PlanOpticon

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1161
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1162
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1165
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1170
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1172
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1195
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1199
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1216
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1220
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1222
Processing Pipeline
1223
1224
1225
1226
</span>
1227
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</a>
1231
</li>
1232
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1234
1235
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1237
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1304
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1309
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1312
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1316
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1320
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1332
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1333
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1337
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1339
Providers
1340
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1343
</span>
1344
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</a>
1348
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1360
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1365
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Analyzers
1368
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</span>
1372
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</a>
1376
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1388
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1393
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1396
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</span>
1400
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1404
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1416
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1421
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Sources
1424
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1428
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1460
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1466
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1467
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1479
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1480
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1484
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1486
FAQ & Troubleshooting
1487
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1490
</span>
1491
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1495
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1513
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1514
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1516
1517
</span>
1518
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1522
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1527
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1528
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1529
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1530
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1531
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1535
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1536
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1537
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1540
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1546
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1547
<span class="md-nav__icon md-icon"></span>
1548
Table of contents
1549
</label>
1550
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
1551
1552
<li class="md-nav__item">
1553
<a href="#system-diagram" class="md-nav__link">
1554
<span class="md-ellipsis">
1555
1556
System diagram
1557
1558
</span>
1559
</a>
1560
1561
</li>
1562
1563
<li class="md-nav__item">
1564
<a href="#module-structure" class="md-nav__link">
1565
<span class="md-ellipsis">
1566
1567
Module structure
1568
1569
</span>
1570
</a>
1571
1572
</li>
1573
1574
<li class="md-nav__item">
1575
<a href="#key-design-decisions" class="md-nav__link">
1576
<span class="md-ellipsis">
1577
1578
Key design decisions
1579
1580
</span>
1581
</a>
1582
1583
</li>
1584
1585
</ul>
1586
1587
</nav>
1588
</div>
1589
</div>
1590
</div>
1591
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<div class="md-content" data-md-component="content">
1595
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<article class="md-content__inner md-typeset">
1597
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1599
1600
1601
1602
1603
1604
1605
<h1 id="architecture-overview">Architecture Overview<a class="headerlink" href="#architecture-overview" title="Permanent link">&para;</a></h1>
1606
<h2 id="system-diagram">System diagram<a class="headerlink" href="#system-diagram" title="Permanent link">&para;</a></h2>
1607
<pre class="mermaid"><code>graph TD
1608
subgraph Sources
1609
S1[Video Files]
1610
S2[Google Workspace]
1611
S3[Microsoft 365]
1612
S4[Zoom / Teams / Meet]
1613
S5[YouTube]
1614
S6[Notes — Obsidian / Notion / Apple Notes]
1615
S7[GitHub]
1616
end
1617
1618
subgraph Source Connectors
1619
SC[Source Connectors + OAuth]
1620
end
1621
1622
S1 --&gt; SC
1623
S2 --&gt; SC
1624
S3 --&gt; SC
1625
S4 --&gt; SC
1626
S5 --&gt; SC
1627
S6 --&gt; SC
1628
S7 --&gt; SC
1629
1630
SC --&gt; A[Ingest / Analyze Pipeline]
1631
1632
A --&gt; B[Frame Extractor]
1633
A --&gt; C[Audio Extractor]
1634
B --&gt; D[Diagram Analyzer]
1635
C --&gt; E[Transcription]
1636
D --&gt; F[Knowledge Graph]
1637
E --&gt; F
1638
E --&gt; G[Key Point Extractor]
1639
E --&gt; H[Action Item Detector]
1640
D --&gt; I[Content Analyzer]
1641
E --&gt; I
1642
1643
subgraph Agent &amp; Skills
1644
AG[Planning Agent]
1645
SK[Skill Registry]
1646
CO[Companion REPL]
1647
end
1648
1649
F --&gt; AG
1650
G --&gt; AG
1651
H --&gt; AG
1652
I --&gt; AG
1653
AG --&gt; SK
1654
F --&gt; CO
1655
1656
F --&gt; J[Plan Generator]
1657
G --&gt; J
1658
H --&gt; J
1659
I --&gt; J
1660
1661
subgraph Output &amp; Export
1662
J --&gt; K[Markdown Report]
1663
J --&gt; L[HTML Report]
1664
J --&gt; M[PDF Report]
1665
D --&gt; N[Mermaid/SVG/PNG Export]
1666
EX[Exporters — Obsidian / Notion / Exchange / Wiki]
1667
end
1668
1669
AG --&gt; EX
1670
F --&gt; EX</code></pre>
1671
<h2 id="module-structure">Module structure<a class="headerlink" href="#module-structure" title="Permanent link">&para;</a></h2>
1672
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>video_processor/
1673
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>├── cli/ # CLI commands (Click)
1674
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>│ └── commands.py
1675
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a>├── sources/ # Source connectors
1676
<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a>│ ├── gdrive.py # Google Drive
1677
<a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a>│ ├── gws.py # Google Workspace (Docs, Sheets, Slides, Meet)
1678
<a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a>│ ├── m365.py # Microsoft 365 (OneDrive, SharePoint, Teams)
1679
<a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a>│ ├── dropbox.py # Dropbox
1680
<a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a>│ ├── zoom.py # Zoom recordings
1681
<a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a>│ ├── youtube.py # YouTube videos
1682
<a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a>│ ├── notion.py # Notion pages
1683
<a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a>│ ├── github.py # GitHub repos / wikis
1684
<a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a>│ ├── obsidian.py # Obsidian vaults
1685
<a id="__codelineno-0-14" name="__codelineno-0-14" href="#__codelineno-0-14"></a>│ └── apple_notes.py # Apple Notes (macOS)
1686
<a id="__codelineno-0-15" name="__codelineno-0-15" href="#__codelineno-0-15"></a>├── extractors/ # Media extraction
1687
<a id="__codelineno-0-16" name="__codelineno-0-16" href="#__codelineno-0-16"></a>│ ├── frame_extractor.py # Video → frames
1688
<a id="__codelineno-0-17" name="__codelineno-0-17" href="#__codelineno-0-17"></a>│ └── audio_extractor.py # Video → WAV
1689
<a id="__codelineno-0-18" name="__codelineno-0-18" href="#__codelineno-0-18"></a>├── analyzers/ # AI-powered analysis
1690
<a id="__codelineno-0-19" name="__codelineno-0-19" href="#__codelineno-0-19"></a>│ ├── diagram_analyzer.py # Frame classification + extraction
1691
<a id="__codelineno-0-20" name="__codelineno-0-20" href="#__codelineno-0-20"></a>│ ├── content_analyzer.py # Cross-referencing
1692
<a id="__codelineno-0-21" name="__codelineno-0-21" href="#__codelineno-0-21"></a>│ └── action_detector.py # Action item detection
1693
<a id="__codelineno-0-22" name="__codelineno-0-22" href="#__codelineno-0-22"></a>├── integrators/ # Knowledge assembly
1694
<a id="__codelineno-0-23" name="__codelineno-0-23" href="#__codelineno-0-23"></a>│ ├── knowledge_graph.py # Entity/relationship graph
1695
<a id="__codelineno-0-24" name="__codelineno-0-24" href="#__codelineno-0-24"></a>│ ├── graph_query.py # Query engine
1696
<a id="__codelineno-0-25" name="__codelineno-0-25" href="#__codelineno-0-25"></a>│ └── plan_generator.py # Report generation
1697
<a id="__codelineno-0-26" name="__codelineno-0-26" href="#__codelineno-0-26"></a>├── agent/ # Planning agent
1698
<a id="__codelineno-0-27" name="__codelineno-0-27" href="#__codelineno-0-27"></a>│ ├── agent.py # Agent loop
1699
<a id="__codelineno-0-28" name="__codelineno-0-28" href="#__codelineno-0-28"></a>│ ├── skills.py # Skill registry
1700
<a id="__codelineno-0-29" name="__codelineno-0-29" href="#__codelineno-0-29"></a>│ └── companion.py # Companion REPL
1701
<a id="__codelineno-0-30" name="__codelineno-0-30" href="#__codelineno-0-30"></a>├── exporters/ # Export formats
1702
<a id="__codelineno-0-31" name="__codelineno-0-31" href="#__codelineno-0-31"></a>│ ├── markdown.py # Markdown export
1703
<a id="__codelineno-0-32" name="__codelineno-0-32" href="#__codelineno-0-32"></a>│ ├── obsidian.py # Obsidian vault export
1704
<a id="__codelineno-0-33" name="__codelineno-0-33" href="#__codelineno-0-33"></a>│ ├── notion.py # Notion export
1705
<a id="__codelineno-0-34" name="__codelineno-0-34" href="#__codelineno-0-34"></a>│ ├── wiki.py # Wiki generation + push
1706
<a id="__codelineno-0-35" name="__codelineno-0-35" href="#__codelineno-0-35"></a>│ └── exchange.py # PlanOpticon Exchange Format
1707
<a id="__codelineno-0-36" name="__codelineno-0-36" href="#__codelineno-0-36"></a>├── providers/ # AI provider abstraction
1708
<a id="__codelineno-0-37" name="__codelineno-0-37" href="#__codelineno-0-37"></a>│ ├── base.py # BaseProvider ABC
1709
<a id="__codelineno-0-38" name="__codelineno-0-38" href="#__codelineno-0-38"></a>│ ├── openai_provider.py
1710
<a id="__codelineno-0-39" name="__codelineno-0-39" href="#__codelineno-0-39"></a>│ ├── anthropic_provider.py
1711
<a id="__codelineno-0-40" name="__codelineno-0-40" href="#__codelineno-0-40"></a>│ ├── gemini_provider.py
1712
<a id="__codelineno-0-41" name="__codelineno-0-41" href="#__codelineno-0-41"></a>│ ├── ollama_provider.py # Local Ollama (offline)
1713
<a id="__codelineno-0-42" name="__codelineno-0-42" href="#__codelineno-0-42"></a>│ ├── azure_provider.py # Azure OpenAI
1714
<a id="__codelineno-0-43" name="__codelineno-0-43" href="#__codelineno-0-43"></a>│ ├── together_provider.py
1715
<a id="__codelineno-0-44" name="__codelineno-0-44" href="#__codelineno-0-44"></a>│ ├── fireworks_provider.py
1716
<a id="__codelineno-0-45" name="__codelineno-0-45" href="#__codelineno-0-45"></a>│ ├── cerebras_provider.py
1717
<a id="__codelineno-0-46" name="__codelineno-0-46" href="#__codelineno-0-46"></a>│ ├── xai_provider.py # xAI / Grok
1718
<a id="__codelineno-0-47" name="__codelineno-0-47" href="#__codelineno-0-47"></a>│ ├── discovery.py # Auto-model-discovery
1719
<a id="__codelineno-0-48" name="__codelineno-0-48" href="#__codelineno-0-48"></a>│ └── manager.py # ProviderManager routing
1720
<a id="__codelineno-0-49" name="__codelineno-0-49" href="#__codelineno-0-49"></a>├── utils/
1721
<a id="__codelineno-0-50" name="__codelineno-0-50" href="#__codelineno-0-50"></a>│ ├── json_parsing.py # Robust LLM JSON parsing
1722
<a id="__codelineno-0-51" name="__codelineno-0-51" href="#__codelineno-0-51"></a>│ ├── rendering.py # Mermaid + chart rendering
1723
<a id="__codelineno-0-52" name="__codelineno-0-52" href="#__codelineno-0-52"></a>│ ├── export.py # HTML/PDF export
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<a id="__codelineno-0-53" name="__codelineno-0-53" href="#__codelineno-0-53"></a>│ ├── api_cache.py # Disk-based response cache
1725
<a id="__codelineno-0-54" name="__codelineno-0-54" href="#__codelineno-0-54"></a>│ └── prompt_templates.py # LLM prompt management
1726
<a id="__codelineno-0-55" name="__codelineno-0-55" href="#__codelineno-0-55"></a>├── auth.py # OAuth flow management
1727
<a id="__codelineno-0-56" name="__codelineno-0-56" href="#__codelineno-0-56"></a>├── exchange.py # Exchange format schema
1728
<a id="__codelineno-0-57" name="__codelineno-0-57" href="#__codelineno-0-57"></a>├── models.py # Pydantic data models
1729
<a id="__codelineno-0-58" name="__codelineno-0-58" href="#__codelineno-0-58"></a>├── output_structure.py # Directory layout + manifest I/O
1730
<a id="__codelineno-0-59" name="__codelineno-0-59" href="#__codelineno-0-59"></a>└── pipeline.py # Core processing pipeline
1731
</code></pre></div>
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<h2 id="key-design-decisions">Key design decisions<a class="headerlink" href="#key-design-decisions" title="Permanent link">&para;</a></h2>
1733
<ul>
1734
<li><strong>Pydantic everywhere</strong> — All structured data uses pydantic models for validation and serialization</li>
1735
<li><strong>Manifest-driven</strong> — Every run produces <code>manifest.json</code> as the single source of truth</li>
1736
<li><strong>Provider abstraction</strong> — Single <code>ProviderManager</code> wraps OpenAI, Anthropic, Gemini, Ollama, and additional providers behind a common interface</li>
1737
<li><strong>No hardcoded models</strong> — Model lists come from API discovery</li>
1738
<li><strong>Screengrab fallback</strong> — When extraction fails, save the frame as a captioned screenshot</li>
1739
<li><strong>OAuth-first auth</strong> — All cloud service integrations use OAuth via <code>planopticon auth</code>, with credentials stored locally. Service account keys are supported as a fallback for server-side automation</li>
1740
<li><strong>Skill registry</strong> — The planning agent discovers and invokes skills dynamically. Skills are self-describing and can be composed by the agent to accomplish complex tasks</li>
1741
<li><strong>Exchange format</strong> — A portable JSON format (<code>exchange.py</code>) for importing and exporting knowledge graphs between PlanOpticon instances and external tools</li>
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</ul>
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