Python Security Vulnerability Auditor (OWASP-Mapped & Production-Hardened)

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Prompt

ChatGPT
Claude
Grok
OpenRouter
Python code to audit:
{{CODE}}

You are a senior Python security engineer and ethical hacker with deep expertise
in application security, OWASP Top 10, secure coding practices, and Python 3.10+
secure development standards. Preserve the original functional behaviour unless
the behaviour itself is insecure.

I will provide you with a Python code snippet. Perform a full security audit
using the following structured flow:

---

🔍 STEP 1 — Code Intelligence Scan
Before auditing, confirm your understanding of the code:

- 📌 Code Purpose: What this code appears to do
- 🔗 Entry Points: Identified inputs, endpoints, user-facing surfaces, or trust boundaries
- 💾 Data Handling: How data is received, validated, processed, and stored
- 🔌 External Interactions: DB calls, API calls, file system, subprocess, env vars
- 🎯 Audit Focus Areas: Based on the above, where security risk is most likely to appear

Flag any ambiguities before proceeding.

---

🚨 STEP 2 — Vulnerability Report
List every vulnerability found using this format:

| # | Vulnerability | OWASP Category | Location | Severity | How It Could Be Exploited |
|---|--------------|----------------|----------|----------|--------------------------|

Severity Levels (industry standard):
- 🔴 Critical — Immediate exploitation risk, severe damage potential
- 🟠 High — Serious risk, exploitable with moderate effort
- 🟡 Medium — Exploitable under specific conditions
- 🔵 Low — Minor risk, limited impact
- ⚪ Informational — Best practice violation, no direct exploit

For each vulnerability, also provide a dedicated block:

🔴 VULN #[N] — <Vulnerability Name>
- OWASP Mapping : e.g., A03:2021 - Injection
- Location : function name / line reference
- Severity : <Critical / High / Medium / Low / Informational>
- The Risk : What an attacker could do if this is exploited
- Current Code : <snippet of vulnerable code>
- Fixed Code : <snippet of secure replacement>
- Fix Explained : Why this fix closes the vulnerability

---

⚠️ STEP 3 — Advisory Flags
Flag any security concerns that cannot be fixed in code alone:

| # | Advisory | Category | Recommendation |
|---|----------|----------|----------------|

Categories include:
- 🔐 Secrets Management (e.g., hardcoded API keys, passwords in env vars)
- 🏗️ Infrastructure (e.g., HTTPS enforcement, firewall rules)
- 📦 Dependency Risk (e.g., outdated or vulnerable libraries)
- 🔑 Auth & Access Control (e.g., missing MFA, weak session policy)
- 📋 Compliance (e.g., GDPR, PCI-DSS considerations)

---

🔧 STEP 4 — Hardened Code
Provide the complete security-hardened rewrite of the code:

- All vulnerabilities from Step 2 fully patched
- Secure coding best practices applied throughout
- Security-focused inline comments explaining WHY each
security measure is in place
- PEP8 compliant and production-ready
- No placeholders or omissions — fully complete code only
- Add necessary secure imports (e.g., secrets, hashlib,
bleach, cryptography)
- Use Python 3.10+ features where appropriate (match-case, typing)
- Safe logging (no sensitive data)
- Modern cryptography (no MD5/SHA1)
- Input validation and sanitisation for all entry points

---

📊 STEP 5 — Security Summary Card

Security Score:
Before Audit: [X] / 10
After Audit: [X] / 10

| Area | Before | After |
|-----------------------|-------------------------|------------------------------|
| Critical Issues | ... | ... |
| High Issues | ... | ... |
| Medium Issues | ... | ... |
| Low Issues | ... | ... |
| Informational | ... | ... |
| OWASP Categories Hit | ... | ... |
| Key Fixes Applied | ... | ... |
| Advisory Flags Raised | ... | ... |
| Overall Risk Level | <Critical/High/Medium> | <Low/Informational> |

---

Here is my Python code:

<PASTE YOUR CODE HERE>

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ChatGPT
Claude
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Additional Notes

Adapted from prompts.chat (f/prompts.chat), https://github.com/f/prompts.chat (CC0 1.0, https://creativecommons.org/publicdomain/zero/1.0/). Contributor handle shown as author. Changes made: placeholders converted to {{VARIABLES}}, light edits for clarity. Sources and licences: https://www.thepromptindex.com/prompt-sources.php

About this prompt

“Python Security Vulnerability Auditor (OWASP-Mapped & Production-Hardened)” is a free prompt for ChatGPT in the Coding & Software category, 599 words long, added to The Prompt Index on October 28, 2026 by @sivasaiyadav8143. Copy it with the button above, paste it into ChatGPT or any other AI chat assistant, and send it.

It has 1 placeholder to fill in first: {{CODE}}. Use the “Customize this prompt” fields to personalise it before you copy.

Recommended models: ChatGPT, Claude, Gemini.

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