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    <title>DEV Community: Sabee Ur Rehman Khan </title>
    <description>The latest articles on DEV Community by Sabee Ur Rehman Khan  (@sabeekhann).</description>
    <link>https://dev.to/sabeekhann</link>
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      <title>DEV Community: Sabee Ur Rehman Khan </title>
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      <title>I Built a Local Usage Intelligence Dashboard for Claude Code</title>
      <dc:creator>Sabee Ur Rehman Khan </dc:creator>
      <pubDate>Mon, 24 Aug 2026 17:45:26 +0000</pubDate>
      <link>https://dev.to/sabeekhann/i-built-a-local-usage-intelligence-dashboard-for-claude-code-4jh7</link>
      <guid>https://dev.to/sabeekhann/i-built-a-local-usage-intelligence-dashboard-for-claude-code-4jh7</guid>
      <description>&lt;h2&gt;
  
  
  How CC Token Meter turns local Claude Code transcripts into token, cost, cache and project-level insights — without sending your data anywhere
&lt;/h2&gt;

&lt;p&gt;AI coding tools are changing how quickly software can be built, but they also introduce a new engineering resource to understand: tokens.&lt;/p&gt;

&lt;p&gt;Once I started looking at Claude Code usage more closely, I realized that a total token number wasn't particularly useful.&lt;/p&gt;

&lt;p&gt;I wanted to know:&lt;/p&gt;

&lt;p&gt;Which project is consuming the most?&lt;/p&gt;

&lt;p&gt;Which sessions are unusually expensive?&lt;/p&gt;

&lt;p&gt;Is prompt caching actually working?&lt;/p&gt;

&lt;p&gt;How is usage changing over time?&lt;/p&gt;

&lt;p&gt;And most importantly: is there anything I can change?&lt;/p&gt;

&lt;p&gt;That became CC Token Meter.&lt;/p&gt;

&lt;p&gt;Instead of intercepting Claude Code requests or introducing another cloud service, CC Token Meter works from the session data Claude Code already stores locally.&lt;/p&gt;

&lt;p&gt;The architecture is intentionally straightforward:&lt;/p&gt;

&lt;p&gt;Claude Code transcripts → local parser → private usage index → analytics → local dashboard&lt;/p&gt;

&lt;p&gt;From there it can derive token and estimated-cost activity, project and branch attribution, cache behavior, historical trends, budgets and optimization insights.&lt;/p&gt;

&lt;p&gt;The privacy boundary was just as important as the analytics. Transcript access is read-only, the dashboard is loopback-only, no telemetry is collected, and no Anthropic API key is required.&lt;/p&gt;

&lt;p&gt;The larger idea behind the project is that as AI becomes part of the development stack, AI usage itself needs observability.&lt;/p&gt;

&lt;p&gt;Not simply a counter showing what was consumed, but tooling that helps engineers understand where resources are going and whether their workflows can be improved.&lt;/p&gt;

&lt;p&gt;CC Token Meter is open source, and this is still the beginning.&lt;/p&gt;

&lt;p&gt;GitHub: &lt;a href="https://github.com/Sabeekhann/cc-token-meter" rel="noopener noreferrer"&gt;https://github.com/Sabeekhann/cc-token-meter&lt;/a&gt;&lt;/p&gt;

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      <category>ai</category>
      <category>webdev</category>
      <category>javascript</category>
      <category>beginners</category>
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