Coding & Debugging
PromptBeginner5 minmarkdown
Comprehensive Python Codebase Review - Forensic-Level Analysis Prompt
# COMPREHENSIVE PYTHON CODEBASE REVIEW
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General
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- [ ] Identify `dict`
`list`
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General
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Before manual review
run these tools and include findings:
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General
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- Resource leaks (connections
file handles)
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General
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After completing the review
provide:
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General
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- Security vulnerabilities (injection
auth bypass)
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General
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For each issue found
provide:
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Data
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- [ ] Malformed input data (truncated JSON
broken UTF-8)
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General
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- [ ] Very large inputs (>1GB files
millions of records)
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General
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- [ ] `math.MaxInt64`
`math.MinInt64`
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General
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- [ ] Empty strings
slices
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Coding & Debugging
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- [ ] Find missing API documentation (OpenAPI/Swagger
protobuf docs)
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General
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- [ ] Find missing README with usage
installation
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General
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- [ ] Identify missing `SetMaxOpenConns`
`SetMaxIdleConns`
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General
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- [ ] Check for proper signal handling (`SIGTERM`
`SIGINT`) for graceful shutdown
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Coding & Debugging
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- [ ] Find hardcoded environment-specific values (URLs
ports
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General
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- [ ] Find missing health check endpoints (`/healthz`
`/readyz`)
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Data
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- [ ] Check for missing integration tests (database
HTTP
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General
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- [ ] Find flaky tests (timing-dependent
file-system dependent)
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General
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- [ ] Detect missing subtests (`t.Run(name
...)`)
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General
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- [ ] Check for proper receiver naming (short
consistent: `s` for `Server`
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General
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- [ ] Identify missing clean architecture boundaries (domain
service
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General
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- [ ] Check for `init()` functions with side effects (hard to test
order-dependent)
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Identify unused imports (should be caught by compiler
but check generated code)
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