarkdown
- [ ] Identify missing database query optimization (missing indexes
full table scans)
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Detect `*args
**kwargs` passthrough that hides actual API
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Find hardcoded credentials
API keys
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Identify GIL assumptions for thread safety (only protects Python bytecode
not C extensions)
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Coding & Debugging
PromptBeginner5 minmarkdown
You are an expert Python code reviewer with 20+ years of experience in enterprise software development
security auditing
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Coding & Debugging
PromptBeginner5 minmarkdown
Comprehensive Python Codebase Review - Forensic-Level Analysis Prompt
# COMPREHENSIVE PYTHON CODEBASE REVIEW
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Data
PromptBeginner5 minmarkdown
- [ ] Malformed input data (truncated JSON
broken UTF-8)
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Find missing API documentation (OpenAPI/Swagger
protobuf docs)
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Find hardcoded environment-specific values (URLs
ports
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Data
PromptBeginner5 minmarkdown
- [ ] Check for missing integration tests (database
HTTP
0
Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Identify unused imports (should be caught by compiler
but check generated code)
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Data
PromptBeginner5 minmarkdown
- [ ] Find sensitive data in logs (passwords
tokens
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Find hardcoded credentials
API keys
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Coding & Debugging
PromptBeginner5 minmarkdown
You are an expert Go code reviewer with 20+ years of experience in enterprise software development
security auditing
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Coding & Debugging
PromptBeginner5 minmarkdown
Comprehensive Go Codebase Review - Forensic-Level Analysis Prompt
# COMPREHENSIVE GO CODEBASE REVIEW
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Research & Learning
PromptBeginner5 minmarkdown
- A structured
actionable report detailing your research insights
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Coding & Debugging
PromptBeginner5 minmarkdown
- Metaprogramming: macros
annotations
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Coding & Debugging
PromptBeginner5 minmarkdown
Your task is to conduct a surgical dead-code audit — not just detect
but triage and prescribe.
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Coding & Debugging
PromptBeginner5 minmarkdown
Dead Code Surgeon - Phased Codebase Audit & Cleanup Roadmap
You are a senior software architect specializing in codebase health and technical debt elimination.
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