PlanOpticon

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PlanOpticon
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M252.8 8C114.1 8 8 113.3 8 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C436.2 457.8 504 362.9 504 252 504 113.3 391.5 8 252.8 8M105.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
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ConflictHQ/PlanOpticon
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Getting Started
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User Guide
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Use Cases
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<a href="cli-reference/" class="md-tabs__link">
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CLI Reference
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Architecture
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API Reference
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Contributing
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PlanOpticon
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M252.8 8C114.1 8 8 113.3 8 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C436.2 457.8 504 362.9 504 252 504 113.3 391.5 8 252.8 8M105.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
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ConflictHQ/PlanOpticon
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Home
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Table of contents
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<a href="#features" class="md-nav__link">
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Features
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<a href="#quick-start" class="md-nav__link">
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Quick Start
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<a href="#installation" class="md-nav__link">
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Installation
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Requirements
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<a href="#license" class="md-nav__link">
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License
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Authentication
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Sources
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FAQ & Troubleshooting
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Contributing
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<span class="md-nav__icon md-icon"></span>
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Table of contents
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</label>
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<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
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<a href="#features" class="md-nav__link">
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Features
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<a href="#quick-start" class="md-nav__link">
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Quick Start
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<a href="#installation" class="md-nav__link">
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Installation
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<a href="#requirements" class="md-nav__link">
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Requirements
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<a href="#license" class="md-nav__link">
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License
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</div>
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<div class="md-content" data-md-component="content">
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<article class="md-content__inner md-typeset">
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<h1 id="planopticon">PlanOpticon<a class="headerlink" href="#planopticon" title="Permanent link">&para;</a></h1>
1645
<p><strong>AI-powered video analysis, knowledge extraction, and planning.</strong></p>
1646
<p>PlanOpticon processes video recordings and documents into structured knowledge — transcripts, diagrams, action items, key points, and knowledge graphs. It connects to 20+ source platforms, auto-discovers available models across multiple AI providers, and produces rich multi-format output with an interactive companion REPL and planning agent.</p>
1647
<hr />
1648
<h2 id="features">Features<a class="headerlink" href="#features" title="Permanent link">&para;</a></h2>
1649
<ul>
1650
<li><strong>Multi-provider AI</strong> — Automatically discovers and routes to the best available model across OpenAI, Anthropic, Google Gemini, and more</li>
1651
<li><strong>Planning agent</strong> — Agentic analysis that adaptively adjusts depth, focus, and strategy based on content</li>
1652
<li><strong>Companion REPL</strong> — Interactive chat interface for exploring your knowledge base conversationally</li>
1653
<li><strong>20+ source connectors</strong> — Google Workspace, Microsoft 365, Zoom, Teams, Meet, Notion, GitHub, YouTube, Obsidian, Apple Notes, and more</li>
1654
<li><strong>Document export</strong> — Export knowledge to Markdown, Obsidian, Notion, and exchange formats</li>
1655
<li><strong>OAuth authentication</strong> — Built-in <code>planopticon auth</code> for Google, Dropbox, Zoom, Notion, GitHub, and Microsoft</li>
1656
<li><strong>Smart frame extraction</strong> — Change detection for transitions + periodic capture (every 30s) for slow-evolving content like document scrolling</li>
1657
<li><strong>People frame filtering</strong> — OpenCV face detection removes webcam/video conference frames, keeping only shared content (slides, documents, screen shares)</li>
1658
<li><strong>Diagram extraction</strong> — Vision model-based classification detects flowcharts, architecture diagrams, charts, and whiteboards</li>
1659
<li><strong>Knowledge graphs</strong> — Extracts entities and relationships, builds and merges knowledge graphs across videos</li>
1660
<li><strong>Action item detection</strong> — Finds commitments, tasks, and follow-ups with assignees and deadlines</li>
1661
<li><strong>Batch processing</strong> — Process entire folders of videos with merged knowledge graphs and cross-referencing</li>
1662
<li><strong>Rich output</strong> — Markdown, HTML, PDF, Mermaid diagrams, SVG/PNG renderings, JSON manifests</li>
1663
<li><strong>Cloud sources</strong> — Fetch videos from Google Drive, Dropbox, and many more cloud platforms</li>
1664
<li><strong>Checkpoint/resume</strong> — Pipeline resumes from where it left off if interrupted — no wasted work</li>
1665
<li><strong>Screengrab fallback</strong> — When extraction isn't perfect, captures frames with captions — something is always better than nothing</li>
1666
</ul>
1667
<h2 id="quick-start">Quick Start<a class="headerlink" href="#quick-start" title="Permanent link">&para;</a></h2>
1668
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="c1"># Install from PyPI</span>
1669
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>pip<span class="w"> </span>install<span class="w"> </span>planopticon
1670
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>
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<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="c1"># Analyze a single video</span>
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<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a>planopticon<span class="w"> </span>analyze<span class="w"> </span>-i<span class="w"> </span>meeting.mp4<span class="w"> </span>-o<span class="w"> </span>./output
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<a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a>
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<a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a><span class="c1"># Ingest documents and build a knowledge graph</span>
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<a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span>./notes/<span class="w"> </span>--output<span class="w"> </span>./kb<span class="w"> </span>--recursive
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<a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a>
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<a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a><span class="c1"># Chat with your knowledge base</span>
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<a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a>planopticon<span class="w"> </span>companion<span class="w"> </span>--kb<span class="w"> </span>./kb
1679
<a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a>
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<a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a><span class="c1"># Run the planning agent interactively</span>
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<a id="__codelineno-0-14" name="__codelineno-0-14" href="#__codelineno-0-14"></a>planopticon<span class="w"> </span>agent<span class="w"> </span>--kb<span class="w"> </span>./kb<span class="w"> </span>--interactive
1682
<a id="__codelineno-0-15" name="__codelineno-0-15" href="#__codelineno-0-15"></a>
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<a id="__codelineno-0-16" name="__codelineno-0-16" href="#__codelineno-0-16"></a><span class="c1"># Query the knowledge graph</span>
1684
<a id="__codelineno-0-17" name="__codelineno-0-17" href="#__codelineno-0-17"></a>planopticon<span class="w"> </span>query<span class="w"> </span>stats
1685
<a id="__codelineno-0-18" name="__codelineno-0-18" href="#__codelineno-0-18"></a>
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<a id="__codelineno-0-19" name="__codelineno-0-19" href="#__codelineno-0-19"></a><span class="c1"># Export to Obsidian</span>
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<a id="__codelineno-0-20" name="__codelineno-0-20" href="#__codelineno-0-20"></a>planopticon<span class="w"> </span><span class="nb">export</span><span class="w"> </span>obsidian<span class="w"> </span>--input<span class="w"> </span>./kb<span class="w"> </span>--output<span class="w"> </span>./vault
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<a id="__codelineno-0-21" name="__codelineno-0-21" href="#__codelineno-0-21"></a>
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<a id="__codelineno-0-22" name="__codelineno-0-22" href="#__codelineno-0-22"></a><span class="c1"># Process a folder of videos</span>
1690
<a id="__codelineno-0-23" name="__codelineno-0-23" href="#__codelineno-0-23"></a>planopticon<span class="w"> </span>batch<span class="w"> </span>-i<span class="w"> </span>./recordings<span class="w"> </span>-o<span class="w"> </span>./output<span class="w"> </span>--title<span class="w"> </span><span class="s2">&quot;Weekly Meetings&quot;</span>
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<a id="__codelineno-0-24" name="__codelineno-0-24" href="#__codelineno-0-24"></a>
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<a id="__codelineno-0-25" name="__codelineno-0-25" href="#__codelineno-0-25"></a><span class="c1"># See available AI models</span>
1693
<a id="__codelineno-0-26" name="__codelineno-0-26" href="#__codelineno-0-26"></a>planopticon<span class="w"> </span>list-models
1694
</code></pre></div>
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<h2 id="installation">Installation<a class="headerlink" href="#installation" title="Permanent link">&para;</a></h2>
1696
<div class="tabbed-set tabbed-alternate" data-tabs="1:4"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><input id="__tabbed_1_3" name="__tabbed_1" type="radio" /><input id="__tabbed_1_4" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">PyPI (Recommended)</label><label for="__tabbed_1_2">With cloud sources</label><label for="__tabbed_1_3">With everything</label><label for="__tabbed_1_4">Binary (no Python needed)</label></div>
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<div class="tabbed-content">
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<div class="tabbed-block">
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<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>pip<span class="w"> </span>install<span class="w"> </span>planopticon
1700
</code></pre></div>
1701
</div>
1702
<div class="tabbed-block">
1703
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a>pip<span class="w"> </span>install<span class="w"> </span>planopticon<span class="o">[</span>cloud<span class="o">]</span>
1704
</code></pre></div>
1705
</div>
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<div class="tabbed-block">
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<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a>pip<span class="w"> </span>install<span class="w"> </span>planopticon<span class="o">[</span>all<span class="o">]</span>
1708
</code></pre></div>
1709
</div>
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<div class="tabbed-block">
1711
<p>Download the latest binary for your platform from
1712
<a href="https://github.com/ConflictHQ/PlanOpticon/releases">GitHub Releases</a>.</p>
1713
</div>
1714
</div>
1715
</div>
1716
<h2 id="requirements">Requirements<a class="headerlink" href="#requirements" title="Permanent link">&para;</a></h2>
1717
<ul>
1718
<li>Python 3.10+</li>
1719
<li>FFmpeg (for audio extraction)</li>
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<li>At least one API key: <code>OPENAI_API_KEY</code>, <code>ANTHROPIC_API_KEY</code>, or <code>GEMINI_API_KEY</code></li>
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</ul>
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<h2 id="license">License<a class="headerlink" href="#license" title="Permanent link">&para;</a></h2>
1723
<p>MIT License — Copyright (c) 2026 CONFLICT LLC. All rights reserved.</p>
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