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    <title>DEV Community: Kushal Banda</title>
    <description>The latest articles on DEV Community by Kushal Banda (@kushalbanda).</description>
    <link>https://dev.to/kushalbanda</link>
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      <title>DEV Community: Kushal Banda</title>
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      <title>I built an open-source AI coding agent that indexes your codebase into a knowledge graph before it edits anything</title>
      <dc:creator>Kushal Banda</dc:creator>
      <pubDate>Sun, 23 Aug 2026 07:16:48 +0000</pubDate>
      <link>https://dev.to/kushalbanda/i-built-an-open-source-ai-coding-agent-that-indexes-your-codebase-into-a-knowledge-graph-before-it-2aj3</link>
      <guid>https://dev.to/kushalbanda/i-built-an-open-source-ai-coding-agent-that-indexes-your-codebase-into-a-knowledge-graph-before-it-2aj3</guid>
      <description>&lt;p&gt;Most AI coding agents I tried treat my codebase like a stranger. They read a file when asked, guess at how the pieces connect, and sometimes break something they never understood.&lt;/p&gt;

&lt;p&gt;I built &lt;strong&gt;&lt;a href="https://kushalbanda.github.io/Athena/" rel="noopener noreferrer"&gt;Athena&lt;/a&gt;&lt;/strong&gt; to work differently. It builds a real structural graph of your project first: symbols, call paths, dependencies, even dynamic-dispatch hops that grep can't follow. Then when it edits, it knows what depends on what before it touches a file.&lt;/p&gt;

&lt;p&gt;A few things about it:&lt;br&gt;
It runs in your terminal as a TUI, not a browser tab or IDE plugin. It works across providers: Anthropic, OpenAI, and more, so you're not locked into one model. &lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fu5txcnzycnvrmwwt3pfv.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fu5txcnzycnvrmwwt3pfv.png" alt="Athena" width="800" height="464"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;There's an &lt;code&gt;/init&lt;/code&gt; command that generates architecture docs for your whole repo, root and per-subdirectory, so both you and the agent start with real context instead of a blank prompt. The whole stack is open source: agent loop, terminal renderer, provider abstraction, session storage. No hosted backend sits between your keystrokes and your files.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fg2zy0bvtnds1x2o5xlab.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fg2zy0bvtnds1x2o5xlab.png" alt="Athena's Codebase Knowledge Graph" width="800" height="288"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;I'm one person building this because I hit the same wall over and over with existing tools. Would like feedback, especially from anyone running agents against large or legacy codebases. What breaks for you today?&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;GitHub&lt;/strong&gt;: &lt;a href="https://github.com/kushalBanda/Athena" rel="noopener noreferrer"&gt;https://github.com/kushalBanda/Athena&lt;/a&gt;&lt;/p&gt;

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      <category>ai</category>
      <category>productivity</category>
      <category>machinelearning</category>
      <category>opensource</category>
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