Files
hanzo-dev 675717ac94 carry our own name everywhere but the attribution
The fork still wore upstream's brand throughout: "World Monitor" in 754 places
of prose and metadata, WORLD MONITOR in the blog logo and footer, and a byline
reading "by Someone.ceo" — another company's name signing our pages. Blog
assets, OG images and post directories were named for it too, and the OpenAPI
schema types carried it in every identifier.

Files are renamed, references follow them, and the localStorage and slug names
match. Deleted .claudedocs/sentry-triage, an AI-written summary file of the kind
that belongs in LLM.md if anywhere.

NOTICE and LICENSE are untouched by design. NOTICE names the upstream project,
the fork point and the original author; LICENSE keeps his copyright line, which
MIT requires. That is where credit belongs — not in our product's chrome.
2026-08-20 16:13:20 -07:00

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Every feature, data source, and AI capability is available at no cost with no account required. The platform is open source under AGPL-3.0, so you can also self-host it."}},{"@type":"Question","name":"Do I need technical skills to use Hanzo World for OSINT?","acceptedAnswer":{"@type":"Answer","text":"No. The interface is designed for analysts of all skill levels. Toggle layers on the sidebar, click data points for details, and use the Command Palette (Cmd+K) to search across all intelligence sources instantly."}},{"@type":"Question","name":"How does Hanzo World compare to traditional OSINT tools?","acceptedAnswer":{"@type":"Answer","text":"Hanzo World consolidates 435+ feeds, live tracking, AI analysis, and 45 data layers into one dashboard. Traditional tools require juggling dozens of separate platforms. See our detailed comparison with traditional intelligence tools."}}]}</script><script defer src="https://abacus.world.hanzo.ai/script.js" data-website-id="e8800335-c853-46a8-8497-c993ed2f58bc" data-domains="world.hanzo.ai,tech.world.hanzo.ai,finance.world.hanzo.ai,commodity.world.hanzo.ai,happy.world.hanzo.ai"></script><link rel="stylesheet" href="/blog/_astro/Base.DdNIYT18.css"></head> <body> <header class="site-header"> <nav> <a href="/blog/" class="logo"> <img src="/favico/favicon-32x32.png" alt="Hanzo World" width="28" height="28" class="logo-icon-img"> <div class="logo-text"> <span class="logo-name">HANZO WORLD</span> <span class="logo-sub">by Hanzo AI</span> </div> </a> <ul class="nav-links"> <li><a href="/blog/">Blog</a></li> <li><a href="https://www.world.hanzo.ai" target="_blank" rel="noopener noreferrer">Dashboard</a></li> <li><a href="https://www.world.hanzo.ai/pro" target="_blank" rel="noopener noreferrer">Pro</a></li> <li><a href="https://www.world.hanzo.ai/docs" target="_blank" rel="noopener noreferrer">Docs</a></li> <li><a href="https://github.com/koala73/world" target="_blank" rel="noopener noreferrer">GitHub</a></li> </ul> <a href="https://www.world.hanzo.ai/pro#waitlist" class="nav-cta" target="_blank" rel="noopener noreferrer">
Get Early Access
</a> </nav> </header> <main> <article> <div class="article-header"> <a href="/blog/" class="back">&larr; All articles</a> <div class="meta"> <time datetime="2026-02-17T00:00:00.000Z">Feb 16, 2026</time> <span> &middot; OSINT researchers, security analysts, journalists, hobbyist investigators</span> </div> </div> <img src="/blog/images/blog/osint-for-everyone-open-source-intelligence-democratized.jpg" alt="OSINT for Everyone: How Hanzo World Democratizes Open Source Intelligence" class="hero-image" width="1200" height="630"> <div class="article-content prose"> <h1>OSINT for Everyone: How Hanzo World Democratizes Open Source Intelligence</h1> <p>Open source intelligence used to require a dozen subscriptions, custom scrapers, and years of domain expertise. A professional OSINT analyst’s browser might have 50+ tabs open at any given time: flight trackers, ship trackers, earthquake monitors, conflict databases, Telegram channels, RSS readers, and satellite imagery viewers.</p>
<p>Hanzo World collapses that entire workflow into a single interactive dashboard.</p>
<h2 id="the-tab-sprawl-problem">The Tab Sprawl Problem</h2>
<p>If you’ve ever tried to monitor a developing situation, whether it’s a military escalation, a natural disaster, or a supply chain disruption, you know the drill:</p>
<ol>
<li>Open <a href="https://www.flightradar24.com/">FlightRadar24</a> for aircraft movements</li>
<li>Open <a href="https://www.marinetraffic.com/">MarineTraffic</a> for ship positions</li>
<li>Open <a href="https://earthquake.usgs.gov/">USGS</a> for earthquake data</li>
<li>Open <a href="https://acleddata.com/">ACLED</a> for conflict events</li>
<li>Open <a href="https://liveuamap.com/">Liveuamap</a> for real-time mapping</li>
<li>Open <a href="https://www.reuters.com/">Reuters</a>, <a href="https://apnews.com/">AP</a>, and <a href="https://www.aljazeera.com/">Al Jazeera</a> for news</li>
<li>Open Telegram for raw OSINT channels</li>
<li>Open <a href="https://polymarket.com/">Polymarket</a> for prediction markets</li>
<li>Open <a href="https://gpsjam.org/">gpsjam.org</a> for GPS interference</li>
<li>Open <a href="https://firms.modaps.eosdis.nasa.gov/">NASA FIRMS</a> for fire detection</li>
</ol>
<p>Each tool has its own interface, its own refresh cycle, its own learning curve. Cross-referencing between them is manual and slow. By the time you’ve built a picture, the situation has moved.</p>
<p>Hanzo World integrates all of these data sources (and many more) into a single, layered map with real-time updates. Learn more about <a href="/blog/posts/what-is-world-real-time-global-intelligence/">what Hanzo World is and how it works</a>.</p>
<h2 id="435-intelligence-feeds-zero-configuration">435+ Intelligence Feeds, Zero Configuration</h2>
<p>Hanzo World aggregates <strong>435+ RSS feeds</strong> organized across 15 categories:</p>
<ul>
<li>Geopolitics and defense</li>
<li>Middle East and North Africa</li>
<li>Africa and Sub-Saharan</li>
<li>Think tanks and policy institutes</li>
<li>Technology and AI</li>
<li>Finance and markets</li>
<li>Energy and commodities</li>
<li>Cybersecurity</li>
</ul>
<p>Each feed is classified by a <strong>4-tier credibility system</strong>, so you always know whether you’re reading a primary source or secondary analysis. Server-side aggregation reduces API calls by 95%, and per-feed circuit breakers ensure one broken source doesn’t take down the dashboard.</p>
<h2 id="live-tracking-ships-planes-and-signals">Live Tracking: Ships, Planes, and Signals</h2>
<p>Three of Hanzo World’s most powerful layers bring live tracking to your screen:</p>
<h3 id="ads-b-aircraft-tracking">ADS-B Aircraft Tracking</h3>
<p>Military and civilian aircraft positions update in real time via OpenSky and Wingbits enrichment. The system automatically identifies military aircraft and displays their callsigns, types, and flight paths on the map.</p>
<h3 id="ais-maritime-monitoring">AIS Maritime Monitoring</h3>
<p>Ship positions from AISStream.io are merged with <strong>USNI Fleet Reports</strong>, giving you both transponder data and editorial context from the U.S. Naval Institute. This combination reveals the complete order-of-battle for major naval deployments, something that usually requires a classified briefing.</p>
<h3 id="gpsgnss-jamming-detection">GPS/GNSS Jamming Detection</h3>
<p>ADS-B anomaly data is processed through an H3 hexagonal grid to identify zones where GPS signals are being jammed or spoofed. This is a critical indicator of electronic warfare activity, and Hanzo World maps it automatically.</p>
<h2 id="26-telegram-osint-channels">26 Telegram OSINT Channels</h2>
<p>Hanzo World integrates <strong>26 curated Telegram channels</strong> via MTProto, organized by reliability tier:</p>
<ul>
<li><strong>Tier 1:</strong> Verified primary sources</li>
<li><strong>Tier 2:</strong> Established OSINT accounts (Aurora Intel, BNO News, DeepState, OSINT Defender, LiveUAMap)</li>
<li><strong>Tier 3:</strong> Secondary aggregators (Bellingcat, NEXTA, War Monitor)</li>
</ul>
<p>These channels often break news 15-30 minutes before traditional media. Having them integrated alongside verified feeds gives you both speed and context.</p>
<h2 id="ai-powered-threat-classification">AI-Powered Threat Classification</h2>
<p>Raw intelligence is only useful if you can process it. Hanzo World runs a <strong>3-stage threat classification pipeline</strong>:</p>
<ol>
<li><strong>Keyword matching</strong> for immediate categorization</li>
<li><strong>Browser-based ML</strong> (Transformers.js running in Web Workers) for sentiment and entity extraction</li>
<li><strong>LLM classification</strong> for nuanced threat assessment</li>
</ol>
<p>This runs locally in your browser. No data leaves your machine unless you explicitly choose a cloud LLM provider.</p>
<h2 id="the-country-instability-index">The Country Instability Index</h2>
<p>One of Hanzo World’s original contributions to OSINT is the <strong>Country Instability Index (CII)</strong>, a real-time 0-100 score computed for every monitored nation:</p>
<ul>
<li><strong>Baseline risk (40%):</strong> Historical conflict data, governance indicators</li>
<li><strong>Unrest indicators (20%):</strong> Protests, strikes, civil disorder events</li>
<li><strong>Security events (20%):</strong> Military activity, terrorism, border incidents</li>
<li><strong>Information velocity (20%):</strong> News volume spikes that indicate developing situations</li>
</ul>
<p>The CII is boosted by real-time signals: proximity to active hotspots, OREF rocket alerts, GPS jamming activity, and travel advisory changes. The result is a heatmap overlay that shows, at a glance, where instability is rising.</p>
<h2 id="hotspot-escalation-scoring">Hotspot Escalation Scoring</h2>
<p>Hanzo World doesn’t just show you where things are happening. It tells you where they’re getting worse. The <strong>Hotspot Escalation Score</strong> combines:</p>
<ul>
<li>News activity (35%)</li>
<li>CII score (25%)</li>
<li>Geographic convergence (25%): when 3+ event types co-occur within the same 1-degree grid cell in 24 hours</li>
<li>Military indicators (15%)</li>
</ul>
<p>When a region’s escalation score spikes, it surfaces in the Strategic Risk panel before traditional media picks up the story.</p>
<h2 id="sharing-intelligence">Sharing Intelligence</h2>
<p>Found something significant? Hanzo World’s story sharing lets you export intelligence briefs to Twitter/X, LinkedIn, WhatsApp, Telegram, and Reddit, complete with auto-generated Open Graph images for social previews.</p>
<p>You can also share map states via URL: the map position, active layers, time range, and selected data points are all encoded in a shareable link. Send a colleague a URL and they see exactly what you see.</p>
<h2 id="getting-started-with-world-for-osint">Getting Started with Hanzo World for OSINT</h2>
<ol>
<li><strong>Open world.hanzo.ai</strong> in any modern browser</li>
<li><strong>Toggle layers</strong> using the left sidebar: start with “Conflicts” and “Military Bases”</li>
<li><strong>Click any data point</strong> on the map for details and source links</li>
<li><strong>Open the <a href="/blog/posts/command-palette-search-everything-instantly/">Command Palette</a></strong> (Cmd+K / Ctrl+K) to fuzzy-search across 24 result types and 250+ country commands</li>
<li><strong>Click any country</strong> for its full intelligence dossier with CII score</li>
<li><strong>Set up keyword monitors</strong> for topics you want to track persistently</li>
</ol>
<p>No account needed. No API keys required for the web version. For local AI analysis, install Ollama and point Hanzo World at your local instance. You can also explore <a href="/blog/posts/ai-powered-intelligence-without-the-cloud/">AI-powered intelligence without the cloud</a>.</p>
<h2 id="why-open-source-matters-for-osint">Why Open Source Matters for OSINT</h2>
<p>Closed-source intelligence tools are black boxes. You can’t verify how they score threats, where their data comes from, or whether their algorithms have blind spots.</p>
<p>Hanzo World’s AGPL-3.0 license means every scoring algorithm, every data pipeline, and every AI prompt is open for inspection. Security researchers can audit it. Academics can cite it. Developers can extend it. And anyone can self-host it for complete operational security.</p>
<h2 id="frequently-asked-questions">Frequently Asked Questions</h2>
<p><strong>Is Hanzo World really free for OSINT research?</strong>
Yes. Every feature, data source, and AI capability is available at no cost with no account required. The platform is open source under AGPL-3.0, so you can also self-host it.</p>
<p><strong>Do I need technical skills to use Hanzo World for OSINT?</strong>
No. The interface is designed for analysts of all skill levels. Toggle layers on the sidebar, click data points for details, and use the Command Palette (Cmd+K) to search across all intelligence sources instantly.</p>
<p><strong>How does Hanzo World compare to traditional OSINT tools?</strong>
Hanzo World consolidates 435+ feeds, live tracking, AI analysis, and 45 data layers into one dashboard. Traditional tools require juggling dozens of separate platforms. See our <a href="/blog/posts/world-vs-traditional-intelligence-tools/">detailed comparison with traditional intelligence tools</a>.</p>
<hr>
<p><strong>Start your OSINT workflow at <a href="https://world.hanzo.ai">world.hanzo.ai</a>. Free, open source, and no login required.</strong></p> </div> <div class="cta-banner"> <h3>See the World in Real Time</h3> <p>Markets, geopolitics, conflicts, infrastructure. One dashboard. No login required.</p> <a href="https://world.hanzo.ai" class="btn" target="_blank" rel="noopener noreferrer">Open Dashboard</a> </div> <div class="author-bio"> <img src="https://unavatar.io/github/koala73" alt="Elie Habib" width="48" height="48" class="author-avatar" loading="lazy" onerror="this.src='/favico/apple-touch-icon.png'"> <div class="author-info"> <div class="author-name"> <a href="https://x.com/eliehabib" target="_blank" rel="noopener noreferrer">Elie Habib</a> </div> <div class="author-desc">Founder of Hanzo World. Previously co-founder &amp; CEO of Anghami (NASDAQ: ANGH). Building open-source global intelligence infrastructure.</div> </div> </div> </article> </main> <footer class="site-footer"> <div class="footer-inner"> <div class="footer-brand"> <img src="/favico/favicon-32x32.png" alt="" width="28" height="28" class="footer-icon-img"> <div class="footer-brand-text"> <span class="footer-name">HANZO WORLD</span> <span class="footer-sub">by Hanzo AI</span> </div> </div> <div class="footer-links"> <a href="https://www.world.hanzo.ai" target="_blank" rel="noopener noreferrer">Dashboard</a> <a href="https://www.world.hanzo.ai/pro" target="_blank" rel="noopener noreferrer">Pro</a> <a href="https://www.world.hanzo.ai/docs" target="_blank" rel="noopener noreferrer">Docs</a> <a href="https://status.world.hanzo.ai/" target="_blank" rel="noopener noreferrer">Status</a> <a href="https://github.com/koala73/world" target="_blank" rel="noopener noreferrer">GitHub</a> <a href="https://discord.gg/re63kWKxaz" target="_blank" rel="noopener noreferrer">Discord</a> <a href="https://x.com/hanzoai" target="_blank" rel="noopener noreferrer">X</a> </div> <div class="footer-copy">
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