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    <title>DEV Community: Manas Dutta</title>
    <description>The latest articles on DEV Community by Manas Dutta (@manasdutta).</description>
    <link>https://dev.to/manasdutta</link>
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      <title>DEV Community: Manas Dutta</title>
      <link>https://dev.to/manasdutta</link>
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      <title>Undox: approval-gated data-broker opt-outs on TrueForge</title>
      <dc:creator>Manas Dutta</dc:creator>
      <pubDate>Sat, 29 Aug 2026 15:50:16 +0000</pubDate>
      <link>https://dev.to/manasdutta/undox-approval-gated-data-broker-opt-outs-on-trueforge-219m</link>
      <guid>https://dev.to/manasdutta/undox-approval-gated-data-broker-opt-outs-on-trueforge-219m</guid>
      <description>&lt;p&gt;People-search sites still republish names, addresses, phones, and dates of birth. Opting out is tedious, easy to mess up, and basically irreversible once you hit Submit.&lt;/p&gt;

&lt;p&gt;For the WeMakeDevs × TrueFoundry × Qodo agent-harness hackathon, I built &lt;strong&gt;Undox&lt;/strong&gt; — a TrueForge agent that does the annoying work carefully, then &lt;strong&gt;stops&lt;/strong&gt; until a person allows the exact payload.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Live demo:&lt;/strong&gt; &lt;a href="https://undox.vercel.app/app?session=demo-test-2" rel="noopener noreferrer"&gt;undox.vercel.app&lt;/a&gt;&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Repo:&lt;/strong&gt; &lt;a href="https://github.com/manasdutta04/undox" rel="noopener noreferrer"&gt;github.com/manasdutta04/undox&lt;/a&gt;&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Connect MCP (paste-ready):&lt;/strong&gt; &lt;a href="https://undox.vercel.app/app/connect" rel="noopener noreferrer"&gt;undox.vercel.app/app/connect&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  The problem (in one breath)
&lt;/h2&gt;

&lt;p&gt;Privacy products exist because this workflow is painful. An agent that “just submits” is worse than no agent. We needed a harness that:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Finds&lt;/strong&gt; broker listings
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Prepares&lt;/strong&gt; opt-out forms in a sandbox
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pauses&lt;/strong&gt; on literal PII before anything leaves the machine
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Chat summaries don’t count. Tool JSON and a dashboard do.&lt;/p&gt;




&lt;h2&gt;
  
  
  What Undox is
&lt;/h2&gt;

&lt;p&gt;Undox is a TrueForge orchestrator wired to a custom HTTP MCP server (&lt;code&gt;undox-tools&lt;/code&gt;):&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;TrueForge piece&lt;/th&gt;
&lt;th&gt;How we use it&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;MCP tools&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;find_*&lt;/code&gt; → &lt;code&gt;run_sandbox_prepare&lt;/code&gt; → approval-gated &lt;code&gt;submit_opt_out&lt;/code&gt;; plus &lt;code&gt;get_session_state&lt;/code&gt; / &lt;code&gt;get_exposure_dashboard&lt;/code&gt;
&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Sandbox + skills&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Broker prepare scripts (&lt;code&gt;prepare_runtime: sandbox-script&lt;/code&gt;)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Approval&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Submit requires human &lt;strong&gt;Allow&lt;/strong&gt; on the exact fields&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Subagents&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;
&lt;code&gt;dynamicSubAgents&lt;/code&gt; + parallel tool fan-out fallback&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Sessions&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;File store keyed by &lt;code&gt;session_id&lt;/code&gt; — survives TrueForge restart&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Status UI&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Next.js dashboard on Vercel; same store as MCP on Render&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Demo brokers &lt;strong&gt;PeopleFind&lt;/strong&gt; and &lt;strong&gt;Clearbook&lt;/strong&gt; are fixtures (no live CAPTCHA on stage). Spokeo uses real URL mapping; submit stays &lt;strong&gt;mock&lt;/strong&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  How TrueForge fits (not a thin wrapper)
&lt;/h2&gt;

&lt;p&gt;The agent isn’t “one mock function + a chat UI.”&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;TrueForge owns the loop, tools, and Allow gate.
&lt;/li&gt;
&lt;li&gt;MCP does the broker work and writes session state.
&lt;/li&gt;
&lt;li&gt;The public UI is evidence of that state — Exposure, Brokers, Approval, Architecture, Connect.
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Kill TrueForge, restart, reopen the same &lt;code&gt;session_id&lt;/code&gt; — statuses are still there. That’s the Double-O story: durable harness state, not a one-shot demo.&lt;/p&gt;

&lt;p&gt;Judges (and you) can walk the seeded session without cloning:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Exposure → Brokers → Approval → Connect&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Session: &lt;code&gt;demo-test-2&lt;/code&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Stack (all free-tier friendly)
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;TrueForge&lt;/strong&gt; locally (+ Ollama for the agent)
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Vercel&lt;/strong&gt; for the neo-brutal product UI (&lt;code&gt;web/&lt;/code&gt;)
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Render&lt;/strong&gt; for API, fixtures, and &lt;code&gt;/mcp&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Public demo Bearer on Connect: &lt;code&gt;undox-demo-public&lt;/code&gt; (mock submits only)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Render free tier sleeps — first hit after idle can take ~a minute. Ping &lt;code&gt;/healthz&lt;/code&gt; before a live demo.&lt;/p&gt;




&lt;h2&gt;
  
  
  How Qodo helped
&lt;/h2&gt;

&lt;p&gt;Every substantive change shipped as a PR with &lt;code&gt;/agentic_review&lt;/code&gt;. Qodo caught real issues — auth edges, stale UI after failed loads, CSS specificity bugs — and we fixed High/Medium before merge. CI also runs &lt;code&gt;typecheck&lt;/code&gt;, &lt;code&gt;test&lt;/code&gt;, and &lt;code&gt;prove:heart&lt;/code&gt; on every PR.&lt;/p&gt;

&lt;p&gt;That mattered more than polish: the approval path and session store had to be trustworthy on camera.&lt;/p&gt;




&lt;h2&gt;
  
  
  What I learned
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Fixture-first demos win.&lt;/strong&gt; Live CAPTCHAs kill stage takes. Fixtures keep find → prepare → allow reliable.
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Chat lies; tools don’t.&lt;/strong&gt; Point judges at the dashboard and tool JSON.
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Approval on literal PII is the product.&lt;/strong&gt; If Allow isn’t on the exact fields, you don’t have a safety story.
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Split hosting is fine.&lt;/strong&gt; UI on Vercel, MCP on Render, TrueForge local — Connect JSON ties it together.
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Review bots earn their keep&lt;/strong&gt; when you actually fix what they flag before squash-merge.&lt;/li&gt;
&lt;/ol&gt;




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

&lt;ol&gt;
&lt;li&gt;Open &lt;a href="https://undox.vercel.app/app?session=demo-test-2" rel="noopener noreferrer"&gt;the live demo&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;Walk Exposure → Brokers → Approval → Connect
&lt;/li&gt;
&lt;li&gt;Paste the MCP config into TrueForge as-is
&lt;/li&gt;
&lt;li&gt;Clone &lt;a href="https://github.com/manasdutta04/undox" rel="noopener noreferrer"&gt;the repo&lt;/a&gt; if you want the offline prove scripts
&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Built with TrueForge. Reviewed with Qodo. Submits stay mock on purpose.&lt;/p&gt;

&lt;p&gt;Thanks for reading — if you try the Connect paste, tell me what broke first. That’s usually the most useful review.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>agents</category>
      <category>hackathon</category>
      <category>trueforge</category>
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