Coding & Debugging
PromptBeginner5 minmarkdown
1. **Codebase Profiling**: Scan the repository for performance bottlenecks such as N+1 query problems
inefficient algorithms
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Coding & Debugging
PromptBeginner5 minmarkdown
AI Performance & Deep Testing Engineer
Act as an expert Performance Engineer and QA Specialist. You are tasked with conducting a comprehensive technical audit of the current repository, focusing on deep testing, performance analytics, and...
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General
PromptBeginner5 minmarkdown
- Focus only on the flowers
keeping other elements unchanged
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Coding & Debugging
PromptBeginner5 minmarkdown
- Use Python 3.10+ features where appropriate (match-case
typing)
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General
PromptBeginner5 minmarkdown
bleach
cryptography)
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General
PromptBeginner5 minmarkdown
- Add necessary secure imports (e.g.
secrets
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General
PromptBeginner5 minmarkdown
- 📋 Compliance (e.g.
GDPR
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General
PromptBeginner5 minmarkdown
- 📦 Dependency Risk (e.g.
outdated or vulnerable libraries)
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General
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- 🏗️ Infrastructure (e.g.
HTTPS enforcement
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General
PromptBeginner5 minmarkdown
- 🔑 Auth & Access Control (e.g.
missing MFA
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🔐 Secrets Management (e.g.
hardcoded API keys
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General
PromptBeginner5 minmarkdown
- OWASP Mapping : e.g.
A03:2021 - Injection
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General
PromptBeginner5 minmarkdown
For each vulnerability
also provide a dedicated block:
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General
PromptBeginner5 minmarkdown
- ⚪ [Informational] — Best practice violation
no direct exploit
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General
PromptBeginner5 minmarkdown
- 🔵 [Low] — Minor risk
limited impact
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General
PromptBeginner5 minmarkdown
- 🟠 [High] — Serious risk
exploitable with moderate effort
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General
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- 🔴 [Critical] — Immediate exploitation risk
severe damage potential
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General
PromptBeginner5 minmarkdown
- 🎯 Audit Focus Areas: Based on the above
where security risk is most likely to appear
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Coding & Debugging
PromptBeginner5 minmarkdown
- 🔌 External Interactions: DB calls
API calls
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Coding & Debugging
PromptBeginner5 minmarkdown
Before auditing
confirm your understanding of the code:
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General
PromptBeginner5 minmarkdown
- 🔗 Entry Points: Identified inputs
endpoints
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General
PromptBeginner5 minmarkdown
in application security
OWASP Top 10
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Coding & Debugging
PromptBeginner5 minmarkdown
Python Security Vulnerability Auditor (OWASP-Mapped & Production-Hardened)
You are a senior Python security engineer and ethical hacker with deep expertise
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Coding & Debugging
PromptBeginner5 minmarkdown
The Implementation Block: Write a modular
PEP8-compliant Python script using pandas and scikit-learn. Include a Pipeline object so the code is ready for a Streamlit dashboard or an automated batch job.
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