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vibe_codingBACKGROUND

I code-reviewed 3 "vibe-coded" PRs last week. Every one had hardcoded API keys.

BACKGROUND
1 SIGNALFIRST DETECTED 11 April 2026
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17 Oct
SecureLocal AI: A Local-First Python Security Auditor for Hacktoberfest Week 2

<h2> What I built </h2> <p>For Hacktoberfest 2026 Week 2's <strong>Side Hustle</strong> challenge, I built <a href="https://github.com/kushal-pandey/securelocal-ai" rel="noopener

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20 Jun
I built a security scanner for AI-generated code — here's what it found

<p>Vibe coding is everywhere. You prompt Claude or ChatGPT, paste the output, ship it. Fast. But here's the problem nobody talks about: <strong>AI models consistently produce the

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27 Jun
I built a free AI code review extension for VS Code (solo project)

<p>A few weeks ago I decided to build something that could actually help me (and other devs) catch bugs and bad patterns before they ship — so I built <strong>CodeMate</strong>, a

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30 Jul
I built a small open-source scanner for API-key mistakes in vibe-coded projects

<p>I started this project because vibe coding makes it possible to get an app<br /> working before a beginner has learned how secrets, frontend bundles, or Git<br /> history

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16 Aug
Code Review From the Terminal and CI, No MCP Client Required

<p>A month ago I shipped <a href="https://github.com/GoodJobwilliam/aicraft/tree/main/products/mcp-code-review" rel="noopener noreferrer">aicraft-code-review</a>, an MCP server

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