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    <title>DEV Community: Leo Manca</title>
    <description>The latest articles on DEV Community by Leo Manca (@haizen1312).</description>
    <link>https://dev.to/haizen1312</link>
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      <title>DEV Community: Leo Manca</title>
      <link>https://dev.to/haizen1312</link>
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      <title>Building a passive OSINT workspace without overstating risk</title>
      <dc:creator>Leo Manca</dc:creator>
      <pubDate>Sun, 19 Jul 2026 20:58:21 +0000</pubDate>
      <link>https://dev.to/haizen1312/building-a-passive-osint-workspace-without-overstating-risk-33ic</link>
      <guid>https://dev.to/haizen1312/building-a-passive-osint-workspace-without-overstating-risk-33ic</guid>
      <description>&lt;p&gt;I am building OSINTPRO, a passive OSINT workspace for consultants,&lt;br&gt;
investigators and security-minded founders.&lt;/p&gt;

&lt;p&gt;The product started from a simple problem: public evidence is easy to collect,&lt;br&gt;
but hard to turn into something a client or business owner can actually use.&lt;/p&gt;

&lt;p&gt;A DNS record, certificate entry, repository finding or wallet transaction can&lt;br&gt;
matter. But it is not automatically proof of compromise. That distinction is&lt;br&gt;
important. If a report overstates the risk, it becomes noise. If it hides the&lt;br&gt;
risk behind raw technical output, it does not help the owner fix anything.&lt;/p&gt;

&lt;p&gt;The current direction is to separate every signal into four layers:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;confirmed evidence: what was actually observed from public sources&lt;/li&gt;
&lt;li&gt;passive enrichment: context from public sources such as CT logs, DNS,
dependency manifests or wallet explorers&lt;/li&gt;
&lt;li&gt;inferred risk: what could plausibly go wrong, clearly marked as an
interpretation&lt;/li&gt;
&lt;li&gt;owner action: the concrete defensive step a domain owner, founder or
engineering team can take&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;That model keeps the tool useful without turning it into an offensive guide.&lt;br&gt;
OSINTPRO deliberately does not run exploits, brute force, credential attacks,&lt;br&gt;
unauthorized packet capture or invasive scans. It is meant to help explain&lt;br&gt;
public exposure and organize evidence, not to attack a system.&lt;/p&gt;

&lt;p&gt;The modules are inputs into one workspace:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Domain Intel for DNS, email posture, headers, RDAP and certificate evidence&lt;/li&gt;
&lt;li&gt;Social Intel for public username presence checks&lt;/li&gt;
&lt;li&gt;Wallet Trace for public blockchain balances, movements and counterparties&lt;/li&gt;
&lt;li&gt;Repository Audit Lab for static review leads and SARIF export&lt;/li&gt;
&lt;li&gt;Dependency advisory for npm, pip, Cargo and Composer manifests&lt;/li&gt;
&lt;li&gt;Web Audit Lab, Network Traffic Lab and Game Security Lab for defensive review&lt;/li&gt;
&lt;li&gt;Entity Graph export for JSON-LD, DOT and CSV workflows&lt;/li&gt;
&lt;li&gt;PDF/CSV reports for client delivery&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The most useful feedback so far has been about confidence labels. A tool like&lt;br&gt;
this should not say “this is vulnerable” when it only has enough evidence to&lt;br&gt;
say “this deserves review.” The roadmap now treats confirmed, enriched and&lt;br&gt;
inferred data differently, especially in the graph.&lt;/p&gt;

&lt;p&gt;That is the part I am trying to get right: owner-ready risk explanations that&lt;br&gt;
are realistic enough to drive action, but restrained enough to stay honest.&lt;/p&gt;

&lt;p&gt;Live demo:&lt;br&gt;
&lt;a href="https://osintpro-48j4.onrender.com/" rel="noopener noreferrer"&gt;https://osintpro-48j4.onrender.com/&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;GitHub:&lt;br&gt;
&lt;a href="https://github.com/haizen1312/osintpro" rel="noopener noreferrer"&gt;https://github.com/haizen1312/osintpro&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Feedback I am looking for:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;What would you need to trust a passive OSINT report in a client workflow?&lt;/li&gt;
&lt;li&gt;Where should the line be between useful abuse context and too much offensive
detail?&lt;/li&gt;
&lt;li&gt;Which passive sources are worth adding first if the product needs to stay
transparent about cost and evidence quality?&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>blockchain</category>
      <category>security</category>
      <category>opensource</category>
      <category>python</category>
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