visual-reasoning-playground
AI-powered visual reasoning tools for broadcast & ProAV. PTZ camera tracking, object detection, scene analysis using Moondream VLM. By StreamGeeks & PTZOptics.
Stars: 83
AI-powered visual reasoning tools for broadcast, live streaming, and ProAV professionals. The Visual Reasoning Playground provides 17 ready-to-use tools demonstrating real-world applications of Vision Language Models (VLMs) using Moondream. From PTZ camera auto-tracking to multimodal audio+video automation, the tools offer functionalities like scene description, object detection, gesture control, smart counting, scene analysis, zone monitoring, color matching, multimodal fusion, smart photography, PTZ tracking, tracking comparison, scoreboard extraction, scoreboard OCR, framing assistance, PTZ color tuning, multimodal studio automation, voice triggers, and OBS plugin integration. The tools are designed to streamline tasks in live streaming, broadcast automation, camera control, content creation workflows, security monitoring, and more.
README:
AI-powered visual reasoning tools for broadcast, live streaming, and ProAV professionals.
17 ready-to-use tools demonstrating real-world applications of Vision Language Models (VLMs) using Moondream. From PTZ camera auto-tracking to multimodal audio+video automation.
๐ Try All Tools Online Now - No installation required!
๐ฎ Playground Mode: All tools work without a camera! Sample videos included for testing.
From the book: Visual Reasoning AI for Broadcast and ProAV by Paul Richards
Author: Paul Richards - Co-CEO at PTZOptics | Chief Streaming Officer at StreamGeeks
Traditional computer vision requires training custom models for each task. Visual Reasoning uses pre-trained Vision Language Models that understand natural language - just describe what you want to detect.
Old way: Train a model on 10,000 images of "person at podium"
New way: Just ask "Is there a person standing at the podium?"
Perfect for:
- Live streaming & broadcast automation
- PTZ camera control & auto-tracking
- Smart conference rooms
- Security & monitoring
- Content creation workflows
- OBS & vMix integration
๐๏ธ Tool 1: Scene Describer โ Try it now
Natural language descriptions of any scene in real-time.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ Camera โโโโโโถโ Moondream API โโโโโโถโ "A person at โ
โ Frame โ โ /caption โ โ a desk with โ
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โ a laptop..." โ
โโโโโโโโโโโโโโโโโโโ
๐ 01-scene-describer/
๐ฆ Tool 2: Detection Boxes โ Try it now
Draw bounding boxes around any object you describe.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ Camera โโโโโโถโ Moondream API โโโโโโถโ Video Feed โ
โ Frame โ โ /detect โ โ + Colored โ
โโโโโโโโโโโโโโโ โ "person","mug" โ โ Bounding Boxesโ
โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
๐ 02-detection-boxes/
โ Tool 3: Gesture OBS Control โ Try it now
Control OBS scene switching with hand gestures.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ Camera โโโโโโถโ Moondream API โโโโโโถโ OBS WebSocket โ
โ Frame โ โ "thumbs up?" โ โ โ Scene Switch โ
โโโโโโโโโโโโโโโ โ YES/NO โ โโโโโโโโโโโโโโโโโโโ
โโโโโโโโโโโโโโโโโโโ โ
โผ
โโโโโโโโโโโโโโโโโโโ
โ OBS Studio โ
โ Scene 1 โ 2 โ
โโโโโโโโโโโโโโโโโโโ
๐ OBS Script Available! Install directly in OBS Studio: moondream-gesture-control.py
๐ 03-gesture-obs/
๐ข Tool 5: Smart Counter โ Try it now
Count objects entering or exiting across a virtual line.
โโโโโโโโโโโโโโโโโโโ
โ Define Line โ
โ โ โ โ โ โ โ โ โ
โโโโโโโโโโฌโโโโโโโโโ
โ
โโโโโโโโโโโโโโโ โโโโโโโโโโผโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ Camera โโโโโโถโ Track Objects โโโโโโถโ IN: 12 โ
โ Frame โ โ Across Line โ โ OUT: 8 โ
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โ TOTAL: +4 โ
โโโโโโโโโโโโโโโโโโโ
๐ 05-smart-counter/
๐ Tool 6: Scene Analyzer โ Try it now
Ask questions about what the camera sees.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ Camera โโโโโโถโ Moondream API โโโโโโถโ "Yes, there โ
โ Frame โ โ /query โ โ are 3 people โ
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โ in the room" โ
โฒ โโโโโโโโโโโโโโโโโโโ
โโโโโโโโโโดโโโโโโโโโ
โ "How many โ
โ people?" โ
โโโโโโโโโโโโโโโโโโโ
๐ 06-scene-analyzer/
๐ง Tool 7: Zone Monitor โ Try it now
Draw custom zones, get alerts when objects enter.
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ Camera View โ
โ โโโโโโโโโโโโโ โ
โ โ ZONE A โ โ person โ
โ โ (alert!) โ enters โ
โ โโโโโโโโโโโโโ โ โ
โโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโ
โผ
โโโโโโโโโโโโโโโโโ
โ Webhook โโโโโโถ Alert!
โ Trigger โ
โโโโโโโโโโโโโโโโโ
๐ 07-zone-monitor/
๐จ Tool 10: Color Matcher โ Try it now
Match your camera's color settings to a reference image.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ Reference โโโโโโถโ Moondream โ โ Suggested โ
โ Image โ โ Analyze Both โโโโโโถโ Adjustments: โ
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โ WB: +200K โ
โฒ โ Sat: -10 โ
โโโโโโโโโโโโโโโ โ โ Exp: +0.5 โ
โ Camera โโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ Feed โ
โโโโโโโโโโโโโโโ
๐ 10-color-matcher/
๐ Tool 12: Multimodal Fusion โ Try it now
Combine audio + video for intelligent automation.
โโโโโโโโโโโโโโโ
โ Camera โโโโโโ
โ (Video) โ โ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ
โโโโโโโโโโโโโโโ โโโโโโถโ Fusion Engine โโโโโโถโ Trigger โ
โ โ Video + Audio โ โ Automation โ
โโโโโโโโโโโโโโโ โ โ Confidence: 95%โ โโโโโโโโโโโโโโโ
โ Microphone โโโโโโ โโโโโโโโโโโโโโโโโโโ
โ (Speech) โ
โโโโโโโโโโโโโโโ
Example: "Start meeting" + people visible = HIGH confidence โ trigger
๐ 12-multimodal-fusion/
๐ธ Tool 13: Smart AI Photographer โ Try it now
Auto-capture photos when AI detects your target.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ Camera โโโโโโถโ Moondream API โโโโโโถโ Target Found? โ
โ Frame โ โ /detect โ โ YES โ ๐ธ โ
โโโโโโโโโโโโโโโ โ "person smiling"โ โโโโโโโโโโฌโโโโโโโโโ
โโโโโโโโโโโโโโโโโโโ โ
โผ
โโโโโโโโโโโโโโโโโโโ
โ Photo Gallery โ
โ + Download โ
โโโโโโโโโโโโโโโโโโโ
๐ 13-smart-photographer/
๐ฏ Featured: PTZ Auto-Tracker โ Try it now
Autonomous PTZ camera tracking using AI vision.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ PTZOptics โโโโโโถโ Moondream API โโโโโโถโ Calculate โ
โ Camera โ โ /detect โ โ Pan/Tilt โ
โโโโโโโโโโโโโโโ โ "red shirt" โ โ Commands โ
โฒ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโฌโโโโโโโโโ
โ โ
โ โโโโโโโโโโโโโโโโโโโ โ
โโโโโโโโโโโโโโโ PTZOptics API โโโโโโโโโโโโโโโโ
โ Move Camera โ
โโโโโโโโโโโโโโโโโโโ
๐ PTZOptics-Moondream-Tracker/
โก Tool 14: Tracking Comparison โ Try it now
Compare MediaPipe (local CV) vs Moondream (cloud VLM) for PTZ tracking.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโ
โ Camera โโโโโโถโ MediaPipe โโโโโ Local: ~10ms โโโโโ
โ Frame โ โ (Browser) โ โ
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโ โโโโถ Compare!
โ โโโโโโโโโโโโโโโโ โ
โโโโโโโโโโโโโโถโ Moondream โโโโโ Cloud: ~200ms โโโโ
โ (API) โ
โโโโโโโโโโโโโโโโ
๐งช See the tradeoffs โ latency, accuracy, and flexibility side-by-side.
๐ 14-tracking-comparison/
๐ Tool 4: Scoreboard Extractor โ Try it now
Extract scores from physical scoreboards using AI vision.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ Scoreboard โโโโโโถโ Moondream API โโโโโโถโ HOME: 24 โ
โ Camera โ โ "Read score" โ โ AWAY: 18 โ
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โ QTR: 3 โ
โโโโโโโโโโฌโโโโโโโโโ
โ
โโโโโโโโโโผโโโโโโโโโ
โ Graphics โ
โ Overlay โ
โโโโโโโโโโโโโโโโโโโ
๐ 04-scoreboard-extractor/
๐ Tool 4b: Scoreboard OCR โ Try it now
Extract scores using local Tesseract.js OCR โ no API key needed.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ Scoreboard โโโโโโถโ Tesseract.js โโโโโโถโ HOME: 24 โ
โ Camera โ โ (Local OCR) โ โ AWAY: 18 โ
โโโโโโโโโโโโโโโ โ Region-based โ โ QTR: 3 โ
โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
๐ Compare approaches! Use this alongside Tool 4 to see VLM vs OCR tradeoffs.
๐ 04b-scoreboard-ocr/
๐ผ๏ธ Tool 8: Framing Assistant โ Try it now
AI-powered framing suggestions for PTZ cameras.
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ Camera View โ
โ โ
โ โ โ โ โ โ โ โ โ
โ โ Suggested โ โ subject โ
โ โ Frame โ โ
โ โ โ โ โ โ โ โ โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ
โผ
"Move camera UP 5ยฐ,
zoom IN 10% for
better composition"
๐ 08-framing-assistant/
๐๏ธ Tool 9: PTZ Color Tuner โ Try it now
Direct PTZ camera color control via API with AI-assisted adjustments.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ PTZOptics โโโโโโถโ Moondream AI โโโโโโถโ Recommended โ
โ Camera โ โ Analyze Scene โ โ Adjustments โ
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโฌโโโโโโโโโ
โฒ โ
โ โโโโโโโโโโโโโโโโโโโ โ
โโโโโโโโโโโโโโโ PTZOptics API โโโโโโโโโโโโโโโโ
โ Apply Settings โ
โโโโโโโโโโโโโโโโโโโ
๐ 09-ptz-color-tuner/
๐ฌ Tool 11: Multimodal Studio โ Try it now
Full production automation: PTZ + OBS + Audio + AI.
โโโโโโโโโโโโโโโ
โ PTZOptics โโโโโโ
โ Camera โ โ
โโโโโโโโโโโโโโโ โ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ
โโโโโโถโ Multimodal โโโโโโถโ PTZ Move โ
โโโโโโโโโโโโโโโ โ โ Studio โ โโโโโโโโโโโโโโโค
โ Microphone โโโโโโค โ Controller โโโโโโถโ OBS Scene โ
โ (Voice) โ โ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโค
โโโโโโโโโโโโโโโ โ โ Webhook โ
โ โโโโโโโโโโโโโโโ
โโโโโโโโโโโโโโโ โ
โ OBS โโโโโโ
โ Studio โ
โโโโโโโโโโโโโโโ
Voice: "Camera 2, close up" โ PTZ moves + OBS switches
๐ 11-multimodal-studio/
๐๏ธ Tool 15: Voice Triggers โ Try it now
Speech-to-text automation with Whisper AI running entirely in-browser.
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ
โ Microphone โโโโโโถโ Whisper AI โโโโโโถโ "switch to โ
โ Input โ โ (In-Browser) โ โ camera two" โ
โโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโฌโโโโโโโโโ
โ
โโโโโโโโโโโโโโโโโโโ โ
โ Trigger Rules โโโโโโโโโโโโโโโโ
โ phrase โ actionโ
โโโโโโโโโโฌโโโโโโโโโ
โ
โโโโโโโโโโผโโโโโโโโโ
โ Execute Action โ
โ (Log/Alert/OBS)โ
โโโโโโโโโโโโโโโโโโโ
Key Features:
- No API key needed - Whisper runs locally via WebGPU/WASM
- ~40MB model - Downloads once, cached in browser
- Trigger rules - Map phrases to actions
- Privacy-first - Audio never leaves your device
๐ 15-voice-triggers/
๐ OBS Plugin: Visual Reasoning AI โ Try it now
Complete AI control panel as an OBS Browser Dock.
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ OBS BROWSER DOCK โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโค
โ โโโโโโโโโโโฌโโโโโโโโโโโโฌโโโโโโโโโโโโโ โ
โ โGestures โ Describe โ Auto-Switchโ โ Tabs โ
โ โโโโโโโโโโโดโโโโโโโโโโโโดโโโโโโโโโโโโโ โ
โ โ
โ โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ โ
โ โ Camera Preview โ โ
โ โ [Gesture Detection] โ โ
โ โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ โ
โ โ
โ ๐ Thumbs Up โ Scene: Wide Shot โ
โ ๐ Thumbs Down โ Scene: Close Up โ
โ โ
โ Auto-Switch Rules: โ
โ "whiteboard" โ Whiteboard Cam โ
โ "standing" โ Full Body Shot โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ
โผ
โโโโโโโโโโโโโโโโโโโ
โ OBS Studio โ
โ Scene Switch โ
โ Start/Stop Rec โ
โโโโโโโโโโโโโโโโโโโ
๐ obs-visual-reasoning/
- Get Your API Key - Sign up at console.moondream.ai (free tier available)
- Open Any Tool - Visit the Visual Reasoning Playground
- Enter Your API Key - Paste it once, and you're ready to go!
Important: Clone the full repository โ individual tool folders won't work alone because they depend on shared libraries in
shared/.
git clone https://github.com/streamgeeks/visual-reasoning-playground.git
cd visual-reasoning-playground
python server.pyThen open http://localhost:8000 and select any tool. The included server.py enables CORS so sample videos work with AI detection.
Every tool includes both business and personal examples:
| Tool | Business Use | Personal Use |
|---|---|---|
| Scene Describer | Patient fall detection | Fridge inventory for recipes |
| Detection Boxes | Manufacturing QA | "Where are my keys?" |
| PTZ Auto-Tracker | Speaker tracking at events | Pet cam follows your dog |
| Smart Counter | Retail foot traffic analytics | Count kids going outside |
| Scene Analyzer | Security: "Anyone in restricted area?" | "Is my garage door open?" |
| Zone Monitor | Warehouse safety alerts | Driveway arrival notifications |
| Color Assistant | Multi-cam color matching | Match YouTuber's style |
| Multimodal Fusion | Smart conference room | Voice-controlled smart home |
These tools are designed to integrate with your existing workflow:
| Platform | Integration |
|---|---|
| OBS Studio | WebSocket triggers, scene switching, native Python script |
| vMix | HTTP API commands, input control |
| PTZOptics | Full API 2.0 support for all PTZ cameras |
| NDI | Works with NDI video sources |
| Webhooks | Trigger any HTTP endpoint |
| Home Assistant | Smart home automation |
Control OBS scenes with hand gestures - runs natively inside OBS Studio!
Installation:
- Download
moondream-gesture-control.py - In OBS: Tools โ Scripts โ + โ Select the .py file
- Configure your Moondream API key and gesture mappings
- Enable detection and start gesturing!
Features:
- ๐ Thumbs up โ Switch to Scene A
- ๐ Thumbs down โ Switch to Scene B
- Configurable detection interval and cooldown
- Debug mode for troubleshooting
- No browser required - runs entirely within OBS
Requirements:
- OBS Studio 28.0 or later
- Moondream API key (get one free)
- Webcam
๐ก Try before installing: Use the web demo to test gesture detection before installing the OBS script.
All tools follow a consistent pattern: Video โ AI โ Action
Shared utilities in shared/:
-
moondream-client.js- Unified API client with detect, caption, query, point methods -
video-source-adapter.js- Toggle between live camera and sample videos -
api-key-manager.js- Secure API key storage and validation -
styles.css- Consistent dark theme UI components
visual-reasoning-playground/
โโโ index.html # Landing page with all tools
โโโ server.py # Local dev server (CORS enabled)
โโโ shared/ # Reusable utilities for all tools
โ
โโโ 01-scene-describer/ # Natural language scene descriptions
โโโ 02-detection-boxes/ # Bounding box visualization
โโโ 03-gesture-obs/ # Gesture-based OBS control
โโโ 04-scoreboard-extractor/ # Score extraction (VLM approach)
โโโ 04b-scoreboard-ocr/ # Score extraction (Tesseract OCR)
โโโ 05-smart-counter/ # Object counting across line
โโโ 06-scene-analyzer/ # Visual Q&A chat
โโโ 07-zone-monitor/ # Zone-based alerts
โโโ 08-framing-assistant/ # PTZ framing suggestions
โโโ 09-ptz-color-tuner/ # PTZ color control
โโโ 10-color-matcher/ # Color matching to reference
โโโ 11-multimodal-studio/ # Full PTZ+OBS+voice automation
โโโ 12-multimodal-fusion/ # Audio+video fusion engine
โโโ 13-smart-photographer/ # Auto-capture on detection
โโโ 14-tracking-comparison/ # MediaPipe vs Moondream test
โโโ 15-voice-triggers/ # Voice command automation
โ
โโโ PTZOptics-Moondream-Tracker/ # Featured PTZ auto-tracking
โโโ obs-visual-reasoning/ # OBS Browser Dock plugin
โโโ 00-visual-reasoning-harness/ # Harness pattern documentation
โ
โโโ assets/ # Sample videos & color profiles
โโโ sample-videos/ # Demo videos for playground mode
โโโ color-profiles/ # Reference images for color tool
See CONTRIBUTING.md for details on adding new tools.
Moondream charges per API call. Control costs with the rate slider in each tool:
| Detection Rate | API Calls/Hour | Best For |
|---|---|---|
| 0.5/sec | 1,800 | Static scenes, budget-conscious |
| 1.0/sec | 3,600 | General use (default) |
| 2.0/sec | 7,200 | Active scenes |
| 3.0/sec | 10,800 | Fast action, sports |
All Tools:
- Moondream API Key (free tier available)
- Modern browser (Chrome recommended)
- Local web server
Tool-Specific:
- PTZ Auto-Tracker, Framing Assistant, Color Tuner: PTZOptics camera with network access
- Multimodal Studio, Multimodal Fusion, Voice Triggers: Microphone for speech recognition
- Gesture OBS Control, OBS Plugin: OBS Studio with WebSocket Server enabled
Visual Reasoning AI for Broadcast and ProAV by Paul Richards covers:
- Complete theory behind Vision Language Models
- Step-by-step tool building tutorials
- Production deployment strategies
- Industry-specific applications
Get your copy at VisualReasoning.ai/book
- VisualReasoning.ai - Book, online course, and free tools
- Moondream Documentation - API reference & guides
- PTZOptics API 2.0 - Camera control documentation
- StreamGeeks Academy - Live streaming education
- StreamGeeks Discord - Get help, share projects
- PTZOptics Support - Camera-specific questions
Found a bug? Have an idea? PRs welcome!
- Fork this repo
- Create a feature branch
- Submit a pull request
MIT License - Use freely in personal and commercial projects.
Built by Paul Richards
Co-CEO at PTZOptics | Chief Streaming Officer at StreamGeeks
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