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    <title>DEV Community: EJ Wisner</title>
    <description>The latest articles on DEV Community by EJ Wisner (@ejwisner).</description>
    <link>https://dev.to/ejwisner</link>
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      <title>DEV Community: EJ Wisner</title>
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      <title>I ran my AI codebase triage tool on itself — here's what it found</title>
      <dc:creator>EJ Wisner</dc:creator>
      <pubDate>Mon, 06 Apr 2026 20:28:29 +0000</pubDate>
      <link>https://dev.to/ejwisner/i-ran-my-ai-codebase-triage-tool-on-itself-heres-what-it-found-2ma2</link>
      <guid>https://dev.to/ejwisner/i-ran-my-ai-codebase-triage-tool-on-itself-heres-what-it-found-2ma2</guid>
      <description>&lt;p&gt;I built Ghost Architect™ Open — a free, local AI tool that triages codebases and scores findings by severity. To test it properly, I ran it on its own source code.&lt;/p&gt;

&lt;p&gt;It found a Critical bug.&lt;/p&gt;

&lt;h2&gt;
  
  
  The finding
&lt;/h2&gt;

&lt;p&gt;The redaction engine — the module that strips API keys and secrets before sending code to Claude — had a pointer offset bug. When replacing a secret pattern, it wasn't advancing the scan position after each replacement. On files with 50+ environment variables, it would stop redacting halfway through.&lt;/p&gt;

&lt;p&gt;Users were seeing "Redacted 12 patterns" and assuming their code was safe. Pattern 13 was their database password.&lt;/p&gt;

&lt;p&gt;The bug was fixed the same day. That's the point — you can't fix what you can't see.&lt;/p&gt;

&lt;h2&gt;
  
  
  What Ghost Architect™ Open does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Points at any local directory, ZIP file, or GitHub repo&lt;/li&gt;
&lt;li&gt;Triages the code and scores findings: Critical, High, Medium, Low&lt;/li&gt;
&lt;li&gt;Runs entirely on your machine — your code never leaves&lt;/li&gt;
&lt;li&gt;Uses the Anthropic API with your own key (new accounts get a $5 credit)&lt;/li&gt;
&lt;li&gt;Supports PHP, Python, Node.js, Java, Go, React, and more&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Free vs Pro
&lt;/h2&gt;

&lt;p&gt;Ghost Open is free. It returns Critical and High findings in TXT and Markdown format.&lt;/p&gt;

&lt;p&gt;Ghost Pro adds Medium and Low findings, multipass analysis, project intelligence, and full PDF reports.&lt;/p&gt;

&lt;h2&gt;
  
  
  Try it
&lt;/h2&gt;

&lt;p&gt;GitHub: &lt;a href="https://github.com/EJWisner/ghost-architect-open" rel="noopener noreferrer"&gt;https://github.com/EJWisner/ghost-architect-open&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Full platform: &lt;a href="https://ghostarchitect.dev" rel="noopener noreferrer"&gt;https://ghostarchitect.dev&lt;/a&gt;&lt;/p&gt;

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      <category>opensource</category>
      <category>ai</category>
      <category>php</category>
      <category>webdev</category>
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