fix: resolve comprehensive review findings (security, concurrency, perf, Android, UI)

Multi-dimension review of v0.8.2. Excludes the deliberately deferred
default_config.yaml weak-default-key item (C1).

Backend:
- calibration: create_default_calibration no longer exceeds led_count for small
  odd counts (bounded trim + regression test)
- game-integration: generic webhook now requires auth_token; constant-time
  compare_digest in all adapters; per-IP failed-auth rate limit on the ingest
  route; auth_token encrypted at rest via secret_box (migration-safe)
- playlist engine: serialize _state/_task under the lifecycle lock to close a
  delete-mid-play race (+ concurrency tests)
- main: stop the calibration session on shutdown (restore prior target)
- home_assistant: validate HA host via the LAN classifier on create/update
- perf: drop slow preview-WS clients instead of blocking the send loop; cache
  composite full-strip resize linspaces; effect_stream lava reuses scratch

Frontend:
- setup/auto-calibration wizard: guard _state after awaits (cancel-safe), await
  session teardown before output start, busy-gate skip-calibration, manual
  display input keeps focus, move focus on step change
- calibration: destroy EntitySelect on modal close
- color-strips test: dirty-flag-gated render + cached ctx/ImageData
- a11y/TV: focus-visible for new wizard/auto-cal/corner controls, aria-labels on
  the spatial corner/edge picker; theme-aware syntax tokens; dead/undefined CSS
  tokens removed; .modal-error styled; i18n titles (en/ru/zh)

Android:
- ApiKeyManager: EncryptedSharedPreferences with verified, data-safe legacy
  migration that never rotates an existing key
- CaptureService: validate MediaProjection token before promoting; satisfy the
  startForeground 5s contract on the bail path
- NotificationListener: connection-scoped executor with lazy fallback
- BLE: request BLUETOOTH_SCAN/CONNECT at runtime + guard handler-thread
  SecurityExceptions
- Root: cancellation-aware su grant probe

Adds 14 tests. Gate: ruff + tsc 5.9.3 + esbuild + pytest (2185 passed) +
compileDebugKotlin all green.

README.md

@@ -1,36 +1,58 @@
 # LED Grab
 
-Ambient lighting system that captures screen content and drives LED strips in real time. Supports WLED, Adalight, AmbileD, and DDP devices with audio-reactive effects, pattern generation, and automated profile switching.
+Ambient lighting system that captures screen content and drives LED strips and smart lights in real time. Supports a wide range of devices — WLED, DDP, Adalight, smart bulbs, PC peripherals, Bluetooth strips, and more — with audio-reactive effects, pattern generation, and condition-based automation.
+
+**Free and open source.** LedGrab is released under the [MIT license](LICENSE) — free to use, modify, and self-host, with no accounts, telemetry, or cloud dependency. Everything runs locally on your own machine and network.
 
 ## What It Does
 
-The server captures pixels from a screen (or Android device via ADB), extracts border colors, applies post-processing filters, and streams the result to LED strips at up to 60 fps. A built-in web dashboard provides device management, calibration, live LED preview, and real-time metrics — no external UI required.
+The server captures pixels from a screen (or from a connected Android phone via ADB), extracts border colors, applies a post-processing filter pipeline, and streams the result to your LED devices at up to 60 fps. A built-in web dashboard provides device management, calibration, a visual wiring editor, live LED preview, and real-time metrics — no external UI required.
 
-A Home Assistant integration exposes devices as entities for smart home automation.
+A separate Home Assistant integration exposes devices as entities for smart-home automation.
+
+## Screenshots
+
+![LedGrab dashboard](docs/screenshots/dashboard.PNG)
+
+*Dashboard — live system performance, integrations, automations, and scene presets at a glance.*
+
+![Channels view](docs/screenshots/dashboard-targets.PNG)
+
+*Channels — start, stop, and monitor each source-to-device pipeline with live FPS.*
+
+![Live capture preview](docs/screenshots/test-preview-capture.PNG)
+
+*Live preview — inspect the processed capture output in real time before it reaches the LEDs.*
 
 ## Features
 
 ### Screen Capture
 
 - Multi-monitor support with per-target display selection
-- 6 capture engine backends — MSS (cross-platform), DXCam, BetterCam, Windows Graphics Capture (Windows), Scrcpy (Android via ADB), Camera/Webcam (OpenCV)
+- Capture engine backends: MSS (cross-platform), DXCam, BetterCam, Windows Graphics Capture (Windows only), and Camera/Webcam (OpenCV)
+- Capture from a connected Android phone's screen via scrcpy (ADB) — the device is a *source*; LedGrab itself runs on your desktop
 - Configurable capture regions, FPS, and border width
-- Capture templates for reusable configurations
+- Reusable capture templates
 
 ### LED Device Support
 
-- WLED (HTTP/UDP) with mDNS auto-discovery
-- Adalight (serial) — Arduino-compatible LED controllers
-- AmbileD (serial)
-- DDP (Distributed Display Protocol, UDP)
-- OpenRGB — PC peripherals (keyboard, mouse, RAM, fans, LED strips)
-- Serial port auto-detection and baud rate configuration
+LedGrab speaks many protocols, so a single setup can drive everything from a DIY strip to off-the-shelf smart bulbs:
+
+![Device type picker](docs/screenshots/devices.PNG)
+
+- **Network LED controllers** — WLED (HTTP/UDP, with mDNS auto-discovery), DDP (Pixelblaze, ESPixelStick, Falcon), Open Pixel Control (OPC), Art-Net / sACN (E1.31), ESP-NOW, and generic WebSocket streaming
+- **Serial / direct hardware** — Adalight (Arduino-compatible), AmbiLED, SPI-attached strips (e.g. WS2812B), and USB HID controllers
+- **Smart bulbs & panels** — Philips Hue (Entertainment API), Nanoleaf, Yeelight, WiZ, LIFX, and Govee (Wi-Fi LAN)
+- **Bluetooth LE strips** — SP110E, Triones / HappyLighting, Zengge, and Govee BLE
+- **PC peripherals** — OpenRGB, Razer Chroma, and SteelSeries GameSense (keyboards, mice, RAM, fans, etc.)
+- **Device groups** — combine multiple devices into one logical target
+- Serial port auto-detection and baud-rate configuration
 
 ### Color Processing
 
-- Post-processing filter pipeline: brightness, gamma, saturation, color correction, auto-crop, frame interpolation, pixelation, flip
+- Post-processing filter pipeline: brightness, gamma, saturation, color correction, auto-crop, frame interpolation, pixelation, flip, and more
 - Reusable post-processing templates
-- Color strip sources: audio-reactive, pattern generator, composite layering, audio-to-color mapping
+- Color strip sources: audio-reactive, pattern generator, gradients, composite layering, and audio-to-color mapping
 - Pattern templates with customizable effects
 
 ### Audio Integration
@@ -38,17 +60,20 @@ A Home Assistant integration exposes devices as entities for smart home automati
 - Multichannel audio capture from any system device (input or loopback)
 - WASAPI engine on Windows, Sounddevice (PortAudio) engine on Linux/macOS
 - Per-channel mono extraction
-- Audio-reactive color strip sources driven by frequency analysis
+- Audio filter / processing pipeline feeding audio-reactive color sources driven by frequency analysis
 
 ### Automation
 
-- Profile engine with condition-based switching (time of day, active window, etc.)
-- Dynamic brightness value sources (schedule-based, scene-aware)
-- Key Colors (KC) targets with live WebSocket color streaming
+- Automations engine with condition-based rules — switch targets, scenes, or brightness by time of day, active window/process, MQTT, webhooks, or game events
+- Scene presets for one-click lighting changes
+- Dynamic value sources for brightness and other parameters (schedule-based, weather-based, scene-aware)
+- Weather sources, clock sync, webhooks, and inbound/outbound HTTP endpoints
+- Game integration adapters (e.g. League of Legends)
 
 ### Dashboard
 
-- Web UI at `http://localhost:8080` — no installation needed on the client side
+- Web UI at `http://localhost:8080` — nothing to install on the client side
+- Visual node-graph editor for wiring sources → processing → targets
 - Progressive Web App (PWA) — installable on phones and tablets with offline caching
 - Responsive mobile layout with bottom tab navigation
 - Device management with auto-discovery wizard
@@ -59,32 +84,57 @@ A Home Assistant integration exposes devices as entities for smart home automati
 
 ### Home Assistant Integration
 
-- HACS-compatible custom component
+- HACS-compatible custom component (separate repository)
 - Light, switch, sensor, and number entities per device
-- Real-time metrics via data coordinator
+- Real-time metrics via a data coordinator
 - WebSocket-based live LED preview in HA
 
+## Platforms
+
+LedGrab runs as a desktop / server application:
+
+| Platform | Status | Notes |
+| -------- | ------ | ----- |
+| Windows | ✅ Supported | Installer (`.exe`) and portable ZIP; all capture/audio backends |
+| Linux | ✅ Supported | Tarball and Docker image; X11 capture (Wayland in-container capture not supported) |
+| macOS | ✅ Supported | Runs from source / Docker; MSS capture |
+| Docker | ✅ Supported | Multi-arch container image |
+| Android (TV) | ⚠️ Experimental | An on-device Android-TV build exists (APK attached to releases) but is emulator-verified only and **not officially supported** |
+
+> **There is no production Android app.** Android phones are only supported as a *capture source* (via scrcpy/ADB) from a desktop host. The on-device Android-TV build is experimental.
+
+### Feature support by OS
+
+| Feature | Windows | Linux / macOS | Android TV (experimental) |
+| ------- | ------- | ------------- | ------------------------- |
+| Screen capture | DXCam, BetterCam, WGC, MSS | MSS | MediaProjection; root `screenrecord` (rooted devices) |
+| Webcam capture | OpenCV (DirectShow) | OpenCV (V4L2) | Camera2 (on-demand, while capture is running) |
+| Audio capture | WASAPI, Sounddevice | Sounddevice (PulseAudio/PipeWire) | AudioPlaybackCapture (API 29+) |
+| GPU monitoring | NVIDIA (nvidia-ml-py) | NVIDIA (nvidia-ml-py) | — (CPU/RAM/battery/thermal via `/proc`) |
+| Capture from Android phone | scrcpy (ADB) | scrcpy (ADB) | — (captures its own screen instead) |
+| Notification capture | WinRT | dbus (Linux) | NotificationListenerService |
+| Monitor names | Friendly names (WMI) | Generic ("Display 0") | Single built-in display |
+| LED transports | Network, USB-serial, BLE | Network, USB-serial, BLE | Network, USB-serial (Android driver), BLE (Android bridge) |
+| Automation: window/process conditions | Supported | Partial | Foreground-app condition (UsageStatsManager) |
+
 ## Requirements
 
 - Python 3.11+ (or Docker)
-- A supported LED device on the local network or connected via USB
-- Windows, Linux, or macOS — all core features work cross-platform
-
-### Platform Notes
-
-| Feature | Windows | Linux / macOS |
-| ------- | ------- | ------------- |
-| Screen capture | DXCam, BetterCam, WGC, MSS | MSS |
-| Webcam capture | OpenCV (DirectShow) | OpenCV (V4L2) |
-| Audio capture | WASAPI, Sounddevice | Sounddevice (PulseAudio/PipeWire) |
-| GPU monitoring | NVIDIA (pynvml) | NVIDIA (pynvml) |
-| Android capture | Scrcpy (ADB) | Scrcpy (ADB) |
-| Monitor names | Friendly names (WMI) | Generic ("Display 0") |
-| Profile conditions | Process/window detection | Not yet implemented |
+- A supported LED device on the local network, connected via USB/serial, or reachable over Bluetooth
+- Windows, Linux, or macOS
 
 ## Quick Start
 
-### Docker (recommended)
+### Prebuilt downloads
+
+Grab a ready-to-run build from the [Releases page](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/releases):
+
+- **Windows** — `LedGrab-<version>-setup.exe` (installer, no admin required) or `LedGrab-<version>-win-x64.zip` (portable)
+- **Linux** — `LedGrab-<version>-linux-x64.tar.gz`
+- **Docker** — see below
+- **Android TV** — `.apk` (experimental, see [Platforms](#platforms))
+
+### Docker (recommended for servers)
 
 ```bash
 git clone https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab.git
@@ -115,11 +165,11 @@ export PYTHONPATH=$(pwd)/src    # Linux/Mac
 uvicorn ledgrab.main:app --host 0.0.0.0 --port 8080
 ```
 
-Open **http://localhost:8080** to access the dashboard.
+Open <http://localhost:8080> to access the dashboard.
 
-> **Important:** The default API key is `development-key-change-in-production`. Change it before exposing the server outside localhost. See [INSTALLATION.md](INSTALLATION.md) for details.
+> **Network access:** By default, LedGrab allows anonymous access only from `localhost`. Any request from another machine on your LAN is rejected unless you configure an API key (`auth.api_keys`). Set a key before exposing the server on your network — see [INSTALLATION.md](INSTALLATION.md).
 
-See [INSTALLATION.md](INSTALLATION.md) for the full installation guide, including configuration, Docker manual builds, and Home Assistant setup.
+See [INSTALLATION.md](INSTALLATION.md) for the full installation guide, including configuration, Docker manual builds, and CORS setup.
 
 ## Demo Mode
 
@@ -133,50 +183,9 @@ docker compose run -e LEDGRAB_DEMO=true server
 
 # Python
 LEDGRAB_DEMO=true uvicorn ledgrab.main:app --host 0.0.0.0 --port 8081
-
-# Windows (installed app)
-set LEDGRAB_DEMO=true
-LedGrab.bat
 ```
 
-Demo mode uses port **8081**, config file `config/demo_config.yaml`, and stores data in `data/demo/` (separate from production data). It can run alongside the main server.
-
-## Architecture
-
-```text
-ledgrab/
-├── server/                          # Python FastAPI backend
-│   ├── src/ledgrab/
-│   │   ├── main.py                  # Application entry point
-│   │   ├── config.py                # YAML + env var configuration
-│   │   ├── api/
-│   │   │   ├── routes/              # REST + WebSocket endpoints
-│   │   │   └── schemas/             # Pydantic request/response models
-│   │   ├── core/
-│   │   │   ├── capture/             # Screen capture, calibration, pixel processing
-│   │   │   ├── capture_engines/     # MSS, DXCam, BetterCam, WGC, Scrcpy, Camera backends
-│   │   │   ├── devices/             # WLED, Adalight, AmbileD, DDP, OpenRGB clients
-│   │   │   ├── audio/               # Audio capture engines
-│   │   │   ├── filters/             # Post-processing filter pipeline
-│   │   │   ├── processing/          # Stream orchestration and target processors
-│   │   │   └── profiles/            # Condition-based profile automation
-│   │   ├── storage/                 # JSON-based persistence layer
-│   │   ├── static/                  # Web dashboard (vanilla JS, CSS, HTML)
-│   │   │   ├── js/core/             # API client, state, i18n, modals, events
-│   │   │   ├── js/features/         # Feature modules (devices, streams, targets, etc.)
-│   │   │   ├── css/                 # Stylesheets
-│   │   │   └── locales/             # en.json, ru.json, zh.json
-│   │   └── utils/                   # Logging, monitor detection
-│   ├── config/                      # default_config.yaml
-│   ├── tests/                       # pytest suite
-│   ├── Dockerfile
-│   └── docker-compose.yml
-├── docs/
-│   ├── API.md                       # REST API reference
-│   └── CALIBRATION.md               # LED calibration guide
-├── INSTALLATION.md
-└── LICENSE                          # MIT
-```
+Demo mode uses port **8081**, config file `config/demo_config.yaml`, and stores data under `data/demo/` (separate from production data). It can run alongside the main server.
 
 ## Configuration
 
@@ -187,14 +196,15 @@ server:
   host: "0.0.0.0"
   port: 8080
   log_level: "INFO"
+  cors_origins:
+    - "http://localhost:8080"
 
 auth:
-  api_keys:
-    dev: "development-key-change-in-production"
-
-storage:
-  devices_file: "data/devices.json"
-  templates_file: "data/capture_templates.json"
+  # Empty (default) → loopback-only anonymous access; LAN requests are rejected.
+  # Add a key to enable LAN/remote access (generate one with: openssl rand -hex 32).
+  api_keys: {}
+  # api_keys:
+  #   dev: "your-secret-key-here"
 
 logging:
   format: "json"
@@ -202,25 +212,26 @@ logging:
   max_size_mb: 100
 ```
 
-Environment variable override example: `LEDGRAB_SERVER__PORT=9090`.
+- Application data is stored in a SQLite database (`data/ledgrab.db` by default). Set `LEDGRAB_DATA_DIR` to relocate the data root (database + assets).
+- Environment variable override example: `LEDGRAB_SERVER__PORT=9090`.
+
+See [INSTALLATION.md](INSTALLATION.md) and [`server/.env.example`](server/.env.example) for the full configuration reference.
 
 ## API
 
-The server exposes a REST API (with Swagger docs at `/docs`) covering:
+The server exposes a REST API (with interactive Swagger docs at `/docs`) plus WebSocket endpoints. Resources include:
 
 - **Devices** — CRUD, discovery, validation, state, metrics
-- **Capture Templates** — Screen capture configurations
-- **Picture Sources** — Screen capture stream definitions
-- **Picture Targets** — LED target management, start/stop processing
-- **Post-Processing Templates** — Filter pipeline configurations
-- **Color Strip Sources** — Audio, pattern, composite, mapped sources
-- **Audio Sources** — Multichannel and mono audio device configuration
-- **Pattern Templates** — Effect pattern definitions
-- **Value Sources** — Dynamic brightness/value providers
-- **Key Colors Targets** — KC targets with WebSocket live color stream
-- **Profiles** — Condition-based automation profiles
+- **Capture Templates** & **Picture Sources** — screen capture configuration and stream definitions
+- **Output Targets** — LED target management, start/stop processing, live color stream
+- **Post-Processing Templates** — filter pipeline configurations
+- **Color Strip Sources**, **Pattern Templates**, **Gradients** — color generation
+- **Audio Sources / Templates / Filters** — audio capture and reactive processing
+- **Value Sources**, **Weather Sources**, **Scene Presets** — dynamic parameters and presets
+- **Automations**, **Webhooks**, **HTTP Endpoints**, **Game Integration** — triggers and rules
+- **MQTT** & **Home Assistant** — broker sources and HA integration
 
-All endpoints require API key authentication via `X-API-Key` header or `?token=` query parameter.
+Authentication uses a Bearer token (`Authorization: Bearer <api-key>`) when API keys are configured; loopback requests are anonymous by default. WebSocket connections authenticate via a first-message handshake.
 
 See [docs/API.md](docs/API.md) for the full reference.
 
@@ -253,16 +264,16 @@ ruff check src/ tests/
 Optional extras:
 
 ```bash
-pip install -e ".[perf]"     # High-performance capture engines (Windows)
-pip install -e ".[camera]"   # Webcam capture via OpenCV
+pip install -e ".[perf]"            # High-performance capture engines (Windows: DXCam, BetterCam, WGC)
+pip install -e ".[notifications]"   # OS notification capture (WinRT / dbus)
+pip install -e ".[scrcpy]"          # Capture from an Android phone via scrcpy
+pip install -e ".[ble]"             # Bluetooth LE LED controllers (desktop only)
 ```
 
+## Contributing
+
+Contributions are welcome. LedGrab is MIT-licensed, so you're free to fork, modify, and self-host. Please open an issue or pull request on the [repository](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab).
+
 ## License
 
-MIT — see [LICENSE](LICENSE).
-
-## Acknowledgments
-
-- [WLED](https://github.com/Aircoookie/WLED) — LED control firmware
-- [FastAPI](https://fastapi.tiangolo.com/) — Python web framework
-- [MSS](https://python-mss.readthedocs.io/) — Cross-platform screen capture
+MIT — see [LICENSE](LICENSE). Free and open source.

RELEASE_NOTES.md

@@ -1,167 +1,100 @@
-## v0.7.0 (2026-05-26)
+## v0.8.2 (2026-06-08)
 
-A device-support release: **seven new device families**, a unified **pairing UX**,
-a brand-new **HTTP-endpoint** output type, **multi-broker MQTT + Zigbee2MQTT**
-support, a major **shutdown / data-safety** fix, and a deep architectural
-refactor pass that landed registry patterns for every dispatch hot path.
+### User-facing changes
 
-### Features
+#### Features
 
-#### New device types
+##### WLED native realtime UDP output
+- New realtime UDP sink speaking WLED's **DRGB / DRGBW / DNRGB** protocols, with automatic revert to the device's prior state when streaming stops ([7728aec](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/7728aec))
 
-- **DDP** — standalone Open-Pixel-Control-style target for Pixelblaze / ESPixelStick / xLights / Falcon endpoints, port 4048 ([8f1140a](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/8f1140a))
-- **Yeelight** — Xiaomi/Yeelight bulbs and lightstrips over JSON-RPC on port 55443, SSDP discovery ([4b65005](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/4b65005))
-- **WiZ Connected** — Philips WiZ smart bulbs over UDP on port 38899, broadcast discovery ([ede627b](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ede627b))
-- **LIFX** — LIFX bulbs and lightstrips over the binary LIFX LAN protocol on port 56700 ([8f9d490](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/8f9d490))
-- **Govee LAN** — Govee Wi-Fi bulbs and ambient kits, multicast discovery (requires "LAN Control" enabled in the Govee Home app) ([887131d](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/887131d))
-- **Open Pixel Control (OPC)** — Fadecandy boards, xLights/Falcon, OPC bridges, port 7890 with channel addressing ([31c6c3a](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/31c6c3a))
-- **Nanoleaf** — Light Panels / Canvas / Shapes / Lines / Elements over the documented HTTP REST API on port 16021 ([426484a](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/426484a))
+##### Automatic brightness limiting (ABL) / power budget
+- Per-LED power budgeting that caps total draw by scaling brightness to a configurable current/PSU limit, preventing brownouts on long strips ([ffee156](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ffee156))
 
-#### New output type
+##### Scene playlists
+- Scenes can be grouped into **playlists with timed auto-cycling**, so a target can rotate through looks on a schedule ([f71e10e](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f71e10e))
+- Playlist + cycling state is included in the aggregated `/snapshot` response ([abc204c](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/abc204c))
 
-- **HTTP endpoint output target** — POST live strip frames to any user-configured HTTP endpoint, alongside WLED / MQTT / Hue. Full editor + storage + routes ([d6cc800](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/d6cc800))
+##### Auto edge-calibration + guided first-run setup wizard
+- Backend core for **automatic screen-edge calibration** ([0409cd8](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/0409cd8)), a one-call setup scaffold with an onboarding flag ([9dcd76d](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/9dcd76d)), and a browser-driven calibration UI ([9550688](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/9550688))
+- A **guided first-run setup wizard** ties it together for new installs ([81b1808](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/81b1808)), with all-provider source discovery and a spatial corner picker ([dd43f38](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/dd43f38))
 
-#### Pairing flow
+##### Region-of-interest (ROI) screen capture
+- Screen sampling can now be cropped to a **region of interest** instead of the whole display ([ca59546](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ca59546))
 
-- Generic **pairing UX scaffold** — 30-second SVG ring + countdown, instructions, retry/cancel. First concrete consumer is Nanoleaf; Tuya/Twinkly slot into the same shape later ([2f31680](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/2f31680))
+##### Built-in "look" presets
+- One-click looks: **Cinematic / Vivid / Cozy / Soft / Cool** ([e18d56c](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/e18d56c))
 
-#### MQTT / Zigbee2MQTT
+##### Weekday + timezone scheduling
+- The time-of-day automation rule now supports **weekday selection and explicit timezones** ([1ada5ac](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/1ada5ac))
 
-- **Multi-broker MQTT** + new **Zigbee2MQTT light output target** sharing the HA-Light editor. Legacy single-broker YAML/env config auto-migrates to a "Default Broker" MQTTSource on startup ([530316c](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/530316c))
+##### Value sources
+- New **sandboxed-Jinja template combinator** for composing value sources ([6de61b9](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/6de61b9)) and optional normalization for magnitude sources ([669ae20](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/669ae20))
 
-#### Editor experience
+##### Visual graph editor
+- The editor is now a **full wiring control surface** ([2e51f46](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/2e51f46)), and you can **duplicate a selected subgraph** server-side ([15cfb82](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/15cfb82))
 
-- **Live preview** for color-strip sources of every type that can render without external calibration (audio, math_wave, weather, game_event, api_input, mapped, composite, processed) ([337984c](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/337984c))
-- **Expanded automations** — new rule shapes + matching UI inputs + 285 lines of dispatch coverage ([3fe66d8](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/3fe66d8))
-- **Expanded value sources** — storage + schema + UI for the new value-source kinds the per-type factory refactor introduced ([737fd72](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/737fd72))
-- **Card icon picker expanded** from 44 → 120 icons across 5 new categories (weather, nature, controls, status, office) ([cdf7d94](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/cdf7d94))
-- **closeIfPristine** modal save-guard — editing an unchanged entity now silently closes the modal instead of firing a misleading "updated" toast ([f03cb30](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f03cb30))
-- New **MiniSelect** primitive for compact dropdowns that don't justify the full IconSelect grid; **IconSelect** gains a defence-in-depth XSS sanitiser on the icon channel ([9ff83bd](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/9ff83bd), [507e138](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/507e138))
+##### Android on-device capture
+- **System audio playback capture** ([fd62db1](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/fd62db1)), **OS notification capture** via NotificationListenerService ([0be3f83](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/0be3f83)), **webcam capture** via Camera2 ([4bf3fe6](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/4bf3fe6)), and a **foreground-app automation condition** ([1c1bbe2](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/1c1bbe2))
 
-#### Updater
-
-- **SSRF-validated redirect chain** in the update service so a hostile mirror can't bounce the updater to a private IP. Stricter `restart.ps1` argument handling + clearer logs ([45d12b2](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/45d12b2))
-
-### Bug Fixes
-
-- **Survive PC restart** — SQLite was running WAL with `synchronous=NORMAL` and `Database.close()` was never called, so an unclean Windows shutdown rolled the DB back to the last checkpoint and silently lost recent edits. Now uses `synchronous=FULL` + `wal_autocheckpoint=100` + explicit `wal_checkpoint(TRUNCATE)` on close, and a hidden WM_QUERYENDSESSION / WM_ENDSESSION window keeps Windows from force-killing the process before the lifespan can finish ([e24f9d3](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/e24f9d3))
-- **Devices PATCH preserves URL** — PATCH-without-`url` (rename / icon-only) used to drop the address into the processor as None ([0dd8d43](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/0dd8d43))
-- **HA Light brightness scale** — `_send_entity_color` was double-applying `brightness_scale` below 1 (quartered output for a half-scale) and skipping it above 1 (boost lost). Now one `clamp(max(r,g,b) * bs * vs, 0, 255)` pass with regression coverage ([ad84b60](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ad84b60))
-- **Dashboard "MODIFIED" badge** no longer fires retroactively on un-edited legacy layouts — `userModified` is now driven by actual edits, not deep-equal drift from defaults ([e4bf58d](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/e4bf58d))
-- **Transport-bar uptime** repaints on `/health` response instead of waiting up to ~10 s for the next poll ([f1b0f0e](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f1b0f0e))
-- **Pre-merge device-support review pass** — `update_device` no longer double-encrypts secrets in memory; `GET /devices` strips paired-only secrets behind boolean flags; SSRF validation on every new driver; corrupt-envelope decrypt returns `""` instead of deleting the device row; `update_device` URL trim matches create; Govee discovery port-4002 collision serialised behind a module lock; Nanoleaf mDNS scan cleans up tasks on cancel; pair endpoint stops logging userinfo / exception bodies ([0e3ae78](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/0e3ae78))
-- **value_source factory contract** — `_build_game_event` raises `NotImplementedError` (preserves the historical store contract) and `create_source` runs `build_source` before `_check_name_unique` so an invalid `source_type` raises the right error ([c1aa2eb](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/c1aa2eb))
-- **`utils/url_scheme` + `utils/net_classify`** were referenced but untracked on a clean checkout — server failed to start with `ModuleNotFoundError`. Now committed ([7736bc6](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/7736bc6))
-
-### Performance
-
-- **Capture hot paths vectorised** — WGC swaps per-frame ~30 MB BGRA→RGB fancy-index allocations for `cv2.cvtColor` into a 3-slot pre-allocated pool; MSS uses `screenshot.raw + cv2.cvtColor` with 256-byte change-detection; DXcam/BetterCam fixes a silent name-mangling factory leak; dominant-colour reduction is ~10× faster via packed-RGB `np.bincount` ([f184ef0](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f184ef0))
-- **Event-driven frame hand-off** — `LiveStream` gains a `frame_id` + `Condition`, consumers wait instead of polling, ring buffer grows 3 → 5 slots, `_blend_u16` uses `cv2.addWeighted`. Up to one `frame_time` of glass-to-LED latency saved at matched FPS ([ee4fa81](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ee4fa81))
-- **WLED brightness threshold** caches per-frame `np.max` keyed on frame identity instead of reducing the LED array every loop ([6e4c1b6](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/6e4c1b6))
-- **Dashboard FPS charts** now diff target ids and only recreate added/removed/detached charts (skipping the history fetch when local samples already exist), and spark SVGs are mutated in place instead of `innerHTML`-rewritten every poll. Memoised patches/devices rendering by content signature so unchanged ticks no longer restart CSS animations ([f6486f9](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f6486f9))
+#### Bug Fixes
+- **Security:** removed an active **weak default API key** from the shipped config — fresh installs no longer ship with a guessable key. Set your own key on first run ([5686ae5](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/5686ae5))
+- Removed a broken legacy `/system/mqtt/settings` route ([fdc9201](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/fdc9201))
+- Scene brightness value-source changes now sync to the live processor immediately ([02e2ea3](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/02e2ea3))
+- Wizard hardening: scaffolded targets are registered with the ProcessorManager and the final review step is more robust ([6cd5e05](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/6cd5e05))
+- Installer opens the WebUI only once after "Launch LedGrab" ([05cf121](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/05cf121))
 
 ---
 
 ### Development / Internal
 
-#### Architecture audit — registry patterns everywhere
+#### Backend / Storage
+- `clone()` is now gated behind an **opt-in allowlist**, with expanded duplicate-handling tests ([498854f](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/498854f))
 
-- **Color-strip stream dispatch** — `ColorStripStreamManager.acquire()` and `ws_stream._create_stream()` now share a `STREAM_BUILDERS` registry keyed by source type, with import-time coverage assertion against `_SOURCE_TYPE_MAP`. CSS response builder gets the same treatment ([563cbac](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/563cbac))
-- **Value-source create / update** — `ValueSourceStore.create_source` shrinks from ~260 → ~25 lines via per-type builder/applier functions in a new `storage.value_source_factories` module ([3b8f00e](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/3b8f00e))
-- **SystemMetricsValueStream** — three parallel `if/elif` chains collapse into a `MetricSpec(name, read_psutil, read_fallback, normalize, prime)` registry in `core.processing.metric_readers` ([9f3f346](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/9f3f346))
-- **Automation engine** — per-rule-type bodies become `_handle_<kind>` methods, dispatch table built once at class-creation, unknown-type fallback logs instead of silently returning False ([98fb61d](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/98fb61d))
-- **Effect renderer dispatch** — `@_effect_renderer("fire")` decorators + class-level `_RENDERERS` dict replace per-frame dict-rebuild + silent fire fallback ([97dae2c](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/97dae2c))
-- **Output-target response builders** — `isinstance` ladder + silent fabricated-LED fallback replaced with `_TARGET_RESPONSE_BUILDERS` dict and a runtime `RuntimeError` for unknown subclasses ([2f15fbb](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/2f15fbb))
-- **Versioned data migrations** — replaces a naked `blob.replace(...)` migration with `storage.data_migrations.MigrationRunner` backed by a `data_migrations` audit table and atomic transactions ([563cbac](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/563cbac))
+#### Frontend
+- In-progress dashboard customization groundwork ([6180569](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/6180569))
 
-#### Dedup / refactor
-
-- **Edge-to-LED kernels** in `PixelMapper` + `AdvancedPixelMapper` deduped into a shared `core.capture.edge_interpolation` module ([5fec8db](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/5fec8db))
-- **HA/Z2M `_swap_color_source`** unified behind a shared `light_target_helpers.swap_color_source` helper ([29bdacf](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/29bdacf))
-- **Single-pixel `_average_color`** lifted out of 6 LED drivers into `core.devices.pixel_reduce.average_color` ([cc87fba](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/cc87fba))
-- **Static → single rename** for the color-strip source kind. Storage keeps backward-compatible serialisation ([826e680](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/826e680))
-- **Bindable types** extracted into `types/bindable.ts`; the wider `types.ts` god-module split is staged for a follow-up frontend sprint ([05f73ee](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/05f73ee))
-- **WebSocket auth** — 11 `except Exception` sites around handshake replaced with a narrow `_WS_SEND_BENIGN_EXC` tuple; receive path adds explicit observability ([ea7ee88](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ea7ee88))
-- **Backend hardening bundle** — MQTT task tracking + drain resilience, credential encryption with auto-migration, devices watcher task tracking, WLED scheme inference at boundaries, streaming-upload caps, `asyncio.gather(return_exceptions=True)` on broadcast loops, WebSocket Origin allow-list, `/docs` auth-gate ([898912f](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/898912f))
-- **Frontend infra** — inbound-event allowlist mirroring the server side, `closeIfPristine` adoption across editors, MiniSelect markup for filter pickers ([ddae571](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ddae571))
-- **PEP-604 union sweep** — `ruff --select UP007,UP045 --fix` converted ~1760 sites from `Optional[T]` / `Union[X, Y]` to `T | None` / `X | Y`. Hooks bumped to ruff v0.15.12 to recognise UP045 ([888f8fd](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/888f8fd))
-- **Typed window globals** — 59 `(window as any).foo` sites across 19 feature modules switched to typed `window.foo` against `global-types.d.ts` ([0035172](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/0035172))
-- **Processing magic numbers** lifted to named module constants so tests can monkeypatch them ([d38021f](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/d38021f))
-- **`Database.ensure_open()`** — module-level singleton reopens cleanly across lifespan cycles, fixing 65 spurious `sqlite3.ProgrammingError` setup failures on Windows pytest aggregate runs ([f591e25](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f591e25))
+#### Docs
+- Actualized README + API reference with embedded screenshots ([12b40e6](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/12b40e6)), graph-editor wiring-control roadmap ([d505388](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/d505388)), Android audio-capture design notes ([4b2e8fc](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/4b2e8fc)); removed stale ANDROID-REVIEW planning docs ([9960f15](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/9960f15))
 
 #### Tests
-
-- WLED URL scheme integration + IPv6 regression coverage ([907bdaf](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/907bdaf))
-- Lifespan reopen invariants on `Database` ([f591e25](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f591e25))
-- Hundreds of new tests covering every registry / factory / migration introduced above
-
-#### Tooling / docs
-
-- `.vex.toml` makes vex the project's primary code-search backend with auto-update + semantic embeddings ([06273ba](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/06273ba))
-- `REVIEW_TODO.md` captures audit items deliberately deferred; `TODO.md` records the architecture-audit remainder ([06273ba](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/06273ba), [628c6b2](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/628c6b2))
-- Locale + CLAUDE.md upkeep alongside the new features ([fd46c51](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/fd46c51), [48dbdb9](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/48dbdb9), [17684af](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/17684af), [390d2b4](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/390d2b4))
+- Large new suites for calibration solver/session (incl. adversarial), setup & scene-playlist routes, playlist engine, and ROI capture. Full suite: **2149 passing, 2 skipped**
 
 ---
 
 <details>
-<summary>All Commits (55)</summary>
+<summary>All Commits (31)</summary>
 
-| Hash | Message |
-|------|---------|
-| [f591e25](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f591e25) | fix(storage/database): reopen connection on lifespan restart |
-| [f6486f9](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f6486f9) | perf(dashboard): diff FPS charts + cache spark SVG nodes; i18n perf strings |
-| [48dbdb9](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/48dbdb9) | docs(review-todo): check off items addressed in 2026-05-23 autonomous pass |
-| [0035172](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/0035172) | refactor(types): migrate (window as any) statics to typed window globals |
-| [888f8fd](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/888f8fd) | refactor(types): PEP-604 union sweep + UP007/UP045 enforcement |
-| [ea7ee88](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ea7ee88) | refactor(api/auth): narrow WS exception catches + observability log |
-| [d38021f](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/d38021f) | refactor(processing): hot-path magic numbers -> named module constants |
-| [507e138](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/507e138) | feat(ui/icon-select): defence-in-depth XSS sanitiser on icon channel |
-| [907bdaf](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/907bdaf) | test(url-scheme): WLED route-level integration + IPv6 regression |
-| [0dd8d43](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/0dd8d43) | fix(devices): preserve existing URL on PATCH-without-url |
-| [fd46c51](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/fd46c51) | docs: TODO + CLAUDE.md notes + locale keys for new features |
-| [ddae571](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ddae571) | chore(frontend-infra): inbound-event allowlist + storage/state touch-ups |
-| [898912f](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/898912f) | chore(backend): MQTT/WLED/devices/capture/utils + api routes hardening |
-| [45d12b2](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/45d12b2) | feat(update-service): SSRF-validated redirects + restart hardening |
-| [826e680](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/826e680) | refactor(color-strip): rename static -> single + frontend follow-through |
-| [737fd72](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/737fd72) | feat(value-sources): extend storage + schema + UI alongside new kinds |
-| [3fe66d8](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/3fe66d8) | feat(automations): expand automation rules + UI + engine coverage |
-| [f03cb30](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f03cb30) | feat(modal): closeIfPristine save-guard + per-editor adoption |
-| [9ff83bd](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/9ff83bd) | feat(ui): MiniSelect primitive + IconSelect XSS hardening + typed globals |
-| [d6cc800](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/d6cc800) | feat(http-endpoints): introduce HTTP endpoint output target stack |
-| [06273ba](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/06273ba) | chore(tooling): vex semantic-search config + REVIEW_TODO backlog |
-| [628c6b2](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/628c6b2) | docs: capture architecture-audit remainder for follow-up sessions |
-| [2f15fbb](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/2f15fbb) | refactor(output-targets): registry + coverage assertion for response builders |
-| [c1aa2eb](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/c1aa2eb) | fix(value-source): preserve store contract for game_event + error precedence |
-| [3b8f00e](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/3b8f00e) | refactor(value-source): per-type factories for create / update dispatch |
-| [05f73ee](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/05f73ee) | refactor(types): extract bindable primitives into types/bindable.ts (H6 partial) |
-| [9f3f346](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/9f3f346) | refactor(value-source): MetricSpec registry for SystemMetricsValueStream |
-| [98fb61d](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/98fb61d) | refactor(automations): rule dispatch via class-level handler table |
-| [5fec8db](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/5fec8db) | refactor(capture): lift duplicated edge-to-LED kernels into shared module |
-| [97dae2c](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/97dae2c) | refactor(processing): replace inline effect dispatch with @_effect_renderer registry |
-| [29bdacf](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/29bdacf) | refactor(processing): dedupe HA/Z2M _swap_color_source via shared helper |
-| [563cbac](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/563cbac) | refactor(storage,processing): kind registries + versioned data migrations |
-| [e24f9d3](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/e24f9d3) | fix(shutdown): survive PC restart with WAL fsync + Win32 session-end guard |
-| [e4bf58d](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/e4bf58d) | fix(dashboard): stop showing perpetual MODIFIED for un-edited legacy layouts |
-| [f1b0f0e](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f1b0f0e) | fix(ui): repaint transport-bar uptime as soon as /health responds |
-| [17684af](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/17684af) | docs: record review-fix pass in TODO.md |
-| [0e3ae78](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/0e3ae78) | fix(devices): address pre-merge review findings |
-| [7736bc6](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/7736bc6) | fix(utils): commit url_scheme + net_classify dependencies |
-| [390d2b4](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/390d2b4) | docs: mark expand-device-support branch ready for merge |
-| [cc87fba](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/cc87fba) | refactor(devices): extract _average_color to pixel_reduce |
-| [426484a](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/426484a) | feat(devices): Nanoleaf OpenAPI target type + first pair-flow user |
-| [2f31680](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/2f31680) | feat(devices): pairing-UX scaffold (Phase 2) |
-| [31c6c3a](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/31c6c3a) | feat(devices): Open Pixel Control (OPC) target type |
-| [887131d](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/887131d) | feat(devices): Govee LAN target type |
-| [8f9d490](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/8f9d490) | feat(devices): LIFX LAN target type |
-| [ede627b](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ede627b) | feat(devices): WiZ Connected LAN target type |
-| [4b65005](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/4b65005) | feat(devices): Yeelight LAN target type |
-| [8f1140a](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/8f1140a) | feat(devices): standalone DDP target type |
-| [337984c](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/337984c) | feat(color-strips): in-editor live preview for all viable source types |
-| [530316c](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/530316c) | feat(mqtt): multi-broker MQTT + Zigbee2MQTT light target |
-| [6e4c1b6](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/6e4c1b6) | perf(wled): cache per-frame max-pixel for brightness threshold |
-| [ee4fa81](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ee4fa81) | perf(processing): event-driven frame hand-off and scheduling fixes |
-| [f184ef0](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f184ef0) | perf(capture): vectorize hot paths and fix engine bugs |
-| [ad84b60](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ad84b60) | fix(ha-light): apply brightness_scale once and respect boost multipliers |
-| [cdf7d94](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/cdf7d94) | feat(ui): expand card icon picker (44 -> 120 icons, +5 categories) |
+| Hash | Message | Author |
+| ---- | ------- | ------ |
+| [dd43f38](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/dd43f38) | fix(calibration-wizard): all-provider discovery + spatial corner picker | alexei.dolgolyov |
+| [6cd5e05](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/6cd5e05) | fix(setup): register scaffolded target with ProcessorManager + final-review hardening | alexei.dolgolyov |
+| [81b1808](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/81b1808) | feat(onboarding): guided first-run setup wizard (phase 4, final) | alexei.dolgolyov |
+| [abc204c](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/abc204c) | feat(snapshot): include scene playlists + cycling state in snapshot | alexei.dolgolyov |
+| [9550688](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/9550688) | feat(calibration): browser-driven auto edge-calibration UI (phase 3) | alexei.dolgolyov |
+| [9dcd76d](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/9dcd76d) | feat(setup): one-call setup scaffold + onboarding flag (phase 2) | alexei.dolgolyov |
+| [0409cd8](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/0409cd8) | feat(calibration): auto edge-calibration backend core (phase 1) | alexei.dolgolyov |
+| [6180569](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/6180569) | wip(dashboard): in-progress dashboard customization changes | alexei.dolgolyov |
+| [f71e10e](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/f71e10e) | feat(scenes): scene playlists with timed auto-cycling | alexei.dolgolyov |
+| [ca59546](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ca59546) | feat(capture): region-of-interest (ROI) crop for screen sampling | alexei.dolgolyov |
+| [1ada5ac](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/1ada5ac) | feat(automations): weekday + timezone scheduling for time-of-day rule | alexei.dolgolyov |
+| [e18d56c](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/e18d56c) | feat(processing): built-in 'look' presets (Cinematic/Vivid/Cozy/Soft/Cool) | alexei.dolgolyov |
+| [7728aec](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/7728aec) | feat(wled): native realtime UDP output (DRGB/DRGBW/DNRGB) with auto-revert | alexei.dolgolyov |
+| [ffee156](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/ffee156) | feat(targets): automatic brightness limiting (ABL) / per-LED power budget | alexei.dolgolyov |
+| [02e2ea3](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/02e2ea3) | fix(scenes): sync brightness value-source change to live processor | alexei.dolgolyov |
+| [fdc9201](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/fdc9201) | fix(api): remove broken legacy /system/mqtt/settings route | alexei.dolgolyov |
+| [5686ae5](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/5686ae5) | fix(security): remove active weak default API key from shipped config | alexei.dolgolyov |
+| [9960f15](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/9960f15) | docs(android): remove ANDROID-REVIEW planning/review docs | alexei.dolgolyov |
+| [1c1bbe2](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/1c1bbe2) | feat(android): foreground-app automation condition | alexei.dolgolyov |
+| [4bf3fe6](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/4bf3fe6) | feat(android): on-device webcam capture via Camera2 (AndroidCameraEngine) | alexei.dolgolyov |
+| [0be3f83](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/0be3f83) | feat(android): on-device OS notification capture (NotificationListenerService) | alexei.dolgolyov |
+| [4b2e8fc](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/4b2e8fc) | docs(android): add audio-capture design + missing-functionality review | alexei.dolgolyov |
+| [fd62db1](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/fd62db1) | feat(audio): Android on-device system playback capture | alexei.dolgolyov |
+| [669ae20](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/669ae20) | feat(value-sources): optional normalization for magnitude sources | alexei.dolgolyov |
+| [6de61b9](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/6de61b9) | feat(value-sources): add sandboxed-Jinja template combinator | alexei.dolgolyov |
+| [12b40e6](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/12b40e6) | docs: actualize README and API reference, embed screenshots | alexei.dolgolyov |
+| [498854f](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/498854f) | refactor(storage): gate clone() behind an opt-in allowlist; expand duplicate tests | alexei.dolgolyov |
+| [15cfb82](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/15cfb82) | feat(graph): duplicate a selected subgraph server-side | alexei.dolgolyov |
+| [2e51f46](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/2e51f46) | feat(graph): make the visual editor a full wiring control surface | alexei.dolgolyov |
+| [05cf121](https://git.dolgolyov-family.by/alexei.dolgolyov/ledgrab/commit/05cf121) | fix(installer): open WebUI once after "Launch LedGrab" | alexei.dolgolyov |
 
 </details>

TODO.md

@@ -201,9 +201,19 @@ caller off the legacy path, then delete it.
 - [x] Field on `device_config.MQTTConfig`
 - [x] `MQTTLEDClient` acquires runtime in `connect()`, releases in `close()`
 - [x] Provider threads `mqtt_manager` via `ProviderDeps`
-- [ ] Device editor: MQTT source picker shown for `device_type=mqtt` *(UI still
-      pending — backend accepts the field, but the device-create form doesn't
-      expose it yet)*
+- [x] Device editor: MQTT source picker shown for `device_type=mqtt`. Turned
+      out the API layer was *also* missing it (the TODO's "backend accepts the
+      field" was wrong — `mqtt_source_id` lived in `device_store` +
+      `device_config.MQTTConfig` but was dropped by `DeviceCreate/Update/Response`
+      and the routes). Added: schema fields + route threading + referenced-source
+      validation (`_validate_mqtt_source_exists`, mirrors output_targets) +
+      `except HTTPException: raise` guard in `update_device` (it was masking its
+      own 4xx as 500). Frontend: broker `EntitySelect` (reusing `mqttSourcesCache`)
+      in both the add-device (`device-discovery.ts`) and settings
+      (`devices.ts`) modals — shown for `device_type=mqtt`, wired into
+      load/save/validate/dirty-check/clone. Empty = "first available broker".
+      4 regression tests in `test_devices_routes.py::TestMqttSourceId`; full
+      suite 1567 passing; en/ru/zh keys added.
 
 ### Phase 5 — `AutomationEngine`
 
@@ -213,8 +223,11 @@ caller off the legacy path, then delete it.
 ### Phase 6 — `api/routes/system.py`
 
 - [x] Replace integration status with `mqtt_manager.get_all_sources_status()`
-- [ ] Update frontend dashboard payload (MQTT widget now expects a list of
-      sources instead of a single `enabled`/`connected` pair — surface in UI)
+- [x] Update frontend dashboard payload (MQTT widget now expects a list of
+      sources instead of a single `enabled`/`connected` pair — surface in UI).
+      Done: `dashboard.ts` `_renderMQTTIntegrationCard` renders one card per
+      `mqttStatus.connections` entry; `_updateIntegrationsInPlace` iterates the
+      list.
 
 ### Phase 7 — Startup migration
 
@@ -980,3 +993,123 @@ After phase 1 the codebase will have 3 fresh examples of "ping the LAN, listen f
       - LOW: Nanoleaf `.port` property added; pair-then-create E2E test
         added.
       - Tests: 1379 pass (+21 regression tests).
+
+## Graph editor — "full control of wiring via graph" (in progress)
+
+Goal: make the visual graph a first-class wiring control surface, not just a
+viewer. Driven by the ULTRA-DEEP review (findings A1–A5, B1–B6, C1–C6, D1–D6).
+
+### Done (NOT yet committed — awaiting review/commit)
+
+- [x] **A1** Undo/redo wired to connect/detach/move (was dead code); inverse ops
+      throw on failure so the stack can't silently desync.
+- [x] **A2** Manual node layout persists to `localStorage` (`graph_node_positions`),
+      cleared on relayout.
+- [x] **A3** Scene-preset disambiguation — deactivation scene now reachable via a
+      field picker (was always picking the first match).
+- [x] **B6** Edge field labels (revealed on zoom ≥ 0.9).
+- [x] **C3** Health overlay — broken refs (referrer exists, target missing),
+      dependency cycles, orphans; node warning badges + an issues toolbar button.
+- [x] **D1** `GET /api/v1/graph/schema` — authoritative connectable-field registry
+      (`api/graph_schema.py`, pure + unit-tested).
+- [x] **D2** `GET /api/v1/graph` (nodes+edges+validation) and
+      `GET /api/v1/graph/dependents/{kind}/{id}`.
+- [x] **D4** `POST /api/v1/graph/validate-connection` — existence + source-kind +
+      cycle pre-flight; frontend validates before every write (fails open if the
+      endpoint is unreachable). List/double-nested fields rejected.
+- [x] **B2** Drop-on-node connect — empty top-level slots are now wireable (drop a
+      source onto any compatible node body, not just an existing port).
+- [x] **C4** Overwrite-occupied-slot confirm + delete-with-dependents warning
+      (single delete only; bulk keeps the batch confirm).
+- [x] **D5** Create-and-connect — drag a port onto empty canvas → pick a compatible
+      new entity kind → it's created and auto-wired (kind-scoped watcher).
+- [x] **D6 (read-only half)** "Export graph (JSON)" toolbar action.
+- [x] Custom per-entity `icon` + `icon_color` now render on graph nodes (parity
+      with custom node colours; fallback to kind/subtype glyph).
+- [x] **B1** Edit single-level **BindableFloat** value slots from the graph
+      (`brightness`, `smoothing`, `intensity`, `scale`, `speed`, … on
+      color_strip_source; `brightness`/`transition` on output_target). Subtype-safe
+      (only offers slots the target entity actually has). Writes the partial
+      `{ <slot>: { source_id } }` payload → backend `Bindable*.apply_update` merges,
+      preserving the static value. Verified data-safe (no `from_raw`/value-reset path).
+- [x] Render the two functional value-source references `buildGraph` was missing —
+      `value_source.value_source_id` (gradient_map → inner value source) and
+      `value_source.color_strip_source_id` (css_extract → strip). Both are runtime-
+      resolved and already drag-editable; now visible/detachable in the graph.
+- [x] **B4 foundation:** backend schema now authoritative about graph-editability
+      (`is_editable()` + `editable` flag in `/graph/schema`); `validate-connection`
+      hardened to reject non-editable fields (colour/list/double-nested), not just lists.
+- [x] **B4 drift guard + gap fixes:** `checkSchemaDrift()` (graph-connections.ts) warns
+      once if the frontend `CONNECTION_MAP` editable set diverges from `/graph/schema`
+      (the automated "10-step checklist"). Surfacing it found 3 real gaps; fixed 2:
+      `color_strip_source.input_source_id` + `processing_template_id` are now drag-editable
+      (processed-strip wiring; `apply_update` is partial-safe). The 3rd —
+      `device.default_css_processing_template_id` — is intentionally NOT drag-editable
+      (the device PUT route isn't partial-safe; a one-field PUT could null the URL) and is
+      in the drift-check exclude set. Also broadened `_availableMatches` to hide any slot
+      the target entity doesn't expose (subtype-accurate; refs are always-emitted so empty
+      slots stay wireable). Review also caught a **dead `output_target.picture_source_id`
+      slot** (no output target stores it — not a field/schema, never emitted) — removed
+      from both registries + `buildGraph`.
+- [x] **Comprehensive review pass (4 subagents: backend/frontend-core/orchestrator/security).**
+      Findings fixed:
+      - **CRITICAL (security):** `GET /api/v1/graph` leaked plaintext **webhook tokens**
+        (`asdict` recursed `Automation.rules[].token`, an auth-equivalent secret). Fixed with
+        **field-projection** — `serialize_entity_for_graph()` / `graph_field_roots()` project
+        each entity to only `{id, name, subtype, reference-roots}`; secrets can't survive.
+        Added a structural regression test asserting no projection root is secret-bearing for
+        any kind (drift-proof boundary) + a token-drop test.
+      - MEDIUM: added missing `value_source.clock_id` (AnimatedColorValueSource → sync_clock)
+        to the backend registry for topology/dependents completeness (drift-excluded on the
+        frontend — value-source PUT needs a `source_type` discriminator, so it's editor-only).
+      - MEDIUM/LOW: `CSS.escape` on the markIssues id selector; grouped/clarified
+        `_DRIFT_EXCLUDE`; fixed the stale `_availableMatches` JSDoc; documented the
+        `checkSchemaDrift` forward-reference. Orchestrator + frontend-core + security: APPROVE.
+- Verification: `npm --prefix server run typecheck` + `run build` clean; ruff clean;
+  graph backend tests 35 pass; full backend suite green. ~8 code-review passes,
+  all CRITICAL/HIGH findings fixed.
+
+### Left to do (deferred)
+
+- [x] **BindableColor slots** — CHECKED, decision: keep read-only (won't fix).
+      Value sources are scalar-only (`ValueStream.get_value() -> float`) and every
+      colour consumer (`color_strip/single.py`, `effect_stream.py`) reads the static
+      RGB via `bcolor()`, ignoring `source_id`. So a value_source cannot drive a
+      colour — wiring `color`/`color_peak`/… would be a dead binding. Documented in
+      `api/graph_schema.py` next to the BindableColor entries. (Would only become
+      viable if a colour-producing value-source type is added.)
+- [~] **B4 — delete the frontend `CONNECTION_MAP` duplication.**
+      - [x] **Foundation done:** the backend schema now carries an authoritative
+        `editable` flag per field (`is_editable()` in `api/graph_schema.py`, mirroring
+        the frontend `_isEditable`: top-level refs + single-level BindableFloat slots;
+        NOT colour/list/double-nested). `validate-connection` is hardened to reject any
+        non-editable field (was list-only). `editable` is surfaced in `/graph/schema`.
+      - [ ] **Remaining (the refactor):** frontend fetches `/graph/schema` on load and
+        derives connection metadata + edges from it (port the `extract_refs` dot-path/list
+        grammar to TS), keeping only a tiny `kind → {endpoint, cache}` write-routing table;
+        then delete the field-level `CONNECTION_MAP` + the `buildGraph` edge loops
+        (graph-connections.ts / graph-layout.ts). Removes the 10-step sync checklist in
+        `contexts/graph-editor.md`. **A backend apply-write endpoint is NOT required** —
+        keep the proven per-entity PUT. Risk: regressing drag-connect/bindable; keep a
+        dev drift-check (frontend editable set vs `/graph/schema`) during the transition.
+        Note: frontend `CONNECTION_MAP` also has inert `ha_source_id`/`gradient_id` entries
+        (no graph node kind) — drop them, the backend schema already omits them.
+- [ ] **D6 — blueprint import/instantiate.** Export exists; the apply half (serialize
+      a selected subgraph's topology + entities, re-import with id remapping, conflict
+      handling) is large and data-integrity-sensitive (see Data Migration Policy in
+      CLAUDE.md). Scope as its own feature.
+- [ ] **List-slot editing** (composite `layers[]`, mapped `zones[]`, scene preset
+      `targets[]`) — needs an element index in the write + validate paths
+      (`validate_connection` currently rejects list fields). Edit via entity modal
+      for now.
+
+### Notes / decisions
+
+- The backend `CONNECTION_SCHEMA` (`api/graph_schema.py`) is the authoritative
+  superset; it already declares the bindable + list + value_source-chain edges. The
+  frontend `CONNECTION_MAP` still owns write-routing (endpoint/cache) — that's the
+  only reason it survives (see B4).
+- Bindable edges render dashed (`.graph-edge-nested`) but ARE editable — the dashed
+  style intentionally distinguishes value bindings from structural edges.
+- `validate-connection` and `dependents` fail **open/safe** on the frontend so the
+  graph keeps working against an older server without these endpoints.

android/app/build.gradle.kts

@@ -41,7 +41,7 @@ android {
         // in CI).  See ledgrabVersionCode above.  Was stuck at 1 before —
         // sideload updates silently refused to install.
         versionCode = ledgrabVersionCode
-        versionName = "0.7.0"
+        versionName = "0.8.2"
 
         // ABI selection. Detect armeabi-v7a wheel presence and opt the
         // ABI in only when the matching pydantic-core wheel is on disk —
@@ -210,6 +210,10 @@ dependencies {
     implementation("androidx.core:core-splashscreen:1.0.1")
     // QR code generation for displaying server URL on TV
     implementation("com.google.zxing:core:3.5.3")
+    // EncryptedSharedPreferences (Android Keystore-backed) for the per-install
+    // server API key (see ApiKeyManager). Falls back to plain SharedPreferences
+    // when the keystore is unavailable.
+    implementation("androidx.security:security-crypto:1.1.0-alpha06")
     // USB-serial drivers (CH340, CP2102, FTDI, Prolific, CDC-ACM) for
     // driving Adalight/AmbiLED controllers plugged into Android TV boxes.
     implementation("com.github.mik3y:usb-serial-for-android:3.8.1")

android/app/src/main/AndroidManifest.xml

@@ -14,7 +14,8 @@
     <uses-permission android:name="android.permission.BLUETOOTH_SCAN"
         android:usesPermissionFlags="neverForLocation"
         tools:targetApi="s" />
-    <uses-permission android:name="android.permission.BLUETOOTH_CONNECT" />
+    <uses-permission android:name="android.permission.BLUETOOTH_CONNECT"
+        tools:targetApi="s" />
 
     <!-- BLE hardware — required=false so non-BT boxes still install. -->
     <uses-feature
@@ -35,10 +36,48 @@
     <uses-permission android:name="android.permission.FOREGROUND_SERVICE" />
     <uses-permission android:name="android.permission.FOREGROUND_SERVICE_MEDIA_PROJECTION" />
     <uses-permission android:name="android.permission.FOREGROUND_SERVICE_SPECIAL_USE" />
+    <!-- FOREGROUND_SERVICE_CAMERA (API 34+): required to keep camera access while
+         the app is backgrounded during on-device webcam capture. The service is
+         promoted with the `camera` FGS type ONLY when CAMERA is already granted
+         (see CaptureService.onStartCommand) — unlike audio playback capture (which
+         rides the MediaProjection token under the mediaProjection type), the camera
+         has no such coupling and needs its own FGS type to survive backgrounding. -->
+    <uses-permission android:name="android.permission.FOREGROUND_SERVICE_CAMERA" />
 
     <!-- POST_NOTIFICATIONS for Android 13+ foreground service notification -->
     <uses-permission android:name="android.permission.POST_NOTIFICATIONS" />
 
+    <!-- RECORD_AUDIO for on-device system-playback capture (AudioPlaybackCapture,
+         API 29+) feeding audio-reactive lighting. Runtime "dangerous" permission,
+         requested in MainActivity; capture degrades gracefully when denied.
+         Playback capture runs under the existing mediaProjection FGS type, so no
+         FOREGROUND_SERVICE_MICROPHONE / microphone FGS type is needed (that would
+         only be required if the mic-fallback path ran inside the service). -->
+    <uses-permission android:name="android.permission.RECORD_AUDIO" />
+
+    <!-- CAMERA for on-device webcam capture (Camera2). Runtime "dangerous"
+         permission, requested in MainActivity gated on FEATURE_CAMERA_ANY so
+         camera-less TV boxes never see the prompt; capture degrades gracefully
+         when denied. The camera is opened ON DEMAND (only while a camera
+         capture source is active). To keep capturing after the app is
+         backgrounded, the service is promoted with the `camera` FGS type
+         (FOREGROUND_SERVICE_CAMERA above) — but only when CAMERA is already
+         granted, so a camera-less / not-yet-granted box never risks a failed
+         service start. -->
+    <uses-permission android:name="android.permission.CAMERA" />
+
+    <!-- PACKAGE_USAGE_STATS — read the foreground app for the "Application"
+         automation rule (foreground app -> activate scene) via UsageStatsManager.
+         A special-access permission: it can't be granted at runtime; the user
+         toggles it under Settings > Usage access (opened from MainActivity).
+         tools:ignore="ProtectedPermissions" silences the build warning that this
+         is a system/signature-level permission — it is honoured as a user-grantable
+         special access. NO QUERY_ALL_PACKAGES is needed: matching only compares the
+         foreground package NAME, and the app picker uses LauncherApps. -->
+    <uses-permission
+        android:name="android.permission.PACKAGE_USAGE_STATS"
+        tools:ignore="ProtectedPermissions" />
+
     <!-- Autostart on boot — BootReceiver spawns CaptureService in root
          mode so capture resumes without the user touching the remote. -->
     <uses-permission android:name="android.permission.RECEIVE_BOOT_COMPLETED" />
@@ -63,6 +102,15 @@
         android:name="android.hardware.usb.host"
         android:required="false" />
 
+    <!-- Camera hardware — for on-device webcam capture. required=false so
+         camera-less TV boxes (the common case) still install; the camera
+         engine simply reports no displays on such devices. camera.any covers
+         built-in (front/back) and external/USB-UVC cameras the platform
+         routes through Camera2. -->
+    <uses-feature
+        android:name="android.hardware.camera.any"
+        android:required="false" />
+
     <application
         android:name=".LedGrabApp"
         android:allowBackup="false"
@@ -95,13 +143,30 @@
              PROPERTY_SPECIAL_USE_FGS_SUBTYPE rationale below. -->
         <service
             android:name=".CaptureService"
-            android:foregroundServiceType="mediaProjection|specialUse"
+            android:foregroundServiceType="mediaProjection|specialUse|camera"
             android:exported="false">
             <property
                 android:name="android.app.PROPERTY_SPECIAL_USE_FGS_SUBTYPE"
                 android:value="Root-mode screen capture for ambient LED sync. Uses /system/bin/screenrecord on rooted devices to avoid MediaProjection's persistent capture indicator overlay, which is required for the always-on ambient-lighting use case." />
         </service>
 
+        <!-- Notification capture — a NotificationListenerService bound by
+             system_server. exported="true" is REQUIRED here (the system binds
+             it cross-process) and intentionally diverges from CaptureService
+             (exported="false"); access is gated by the system-held
+             BIND_NOTIFICATION_LISTENER_SERVICE permission, so no new
+             <uses-permission> is needed. The user grants access via
+             Settings > Notification access (opened from MainActivity). -->
+        <service
+            android:name=".LedGrabNotificationListener"
+            android:label="@string/notification_listener_label"
+            android:exported="true"
+            android:permission="android.permission.BIND_NOTIFICATION_LISTENER_SERVICE">
+            <intent-filter>
+                <action android:name="android.service.notification.NotificationListenerService" />
+            </intent-filter>
+        </service>
+
         <!-- Autostart — fires on device boot (and package replace).
              On rooted devices, launches CaptureService directly so capture
              resumes without the user tapping Start. Unrooted devices are

android/app/src/main/java/com/ledgrab/android/ApiKeyManager.kt

@@ -1,7 +1,10 @@
 package com.ledgrab.android
 
 import android.content.Context
+import android.content.SharedPreferences
 import android.util.Log
+import androidx.security.crypto.EncryptedSharedPreferences
+import androidx.security.crypto.MasterKey
 import java.security.SecureRandom
 
 /**
@@ -23,8 +26,23 @@ import java.security.SecureRandom
  */
 class ApiKeyManager(context: Context) {
 
-    private val prefs = context.applicationContext
-        .getSharedPreferences(PREFS_NAME, Context.MODE_PRIVATE)
+    private val appContext = context.applicationContext
+
+    // Prefer Android-Keystore-backed EncryptedSharedPreferences for the API
+    // key. If the keystore is unavailable (some OEM TV-box ROMs ship a broken
+    // or absent keystore, or a key got corrupted), creation throws — fall back
+    // to plain SharedPreferences so a keystore failure NEVER bricks the local
+    // API key (which would 401 every LAN client). [encrypted] records which
+    // path we took so we don't repeatedly attempt migration.
+    private val encrypted: Boolean
+    private val prefs: SharedPreferences
+
+    init {
+        val (store, isEncrypted) = buildPrefs(appContext)
+        prefs = store
+        encrypted = isEncrypted
+        if (isEncrypted) migrateLegacyKeyIfPresent()
+    }
 
     // Once we've materialised a key in this process, cache it so
     // subsequent reads don't hit prefs and don't risk re-checking
@@ -60,6 +78,20 @@ class ApiKeyManager(context: Context) {
                 cached = existing
                 return existing
             }
+            // Before minting a fresh key, fall back to any key still in the
+            // legacy plain store (covers a failed/partial encrypted migration:
+            // commit() can return false WITHOUT throwing, so migration may have
+            // left the live key only in the legacy file). Rotating the
+            // per-install key would 401 every already-paired client, so we
+            // generate a brand-new key ONLY when no key exists anywhere.
+            recoverLegacyKey()?.let { recovered ->
+                // Best-effort persist into the encrypted store; cache regardless
+                // so we still return the recovered key if the write keeps failing.
+                runCatching { prefs.edit().putString(KEY_API_KEY, recovered).commit() }
+                cached = recovered
+                Log.i(TAG, "Recovered existing API key from legacy storage")
+                return recovered
+            }
             val generated = generateKey()
             // commit() (synchronous disk write) on the FIRST write so
             // the key is durable before MainActivity encodes it into a
@@ -74,6 +106,88 @@ class ApiKeyManager(context: Context) {
         }
     }
 
+    /**
+     * Build the backing store, preferring EncryptedSharedPreferences. Returns
+     * (store, isEncrypted). Any keystore failure falls back to the plain prefs
+     * file so the local API key is never lost on a broken-keystore device.
+     */
+    private fun buildPrefs(context: Context): Pair<SharedPreferences, Boolean> {
+        return try {
+            val masterKey = MasterKey.Builder(context)
+                .setKeyScheme(MasterKey.KeyScheme.AES256_GCM)
+                .build()
+            val store = EncryptedSharedPreferences.create(
+                context,
+                ENCRYPTED_PREFS_NAME,
+                masterKey,
+                EncryptedSharedPreferences.PrefKeyEncryptionScheme.AES256_SIV,
+                EncryptedSharedPreferences.PrefValueEncryptionScheme.AES256_GCM,
+            )
+            store to true
+        } catch (e: Exception) {
+            // Keystore unavailable/corrupt — degrade to plain prefs rather
+            // than crashing. Worst case the key is stored unencrypted on a
+            // single-user TV box, which is the pre-existing behaviour.
+            Log.w(TAG, "EncryptedSharedPreferences unavailable, using plain prefs: ${e.message}")
+            context.getSharedPreferences(PREFS_NAME, Context.MODE_PRIVATE) to false
+        }
+    }
+
+    /**
+     * One-time migration: if a key exists in the legacy plain-text prefs file
+     * (from before encrypted storage), copy it into the encrypted store and
+     * remove the plain copy. Preserves the existing key so already-scanned QR
+     * clients keep working — generating a fresh key here would silently 401
+     * every LAN client (see the Data Migration Policy in CLAUDE.md).
+     */
+    private fun migrateLegacyKeyIfPresent() {
+        // Don't migrate if the encrypted store already holds a key.
+        if (!prefs.getString(KEY_API_KEY, null).isNullOrEmpty()) return
+        runCatching {
+            val legacy = appContext.getSharedPreferences(PREFS_NAME, Context.MODE_PRIVATE)
+            val legacyKey = legacy.getString(KEY_API_KEY, null)
+            if (legacyKey != null && legacyKey.length >= MIN_KEY_LENGTH) {
+                // commit() returns false on write failure WITHOUT throwing, so the
+                // runCatching wrapper alone does NOT protect this path. Verify the
+                // encrypted store both committed AND reads back the identical value
+                // before touching the legacy copy — otherwise a silent write
+                // failure could delete the only surviving copy of the key and
+                // rotate it on next launch (401s every paired client — the exact
+                // silent-data-loss the Data Migration Policy forbids).
+                val ok = prefs.edit().putString(KEY_API_KEY, legacyKey).commit()
+                if (ok && prefs.getString(KEY_API_KEY, null) == legacyKey) {
+                    // Keep the value as a .migrated backup (don't hard-delete) per
+                    // the migration policy; remove only the live legacy key so the
+                    // plaintext copy no longer answers reads.
+                    legacy.edit()
+                        .putString(KEY_API_KEY_MIGRATED, legacyKey)
+                        .remove(KEY_API_KEY)
+                        .apply()
+                    Log.i(TAG, "Migrated API key from plain to encrypted storage")
+                } else {
+                    // Leave the legacy key untouched; getOrCreateKey() will recover
+                    // it via recoverLegacyKey() rather than minting a fresh one.
+                    Log.w(TAG, "Encrypted key write unverified — keeping legacy key, not migrating")
+                }
+            }
+        }.onFailure { Log.w(TAG, "Legacy API key migration failed: ${it.message}") }
+    }
+
+    /**
+     * Recover a still-present key from the legacy plain store — either the live
+     * key (failed/never-run migration) or the `.migrated` backup. Returns null
+     * when on the plain-prefs path (no legacy/encrypted split) or no valid key
+     * survives. Guarantees [getOrCreateKey] never rotates an existing key as long
+     * as the legacy file survives.
+     */
+    private fun recoverLegacyKey(): String? {
+        if (!encrypted) return null
+        val legacy = appContext.getSharedPreferences(PREFS_NAME, Context.MODE_PRIVATE)
+        val candidate = legacy.getString(KEY_API_KEY, null)
+            ?: legacy.getString(KEY_API_KEY_MIGRATED, null)
+        return candidate?.takeIf { it.length >= MIN_KEY_LENGTH }
+    }
+
     private fun generateKey(): String {
         val bytes = ByteArray(KEY_BYTES)
         SecureRandom().nextBytes(bytes)
@@ -88,7 +202,11 @@ class ApiKeyManager(context: Context) {
     companion object {
         private const val TAG = "ApiKeyManager"
         private const val PREFS_NAME = "ledgrab_auth"
+        private const val ENCRYPTED_PREFS_NAME = "ledgrab_auth_enc"
         private const val KEY_API_KEY = "api_key"
+        // Backup of a migrated legacy key, kept in the plain store per the
+        // Data Migration Policy (never hard-delete user data on rename/move).
+        private const val KEY_API_KEY_MIGRATED = "api_key_migrated"
         private const val KEY_BYTES = 32
         private const val MIN_KEY_LENGTH = 32
 

android/app/src/main/java/com/ledgrab/android/AudioCapture.kt

@@ -0,0 +1,234 @@
+package com.ledgrab.android
+
+import android.annotation.SuppressLint
+import android.media.AudioAttributes
+import android.media.AudioFormat
+import android.media.AudioPlaybackCaptureConfiguration
+import android.media.AudioRecord
+import android.media.MediaRecorder
+import android.media.projection.MediaProjection
+import android.os.Build
+import android.util.Log
+import java.nio.ByteBuffer
+import java.nio.ByteOrder
+
+/**
+ * Captures audio with [AudioRecord] and pushes interleaved float32 PCM to
+ * the LedGrab Python server via [PythonBridge], where the
+ * `android_audio_engine` feeds it into the unchanged audio-analysis
+ * pipeline.
+ *
+ * Two sources:
+ *  - [start] — system playback capture via `AudioPlaybackCapture` (API 29+),
+ *    reusing the same [MediaProjection] token the app already holds for
+ *    screen capture. This is the primary path on the consent flow.
+ *  - [startMic] — microphone fallback (`AudioSource.MIC`) for paths with no
+ *    MediaProjection (root mode) or API < 29.
+ *
+ * Mirrors [ScreenCapture]'s shape: a dedicated capture thread, a single
+ * reusable cross-JNI buffer (no per-block allocation → no GC churn on
+ * low-end TV boxes), and graceful teardown in [stop].
+ *
+ * The capture format is negotiated by [AudioRecord]; the **actual**
+ * channel count and sample rate are read back and forwarded to
+ * `configureAudio` so the Python analyzer's interleaving matches the bytes
+ * we push (e.g. a stereo request that the device satisfies as mono).
+ */
+class AudioCapture(
+    private val projection: MediaProjection?,
+    private val bridge: PythonBridge,
+    private val sampleRate: Int = 48000,
+    private val channels: Int = 2,
+    private val chunkFrames: Int = 1024,
+) {
+    companion object {
+        private const val TAG = "AudioCapture"
+        private const val BYTES_PER_FLOAT = 4
+    }
+
+    private var audioRecord: AudioRecord? = null
+    private var captureThread: Thread? = null
+    @Volatile private var running = false
+
+    /**
+     * Start system playback capture (API 29+). Requires the app to hold
+     * RECORD_AUDIO and a valid [projection]. Returns true if capture began.
+     */
+    @SuppressLint("MissingPermission")
+    fun start(): Boolean {
+        if (running) return true
+        if (Build.VERSION.SDK_INT < Build.VERSION_CODES.Q) {
+            Log.i(TAG, "Playback capture needs API 29+; skipping (have ${Build.VERSION.SDK_INT})")
+            return false
+        }
+        val proj = projection
+        if (proj == null) {
+            Log.i(TAG, "No MediaProjection; playback capture unavailable")
+            return false
+        }
+
+        val config = AudioPlaybackCaptureConfiguration.Builder(proj)
+            .addMatchingUsage(AudioAttributes.USAGE_MEDIA)
+            .addMatchingUsage(AudioAttributes.USAGE_GAME)
+            .addMatchingUsage(AudioAttributes.USAGE_UNKNOWN)
+            .build()
+
+        val record = try {
+            AudioRecord.Builder()
+                .setAudioFormat(audioFormat())
+                .setBufferSizeInBytes(bufferBytes())
+                .setAudioPlaybackCaptureConfig(config)
+                .build()
+        } catch (e: Exception) {
+            Log.e(TAG, "Failed to build playback AudioRecord: ${e.message}")
+            return false
+        }
+        return begin(record, "playback")
+    }
+
+    /**
+     * Start microphone capture (fallback). Works on API 24+ and needs no
+     * MediaProjection. Requires RECORD_AUDIO. Returns true if capture began.
+     *
+     * ⚠️ SECURITY/POLICY: currently UNWIRED (no caller). Microphone capture is
+     * a materially different posture than playback capture — it records real
+     * room audio (bystander voices). Before wiring this into [CaptureService]:
+     *  - add FOREGROUND_SERVICE_MICROPHONE permission + the `microphone` FGS
+     *    type (on API 34+ the service is killed without it), and
+     *  - add the Play Store privacy disclosure for microphone use,
+     *  - re-trigger a security review.
+     * Do NOT call this from inside the foreground service without the above.
+     */
+    @SuppressLint("MissingPermission")
+    fun startMic(): Boolean {
+        if (running) return true
+        val record = try {
+            AudioRecord.Builder()
+                .setAudioSource(MediaRecorder.AudioSource.MIC)
+                .setAudioFormat(audioFormat())
+                .setBufferSizeInBytes(bufferBytes())
+                .build()
+        } catch (e: Exception) {
+            Log.e(TAG, "Failed to build mic AudioRecord: ${e.message}")
+            return false
+        }
+        return begin(record, "mic")
+    }
+
+    /** Stop capturing and release all resources. Idempotent. */
+    fun stop() {
+        running = false
+        // AudioRecord.stop() unblocks a pending READ_BLOCKING read within
+        // milliseconds, so the loop sees running=false and returns well inside
+        // the 500ms join window — release() below won't race a live read.
+        // (Mirrors ScreenCapture's bounded join.)
+        runCatching { audioRecord?.stop() }
+        captureThread?.let { runCatching { it.join(500) } }
+        captureThread = null
+        runCatching { audioRecord?.release() }
+        audioRecord = null
+        runCatching { bridge.shutdownAudio() }
+        Log.i(TAG, "Audio capture stopped")
+    }
+
+    // ── internals ──────────────────────────────────────────────────────
+
+    private fun begin(record: AudioRecord, mode: String): Boolean {
+        if (record.state != AudioRecord.STATE_INITIALIZED) {
+            Log.e(TAG, "AudioRecord ($mode) failed to initialize")
+            runCatching { record.release() }
+            return false
+        }
+        val actualChannels = record.channelCount.coerceAtLeast(1)
+        val actualRate = record.sampleRate
+
+        // Confirm recording actually started before reporting success —
+        // startRecording() can throw (exclusive-capture contention) or
+        // leave the record in a non-recording state, in which case read()
+        // would only ever return errors.
+        val started = runCatching { record.startRecording() }.isSuccess &&
+            record.recordingState == AudioRecord.RECORDSTATE_RECORDING
+        if (!started) {
+            Log.e(TAG, "AudioRecord ($mode) failed to start recording")
+            runCatching { record.release() }
+            return false
+        }
+
+        // Recording confirmed — tell Python the real negotiated format
+        // before frames flow, so the analyzer's channel/sample-rate match
+        // the interleaving we push.
+        bridge.configureAudio(actualRate, actualChannels, chunkFrames)
+
+        audioRecord = record
+        running = true
+        captureThread = Thread(
+            { captureLoop(record, actualChannels) },
+            "LedGrab-AudioCapture",
+        ).also { it.start() }
+        Log.i(TAG, "Audio capture started ($mode, sr=$actualRate ch=$actualChannels chunk=$chunkFrames)")
+        return true
+    }
+
+    /**
+     * Blocking read loop. Accumulates into fixed `chunkFrames * channels`
+     * float blocks and pushes only COMPLETE blocks — [AudioRecord.read]
+     * returns a variable count, so partial reads are stitched here rather
+     * than handed to Python as ragged chunks (the analyzer requires
+     * whole-frame, ≤ chunk-size blocks).
+     */
+    private fun captureLoop(record: AudioRecord, actualChannels: Int) {
+        val blockFloats = chunkFrames * actualChannels
+        val floatBuf = FloatArray(blockFloats)
+        // Reusable little-endian byte buffer — Python copies on push, so the
+        // same backing array is safe to overwrite next block. Default
+        // ByteBuffer order is BIG_ENDIAN, which would corrupt every sample;
+        // LITTLE_ENDIAN matches numpy's native float32 on all Android ABIs.
+        val byteBuf = ByteArray(blockFloats * BYTES_PER_FLOAT)
+        val floatView = ByteBuffer.wrap(byteBuf).order(ByteOrder.LITTLE_ENDIAN).asFloatBuffer()
+
+        var filled = 0
+        while (running) {
+            val n = record.read(floatBuf, filled, blockFloats - filled, AudioRecord.READ_BLOCKING)
+            if (n < 0) {
+                if (running) {
+                    // A negative read (e.g. ERROR_DEAD_OBJECT after an audio-route
+                    // change, ERROR_INVALID_OPERATION) means this AudioRecord is
+                    // finished. Deactivate the Python engine so is_available() stops
+                    // advertising a dead stream and the audio-reactive consumer isn't
+                    // left polling an empty queue forever. We're on the capture thread,
+                    // so we can't call stop() (it would self-join) — just flip running
+                    // and shut the engine down; onDestroy's stop() releases the record.
+                    Log.w(TAG, "AudioRecord.read error: $n — stopping audio capture")
+                    running = false
+                    runCatching { bridge.shutdownAudio() }
+                }
+                break
+            }
+            filled += n
+            if (filled < blockFloats) continue
+
+            floatView.clear()
+            floatView.put(floatBuf, 0, blockFloats)
+            bridge.pushAudio(byteBuf)
+            filled = 0
+        }
+    }
+
+    private fun channelMask(): Int =
+        if (channels >= 2) AudioFormat.CHANNEL_IN_STEREO else AudioFormat.CHANNEL_IN_MONO
+
+    private fun audioFormat(): AudioFormat =
+        AudioFormat.Builder()
+            .setEncoding(AudioFormat.ENCODING_PCM_FLOAT)
+            .setSampleRate(sampleRate)
+            .setChannelMask(channelMask())
+            .build()
+
+    private fun bufferBytes(): Int {
+        val minBuf = AudioRecord.getMinBufferSize(sampleRate, channelMask(), AudioFormat.ENCODING_PCM_FLOAT)
+        // A few blocks of headroom so a slow consumer doesn't overrun the
+        // hardware buffer between reads.
+        val want = chunkFrames * channels * BYTES_PER_FLOAT * 4
+        return if (minBuf > 0) maxOf(minBuf, want) else want
+    }
+}

android/app/src/main/java/com/ledgrab/android/BleBridge.kt

@@ -103,12 +103,32 @@ object BleBridge {
         }
 
         try {
-            bleHandler.post { scanner.startScan(callback) }
+            // startScan runs on the BLE handler thread; a denied
+            // BLUETOOTH_SCAN throws SecurityException there, which would
+            // crash the whole process (an uncaught exception on a handler
+            // thread is fatal). Catch it inside the posted body and report.
+            bleHandler.post {
+                try {
+                    scanner.startScan(callback)
+                } catch (e: SecurityException) {
+                    Log.w(TAG, "BLUETOOTH_SCAN permission denied — scan skipped", e)
+                } catch (e: Exception) {
+                    Log.w(TAG, "BLE startScan failed: ${e.message}")
+                }
+            }
             Thread.sleep(timeoutMs)
         } catch (_: InterruptedException) {
             Thread.currentThread().interrupt()
         } finally {
-            try { bleHandler.post { scanner.stopScan(callback) } } catch (_: SecurityException) {}
+            bleHandler.post {
+                try {
+                    scanner.stopScan(callback)
+                } catch (e: SecurityException) {
+                    Log.w(TAG, "BLUETOOTH_SCAN permission denied — stopScan skipped", e)
+                } catch (e: Exception) {
+                    Log.w(TAG, "BLE stopScan failed: ${e.message}")
+                }
+            }
         }
         return seen.values.toList()
     }
@@ -136,7 +156,18 @@ object BleBridge {
                     newState == BluetoothProfile.STATE_CONNECTED
                             && status == BluetoothGatt.GATT_SUCCESS -> {
                         Log.d(TAG, "GATT connected to $address, discovering services")
+                        // Runs on the BLE handler thread; a denied
+                        // BLUETOOTH_CONNECT throws SecurityException here, which
+                        // would crash the process. Catch and fail the connect.
+                        try {
                             gatt.discoverServices()
+                        } catch (e: SecurityException) {
+                            Log.e(TAG, "BLUETOOTH_CONNECT denied during discoverServices", e)
+                            readyDeferred.complete(false)
+                        } catch (e: Exception) {
+                            Log.w(TAG, "discoverServices failed: ${e.message}")
+                            readyDeferred.complete(false)
+                        }
                     }
                     newState == BluetoothProfile.STATE_DISCONNECTED -> {
                         Log.w(TAG, "GATT disconnected from $address (status=$status)")

android/app/src/main/java/com/ledgrab/android/CameraBridge.kt

@@ -0,0 +1,411 @@
+package com.ledgrab.android
+
+import android.Manifest
+import android.annotation.SuppressLint
+import android.content.Context
+import android.content.pm.PackageManager
+import android.graphics.ImageFormat
+import android.hardware.camera2.CameraCaptureSession
+import android.hardware.camera2.CameraCharacteristics
+import android.hardware.camera2.CameraDevice
+import android.hardware.camera2.CameraManager
+import android.media.Image
+import android.media.ImageReader
+import android.os.Handler
+import android.os.HandlerThread
+import android.os.SystemClock
+import android.util.Log
+import android.util.Size
+import android.view.Surface
+import com.chaquo.python.PyObject
+import com.chaquo.python.Python
+import kotlin.coroutines.resume
+import kotlin.coroutines.resumeWithException
+import kotlinx.coroutines.runBlocking
+import kotlinx.coroutines.suspendCancellableCoroutine
+import kotlinx.coroutines.withTimeout
+import org.json.JSONArray
+import org.json.JSONObject
+
+/**
+ * Android camera bridge exposed to the Python server via Chaquopy.
+ *
+ * Wraps the Camera2 API into synchronous, blocking calls that can be
+ * invoked from a Python thread (Chaquopy proxy threads are real OS
+ * threads).  The physical camera is opened **on demand** — Python's
+ * `android_camera_engine` calls [startCamera] when a capture stream
+ * initializes and [stopCamera] when it cleans up, so the camera-in-use
+ * indicator and battery cost are limited to actual use.
+ *
+ * Each captured frame is converted YUV_420_888 → RGB and pushed to the
+ * Python engine's `push_frame`, mirroring how [ScreenCapture] feeds
+ * `mediaprojection_engine`. Camera2 callbacks run on a private
+ * [HandlerThread] so they never touch the main looper.
+ *
+ * Python callers access the singleton via
+ *   `jclass("com.ledgrab.android.CameraBridge").INSTANCE` — see
+ *   `server/src/ledgrab/core/capture_engines/android_camera_engine.py`.
+ */
+object CameraBridge {
+    private const val TAG = "CameraBridge"
+    private const val ENGINE_MODULE = "ledgrab.core.capture_engines.android_camera_engine"
+    private const val OPEN_TIMEOUT_MS = 8_000L
+    private const val MAX_IMAGES = 2
+    private const val TARGET_FPS = 20
+    // "auto" capture size — balanced for ambient LED sampling (the LED
+    // pipeline downscales anyway), kept modest so the per-frame YUV→RGB
+    // conversion stays cheap on low-end TV boxes.
+    private const val DEFAULT_W = 1280
+    private const val DEFAULT_H = 720
+    private const val BYTES_PER_RGB = 3
+
+    @Volatile private var appContext: Context? = null
+
+    // Dedicated looper thread so Camera2 callbacks don't land on main.
+    private val camThread = HandlerThread("LedGrab-Camera").also { it.start() }
+    private val camHandler = Handler(camThread.looper)
+
+    // Active session state — guarded by [lock]. One camera at a time.
+    private val lock = Any()
+    private var cameraDevice: CameraDevice? = null
+    private var captureSession: CameraCaptureSession? = null
+    private var imageReader: ImageReader? = null
+    @Volatile private var running = false
+    private var activeIndex = -1
+
+    // Cached Python engine module handle for the per-frame push fast path.
+    @Volatile private var engineModule: PyObject? = null
+
+    // Reusable conversion buffers — sized once per session (output size is
+    // fixed for the session), reused to avoid per-frame GC churn on TV boxes.
+    private var rgbBuffer: ByteArray? = null
+    private var yBuf: ByteArray? = null
+    private var uBuf: ByteArray? = null
+    private var vBuf: ByteArray? = null
+
+    // Monotonic frame pacing (mirrors ScreenCapture's accumulator).
+    private val frameIntervalNanos = 1_000_000_000L / TARGET_FPS.coerceAtLeast(1)
+    private var nextFrameNanos = 0L
+
+    /** Called once from [LedGrabApp.onCreate] to bind the application context. */
+    @JvmStatic
+    fun init(context: Context) {
+        appContext = context.applicationContext
+    }
+
+    /**
+     * Enumerate cameras as a JSON array string the Python engine parses:
+     *   `[{"index":0,"name":"Back camera","facing":"back","cameraId":"0"}, ...]`
+     *
+     * Indices are stable (positional in [CameraManager.cameraIdList]) so
+     * Python's `display_index` maps 1:1 to [startCamera]'s `index`.
+     * Enumeration needs no CAMERA permission. Returns `[]` on any error.
+     */
+    @JvmStatic
+    fun listCameras(): String {
+        val arr = JSONArray()
+        val ctx = appContext
+        if (ctx == null) {
+            Log.w(TAG, "listCameras: context not bound (init not called)")
+            return arr.toString()
+        }
+        try {
+            val mgr = ctx.getSystemService(Context.CAMERA_SERVICE) as CameraManager
+            mgr.cameraIdList.forEachIndexed { idx, id ->
+                val facing = facingOf(mgr, id)
+                val name = when (facing) {
+                    "front" -> "Front camera"
+                    "back" -> "Back camera"
+                    "external" -> "External camera $idx"
+                    else -> "Camera $idx"
+                }
+                arr.put(
+                    JSONObject()
+                        .put("index", idx)
+                        .put("name", name)
+                        .put("facing", facing)
+                        .put("cameraId", id),
+                )
+            }
+        } catch (e: Exception) {
+            Log.w(TAG, "listCameras failed: ${e.message}")
+        }
+        return arr.toString()
+    }
+
+    /**
+     * Open camera [index] and start streaming RGB frames to Python.
+     * Blocks until the capture session is configured (or fails/times out).
+     *
+     * Returns false — without throwing across the JNI boundary — when the
+     * CAMERA permission is missing, the index is out of range, or the
+     * device/session fails to configure. Closes any previously-open camera
+     * first (one active at a time).
+     */
+    @SuppressLint("MissingPermission")
+    @JvmStatic
+    fun startCamera(index: Int, width: Int, height: Int): Boolean {
+        synchronized(lock) {
+            closeLocked()
+
+            val ctx = appContext ?: run {
+                Log.w(TAG, "startCamera: context not bound")
+                return false
+            }
+            if (ctx.checkSelfPermission(Manifest.permission.CAMERA)
+                != PackageManager.PERMISSION_GRANTED
+            ) {
+                Log.w(TAG, "startCamera: CAMERA permission not granted")
+                return false
+            }
+
+            val mgr = ctx.getSystemService(Context.CAMERA_SERVICE) as CameraManager
+            val ids = try {
+                mgr.cameraIdList
+            } catch (e: Exception) {
+                Log.w(TAG, "startCamera: cameraIdList failed: ${e.message}")
+                return false
+            }
+            if (index < 0 || index >= ids.size) {
+                Log.w(TAG, "startCamera: index $index out of range (${ids.size} cameras)")
+                return false
+            }
+            val cameraId = ids[index]
+            val size = chooseSize(mgr, cameraId, width, height) ?: run {
+                Log.w(TAG, "startCamera: no YUV output sizes for camera $index")
+                return false
+            }
+
+            val reader = ImageReader.newInstance(
+                size.width, size.height, ImageFormat.YUV_420_888, MAX_IMAGES,
+            )
+            // Size the conversion buffers once for this session.
+            rgbBuffer = ByteArray(size.width * size.height * BYTES_PER_RGB)
+            yBuf = null; uBuf = null; vBuf = null
+            nextFrameNanos = SystemClock.elapsedRealtimeNanos()
+            reader.setOnImageAvailableListener({ r -> onFrame(r) }, camHandler)
+
+            return try {
+                runBlocking {
+                    withTimeout(OPEN_TIMEOUT_MS) {
+                        // Publish each resource to its field as soon as it exists so
+                        // closeLocked() (in the catch) can release it if a LATER step
+                        // throws. Assigning only after setRepeatingRequest succeeds
+                        // would orphan the opened CameraDevice on a createSession /
+                        // setRepeatingRequest failure (camera stuck on; subsequent
+                        // opens fail with CAMERA_IN_USE).
+                        imageReader = reader
+                        val device = openCamera(mgr, cameraId)
+                        cameraDevice = device
+                        val session = createSession(device, reader.surface)
+                        captureSession = session
+                        val request = device.createCaptureRequest(CameraDevice.TEMPLATE_PREVIEW)
+                            .apply { addTarget(reader.surface) }
+                            .build()
+                        session.setRepeatingRequest(request, null, camHandler)
+                        activeIndex = index
+                        running = true
+                        Log.i(TAG, "Camera $index opened (${size.width}x${size.height} @ ${TARGET_FPS}fps)")
+                        true
+                    }
+                }
+            } catch (e: Exception) {
+                Log.e(TAG, "startCamera($index) failed: ${e.message}")
+                // imageReader/cameraDevice/captureSession are now whatever got
+                // assigned before the failure — closeLocked releases each exactly
+                // once (idempotent, runCatching-wrapped).
+                closeLocked()
+                false
+            }
+        }
+    }
+
+    /** Stop streaming and release the camera. Idempotent; safe if not started. */
+    @JvmStatic
+    fun stopCamera() {
+        synchronized(lock) { closeLocked() }
+        Log.i(TAG, "Camera stopped")
+    }
+
+    // ── internals ────────────────────────────────────────────────────────
+
+    private fun facingOf(mgr: CameraManager, id: String): String =
+        when (mgr.getCameraCharacteristics(id).get(CameraCharacteristics.LENS_FACING)) {
+            CameraCharacteristics.LENS_FACING_FRONT -> "front"
+            CameraCharacteristics.LENS_FACING_BACK -> "back"
+            CameraCharacteristics.LENS_FACING_EXTERNAL -> "external"
+            else -> "unknown"
+        }
+
+    /** Pick the supported YUV size closest in area to the request (or the
+     *  balanced default for `auto`/0). */
+    private fun chooseSize(mgr: CameraManager, cameraId: String, reqW: Int, reqH: Int): Size? {
+        val map = mgr.getCameraCharacteristics(cameraId)
+            .get(CameraCharacteristics.SCALER_STREAM_CONFIGURATION_MAP) ?: return null
+        val sizes = map.getOutputSizes(ImageFormat.YUV_420_888)
+        if (sizes == null || sizes.isEmpty()) return null
+        val targetArea = (if (reqW > 0) reqW else DEFAULT_W).toLong() *
+            (if (reqH > 0) reqH else DEFAULT_H)
+        return sizes.minByOrNull { kotlin.math.abs(it.width.toLong() * it.height - targetArea) }
+    }
+
+    @SuppressLint("MissingPermission")
+    private suspend fun openCamera(mgr: CameraManager, cameraId: String): CameraDevice =
+        suspendCancellableCoroutine { cont ->
+            mgr.openCamera(cameraId, object : CameraDevice.StateCallback() {
+                override fun onOpened(device: CameraDevice) {
+                    if (cont.isActive) cont.resume(device) else device.close()
+                }
+
+                override fun onDisconnected(device: CameraDevice) {
+                    device.close()
+                    if (cont.isActive) cont.resumeWithException(IllegalStateException("camera disconnected"))
+                }
+
+                override fun onError(device: CameraDevice, error: Int) {
+                    device.close()
+                    if (cont.isActive) cont.resumeWithException(IllegalStateException("camera error $error"))
+                }
+            }, camHandler)
+        }
+
+    @Suppress("DEPRECATION")
+    private suspend fun createSession(device: CameraDevice, surface: Surface): CameraCaptureSession =
+        suspendCancellableCoroutine { cont ->
+            // createCaptureSession(List, callback, handler) is deprecated at
+            // API 30 but is the correct API down to minSdk 24 (the
+            // SessionConfiguration overload is API 28+).
+            device.createCaptureSession(
+                listOf(surface),
+                object : CameraCaptureSession.StateCallback() {
+                    override fun onConfigured(session: CameraCaptureSession) {
+                        if (cont.isActive) cont.resume(session)
+                    }
+
+                    override fun onConfigureFailed(session: CameraCaptureSession) {
+                        if (cont.isActive) cont.resumeWithException(IllegalStateException("session configure failed"))
+                    }
+                },
+                camHandler,
+            )
+        }
+
+    /** ImageReader callback — paced, converts YUV→RGB, pushes to Python. */
+    private fun onFrame(reader: ImageReader) {
+        if (!running) {
+            runCatching { reader.acquireLatestImage()?.close() }
+            return
+        }
+        val now = SystemClock.elapsedRealtimeNanos()
+        if (now < nextFrameNanos) {
+            runCatching { reader.acquireLatestImage()?.close() }
+            return
+        }
+        val image = runCatching { reader.acquireLatestImage() }.getOrNull() ?: return
+        try {
+            val w = image.width
+            val h = image.height
+            val out = ensureRgbBuffer(w * h * BYTES_PER_RGB)
+            yuv420ToRgb(image, out, w, h)
+            pushFrame(out, w, h)
+            nextFrameNanos += frameIntervalNanos
+            if (now - nextFrameNanos > frameIntervalNanos * 4) {
+                nextFrameNanos = now + frameIntervalNanos
+            }
+        } catch (e: Exception) {
+            Log.w(TAG, "frame processing error: ${e.message}")
+        } finally {
+            runCatching { image.close() }
+        }
+    }
+
+    private fun ensureRgbBuffer(size: Int): ByteArray {
+        val buf = rgbBuffer
+        if (buf != null && buf.size == size) return buf
+        return ByteArray(size).also { rgbBuffer = it }
+    }
+
+    /**
+     * Stride-aware YUV_420_888 → packed RGB (3 bytes/px) using BT.601
+     * fixed-point coefficients. Handles both planar and semi-planar
+     * (NV21-like, pixelStride 2) chroma layouts via the plane strides.
+     */
+    private fun yuv420ToRgb(image: Image, out: ByteArray, width: Int, height: Int) {
+        val planes = image.planes
+        val yPlane = planes[0]
+        val uPlane = planes[1]
+        val vPlane = planes[2]
+
+        val yRowStride = yPlane.rowStride
+        val yPixStride = yPlane.pixelStride
+        val uRowStride = uPlane.rowStride
+        val uPixStride = uPlane.pixelStride
+        val vRowStride = vPlane.rowStride
+        val vPixStride = vPlane.pixelStride
+
+        // Copy each plane to a reusable array for fast indexed access
+        // (ByteBuffer absolute-get per pixel is far slower).
+        val yByteBuf = yPlane.buffer
+        val uByteBuf = uPlane.buffer
+        val vByteBuf = vPlane.buffer
+        val yArr = ensurePlane(yBuf, yByteBuf.remaining()).also { yBuf = it }
+        val uArr = ensurePlane(uBuf, uByteBuf.remaining()).also { uBuf = it }
+        val vArr = ensurePlane(vBuf, vByteBuf.remaining()).also { vBuf = it }
+        yByteBuf.get(yArr, 0, yArr.size)
+        uByteBuf.get(uArr, 0, uArr.size)
+        vByteBuf.get(vArr, 0, vArr.size)
+
+        var o = 0
+        for (row in 0 until height) {
+            val yRowBase = row * yRowStride
+            val uvRow = row shr 1
+            val uRowBase = uvRow * uRowStride
+            val vRowBase = uvRow * vRowStride
+            for (col in 0 until width) {
+                val y = (yArr[yRowBase + col * yPixStride].toInt() and 0xFF)
+                val uvCol = col shr 1
+                val u = (uArr[uRowBase + uvCol * uPixStride].toInt() and 0xFF) - 128
+                val v = (vArr[vRowBase + uvCol * vPixStride].toInt() and 0xFF) - 128
+                // BT.601 full-range, fixed-point (<<16).
+                var r = y + ((91881 * v) shr 16)
+                var g = y - ((22554 * u + 46802 * v) shr 16)
+                var b = y + ((116130 * u) shr 16)
+                if (r < 0) r = 0 else if (r > 255) r = 255
+                if (g < 0) g = 0 else if (g > 255) g = 255
+                if (b < 0) b = 0 else if (b > 255) b = 255
+                out[o++] = r.toByte()
+                out[o++] = g.toByte()
+                out[o++] = b.toByte()
+            }
+        }
+    }
+
+    /** Return [cached] if it already fits [n] bytes, else a fresh array. */
+    private fun ensurePlane(cached: ByteArray?, n: Int): ByteArray =
+        if (cached != null && cached.size == n) cached else ByteArray(n)
+
+    private fun pushFrame(rgb: ByteArray, width: Int, height: Int) {
+        val module = engineModule ?: runCatching {
+            Python.getInstance().getModule(ENGINE_MODULE)
+        }.getOrNull()?.also { engineModule = it } ?: return
+        try {
+            module.callAttr("push_frame", rgb, width, height)
+        } catch (e: Exception) {
+            Log.w(TAG, "push_frame failed: ${e.message}")
+        }
+    }
+
+    /** Tear down the active session. Caller holds [lock]. */
+    private fun closeLocked() {
+        running = false
+        activeIndex = -1
+        runCatching { imageReader?.setOnImageAvailableListener(null, null) }
+        runCatching { captureSession?.stopRepeating() }
+        runCatching { captureSession?.close() }
+        captureSession = null
+        runCatching { cameraDevice?.close() }
+        cameraDevice = null
+        runCatching { imageReader?.close() }
+        imageReader = null
+    }
+}

android/app/src/main/java/com/ledgrab/android/CaptureService.kt

@@ -4,9 +4,11 @@ import android.app.Notification
 import android.app.NotificationChannel
 import android.app.NotificationManager
 import android.app.PendingIntent
+import android.Manifest
 import android.app.Service
 import android.content.Context
 import android.content.Intent
+import android.content.pm.PackageManager
 import android.content.pm.ServiceInfo
 import android.media.projection.MediaProjection
 import android.media.projection.MediaProjectionManager
@@ -85,6 +87,7 @@ class CaptureService : Service() {
     private var bridge: PythonBridge? = null
     private var screenCapture: ScreenCapture? = null
     private var rootCapture: RootScreenrecord? = null
+    private var audioCapture: AudioCapture? = null
     private var mediaProjection: MediaProjection? = null
 
     // Service-scoped coroutine scope for the root-capture watchdog.
@@ -102,19 +105,69 @@ class CaptureService : Service() {
     override fun onStartCommand(intent: Intent?, flags: Int, startId: Int): Int {
         val useRoot = intent?.getBooleanExtra(EXTRA_USE_ROOT, false) ?: false
 
-        // CRITICAL: startForeground must be called IMMEDIATELY — before
-        // any other work, especially before getMediaProjection(). The
-        // service type must match the work; pass it explicitly via
-        // ServiceCompat so we stay compatible back to API 24.
+        // CRITICAL (Android 14+): for the MediaProjection path, validate the
+        // projection token BEFORE promoting to a foreground service with the
+        // mediaProjection FGS type. On service recreation (system redelivery
+        // or a stale relaunch) the consent token is gone — promoting first and
+        // then discovering the dead token causes a spurious foreground-service
+        // start + immediate stop, which on strict OEMs flickers the
+        // notification or trips a stopSelf loop. Bail out cleanly here, before
+        // startForeground, when the MediaProjection consent data is missing.
         val localIp = NetworkUtils.getLocalIpAddress(this) ?: "—"
         val url = "http://$localIp:$SERVER_PORT"
+
+        val mediaProjectionResultData: Intent? =
+            if (!useRoot) extractProjectionResultData(intent) else null
+        if (!useRoot && (intent == null || mediaProjectionResultData == null)) {
+            // MediaProjection mode can't recover from a redelivery —
+            // the consent token in the original intent is single-use.
+            //
+            // We were launched via startForegroundService(), so the OS REQUIRES
+            // a startForeground() within ~5s even on this immediate-stop path,
+            // or it raises the fatal ForegroundServiceDidNotStartInTimeException.
+            // Promote with a benign SPECIAL_USE type (NOT mediaProjection — we
+            // have no valid consent token, and requesting that type without an
+            // active projection is exactly what we're avoiding) just long enough
+            // to satisfy the contract, then stop.
+            Log.w(TAG, "MediaProjection start without a valid consent token — stopping")
+            runCatching {
+                val bailType = if (Build.VERSION.SDK_INT >= Build.VERSION_CODES.UPSIDE_DOWN_CAKE) {
+                    ServiceInfo.FOREGROUND_SERVICE_TYPE_SPECIAL_USE
+                } else {
+                    0
+                }
+                ServiceCompat.startForeground(this, NOTIFICATION_ID, buildNotification(url), bailType)
+            }.onFailure { Log.w(TAG, "Bail-path startForeground failed: ${it.message}") }
+            stopSelf()
+            return START_NOT_STICKY
+        }
+
+        // startForeground must be called IMMEDIATELY after the token check —
+        // before any heavier work like getMediaProjection(). The service type
+        // must match the work; pass it explicitly via ServiceCompat so we stay
+        // compatible back to API 24. The MEDIA_PROJECTION type is only used
+        // here once resultData is confirmed non-null (checked above).
         try {
             val type = if (Build.VERSION.SDK_INT >= Build.VERSION_CODES.UPSIDE_DOWN_CAKE) {
-                if (useRoot) {
+                var t = if (useRoot) {
                     ServiceInfo.FOREGROUND_SERVICE_TYPE_SPECIAL_USE
                 } else {
                     ServiceInfo.FOREGROUND_SERVICE_TYPE_MEDIA_PROJECTION
                 }
+                // On-demand webcam capture opens the camera from this service.
+                // To retain camera access once the app is backgrounded (the
+                // always-on ambient-lighting case), API 34+ requires the camera
+                // FGS type. Add it ONLY when CAMERA is already granted — promoting
+                // with the camera type without the runtime permission throws and
+                // would kill the whole service on the (common) camera-less or
+                // not-yet-granted box. If CAMERA is granted later, it takes effect
+                // on the next Start (matches the audio/permission UX).
+                if (checkSelfPermission(Manifest.permission.CAMERA) ==
+                    PackageManager.PERMISSION_GRANTED
+                ) {
+                    t = t or ServiceInfo.FOREGROUND_SERVICE_TYPE_CAMERA
+                }
+                t
             } else {
                 0
             }
@@ -135,20 +188,13 @@ class CaptureService : Service() {
         // otherwise `isRunning=true` sticks forever when startForeground throws.
         isRunning = true
 
-        if (intent == null && !useRoot) {
-            // MediaProjection mode can't recover from a redelivery —
-            // the consent token in the original intent is single-use.
-            Log.w(TAG, "Service restarted without intent (MediaProjection mode) — stopping")
-            isRunning = false
-            stopSelf()
-            return START_NOT_STICKY
-        }
-
         try {
             if (useRoot) {
                 startRootCapture(url)
             } else {
-                startMediaProjectionCapture(intent!!, url)
+                // mediaProjectionResultData is guaranteed non-null here — the
+                // token was validated before startForeground above.
+                startMediaProjectionCapture(intent!!, mediaProjectionResultData!!, url)
             }
         } catch (e: Exception) {
             Log.e(TAG, "Failed to start capture", e)
@@ -277,21 +323,25 @@ class CaptureService : Service() {
         }
     }
 
-    private fun startMediaProjectionCapture(intent: Intent, url: String) {
-        val resultCode = intent.getIntExtra(EXTRA_RESULT_CODE, 0)
+    /**
+     * Extract the single-use MediaProjection consent token from the start
+     * intent, or null if the intent is missing/redelivered without it.
+     * Called BEFORE startForeground so the mediaProjection FGS type is only
+     * ever requested when a valid token is present (see onStartCommand).
+     */
+    private fun extractProjectionResultData(intent: Intent?): Intent? {
+        if (intent == null) return null
         @Suppress("DEPRECATION")
-        val resultData = if (Build.VERSION.SDK_INT >= Build.VERSION_CODES.TIRAMISU) {
+        return if (Build.VERSION.SDK_INT >= Build.VERSION_CODES.TIRAMISU) {
             intent.getParcelableExtra(EXTRA_RESULT_DATA, Intent::class.java)
         } else {
             intent.getParcelableExtra(EXTRA_RESULT_DATA)
         }
-
-        if (resultData == null) {
-            Log.e(TAG, "No MediaProjection result data")
-            stopSelf()
-            return
     }
 
+    private fun startMediaProjectionCapture(intent: Intent, resultData: Intent, url: String) {
+        val resultCode = intent.getIntExtra(EXTRA_RESULT_CODE, 0)
+
         val projectionManager =
             getSystemService(Context.MEDIA_PROJECTION_SERVICE) as MediaProjectionManager
         val projection = projectionManager.getMediaProjection(resultCode, resultData)
@@ -338,6 +388,25 @@ class CaptureService : Service() {
             onProjectionStopped = { stopSelf() },
         ).also { it.start() }
 
+        // Reuse the same projection to capture system playback audio so
+        // audio-reactive lighting works on-device (API 29+, RECORD_AUDIO
+        // granted). Best-effort: screen capture and the server keep running
+        // if audio is unavailable. Started AFTER ScreenCapture so the
+        // projection's callback is already registered.
+        if (Build.VERSION.SDK_INT >= Build.VERSION_CODES.Q &&
+            checkSelfPermission(Manifest.permission.RECORD_AUDIO) ==
+            PackageManager.PERMISSION_GRANTED
+        ) {
+            audioCapture = AudioCapture(projection, newBridge).also { ac ->
+                if (!ac.start()) {
+                    Log.i(TAG, "Playback audio capture unavailable — continuing without audio")
+                    audioCapture = null
+                }
+            }
+        } else {
+            Log.i(TAG, "RECORD_AUDIO not granted or API < 29 — audio-reactive capture disabled")
+        }
+
         Log.i(TAG, "LedGrab service started (MediaProjection) — web UI at $url")
     }
 
@@ -351,6 +420,10 @@ class CaptureService : Service() {
         screenCapture?.stop()
         screenCapture = null
 
+        // Stop audio before the server: stop() calls bridge.shutdownAudio().
+        audioCapture?.stop()
+        audioCapture = null
+
         rootCapture?.stop()
         rootCapture = null
 

android/app/src/main/java/com/ledgrab/android/ForegroundAppBridge.kt

@@ -0,0 +1,154 @@
+package com.ledgrab.android
+
+import android.app.AppOpsManager
+import android.app.usage.UsageEvents
+import android.app.usage.UsageStatsManager
+import android.content.Context
+import android.content.pm.LauncherApps
+import android.os.Build
+import android.os.Process
+import android.util.Log
+import org.json.JSONArray
+import org.json.JSONObject
+
+/**
+ * Foreground-app + installed-app bridge exposed to the Python server via Chaquopy.
+ *
+ * Backs the Android implementation of the "Application" automation rule
+ * (foreground app -> activate scene). Desktop detects the foreground process via
+ * Win32 ctypes in ``platform_detector.py``; Android has no such API, so this
+ * bridge wraps two in-platform services into synchronous calls a Python thread
+ * can invoke (Chaquopy proxy threads are real OS threads):
+ *
+ *   - [getForegroundPackage] via [UsageStatsManager] (needs PACKAGE_USAGE_STATS,
+ *     a special-access permission granted from Settings — see MainActivity).
+ *   - [listLaunchableApps] via [LauncherApps] for the automation editor's app
+ *     picker (no QUERY_ALL_PACKAGES needed — getActivityList is the sanctioned
+ *     launchable-app enumeration API).
+ *   - [hasUsageAccess] so the server / UI can detect the missing grant.
+ *
+ * Detection only ever string-compares the foreground *package name*, so no label
+ * resolution / package visibility is required at match time.
+ *
+ * Python callers access the singleton via
+ *   `jclass("com.ledgrab.android.ForegroundAppBridge").INSTANCE` — see
+ *   `server/src/ledgrab/core/automations/platform_detector.py`.
+ */
+object ForegroundAppBridge {
+    private const val TAG = "ForegroundAppBridge"
+
+    // Trailing window for queryEvents. queryEvents reports discrete foreground
+    // transitions (not "current app"), and events can lag a few seconds, so we
+    // look back far enough to reliably catch the latest MOVE_TO_FOREGROUND while
+    // staying recent enough not to report a stale app on the ~1s automation tick.
+    private const val WINDOW_MS = 10_000L
+
+    @Volatile private var appContext: Context? = null
+
+    /** Called once from [LedGrabApp.onCreate] to bind the application context. */
+    @JvmStatic
+    fun init(context: Context) {
+        appContext = context.applicationContext
+    }
+
+    /**
+     * Package name of the most recently foregrounded app, or null when none is
+     * found in the trailing window, Usage Access is not granted, or on any error.
+     * Never throws across the JNI boundary.
+     */
+    @JvmStatic
+    fun getForegroundPackage(): String? {
+        val ctx = appContext ?: run {
+            Log.w(TAG, "getForegroundPackage: context not bound (init not called)")
+            return null
+        }
+        return try {
+            val usm = ctx.getSystemService(Context.USAGE_STATS_SERVICE) as? UsageStatsManager
+                ?: return null
+            val end = System.currentTimeMillis()
+            val events = usm.queryEvents(end - WINDOW_MS, end)
+            val event = UsageEvents.Event()
+            var latestPkg: String? = null
+            var latestTs = Long.MIN_VALUE
+            while (events.hasNextEvent()) {
+                events.getNextEvent(event)
+                // ACTIVITY_RESUMED (API 29+) shares the value of the legacy
+                // MOVE_TO_FOREGROUND constant, so the single check covers both.
+                // >= (not >) so that on an exact-timestamp tie the later-iterated
+                // event wins — events arrive chronologically, so that is the most
+                // recent foreground transition.
+                if (event.eventType == UsageEvents.Event.MOVE_TO_FOREGROUND &&
+                    event.timeStamp >= latestTs
+                ) {
+                    latestTs = event.timeStamp
+                    latestPkg = event.packageName
+                }
+            }
+            latestPkg
+        } catch (e: Exception) {
+            // SecurityException when access is missing, plus any service error.
+            Log.w(TAG, "getForegroundPackage failed: ${e.message}")
+            null
+        }
+    }
+
+    /** Whether the user has granted Usage Access (PACKAGE_USAGE_STATS) to this app. */
+    @JvmStatic
+    fun hasUsageAccess(): Boolean {
+        val ctx = appContext ?: return false
+        return try {
+            val appOps = ctx.getSystemService(Context.APP_OPS_SERVICE) as? AppOpsManager
+                ?: return false
+            val mode = if (Build.VERSION.SDK_INT >= Build.VERSION_CODES.Q) {
+                appOps.unsafeCheckOpNoThrow(
+                    AppOpsManager.OPSTR_GET_USAGE_STATS, Process.myUid(), ctx.packageName,
+                )
+            } else {
+                @Suppress("DEPRECATION")
+                appOps.checkOpNoThrow(
+                    AppOpsManager.OPSTR_GET_USAGE_STATS, Process.myUid(), ctx.packageName,
+                )
+            }
+            mode == AppOpsManager.MODE_ALLOWED
+        } catch (e: Exception) {
+            Log.w(TAG, "hasUsageAccess failed: ${e.message}")
+            false
+        }
+    }
+
+    /**
+     * Launchable apps as a JSON array string the Python server parses:
+     *   `[{"package":"com.netflix.mediaclient","label":"Netflix"}, ...]`
+     *
+     * Uses [LauncherApps.getActivityList] (launcher + leanback launchables) —
+     * no QUERY_ALL_PACKAGES. De-duplicated by package, sorted by label.
+     * Returns `[]` on any error.
+     */
+    @JvmStatic
+    fun listLaunchableApps(): String {
+        val arr = JSONArray()
+        val ctx = appContext ?: run {
+            Log.w(TAG, "listLaunchableApps: context not bound (init not called)")
+            return arr.toString()
+        }
+        try {
+            val launcher = ctx.getSystemService(Context.LAUNCHER_APPS_SERVICE) as? LauncherApps
+                ?: return arr.toString()
+            val seen = HashSet<String>()
+            val items = ArrayList<Pair<String, String>>()
+            for (info in launcher.getActivityList(null, Process.myUserHandle())) {
+                val pkg = info.applicationInfo?.packageName ?: continue
+                if (!seen.add(pkg)) continue
+                val label = info.label?.toString().takeUnless { it.isNullOrBlank() } ?: pkg
+                items.add(pkg to label)
+            }
+            items.sortBy { it.second.lowercase() }
+            for ((pkg, label) in items) {
+                arr.put(JSONObject().put("package", pkg).put("label", label))
+            }
+        } catch (e: Exception) {
+            Log.w(TAG, "listLaunchableApps failed: ${e.message}")
+        }
+        return arr.toString()
+    }
+}

android/app/src/main/java/com/ledgrab/android/LedGrabApp.kt

@@ -51,6 +51,13 @@ class LedGrabApp : Application() {
         // Bind application context for the BLE bridge so Python can
         // scan and connect to BLE LED controllers.
         BleBridge.init(this)
+        // Bind application context for the camera bridge so Python can
+        // enumerate cameras and open them on demand (webcam capture).
+        CameraBridge.init(this)
+        // Bind application context for the foreground-app bridge so Python can
+        // detect the foreground app (Application automation rule) and list
+        // launchable apps for the editor's picker.
+        ForegroundAppBridge.init(this)
 
         // Pre-warm the API key on a background thread. First-launch
         // generation does a SharedPreferences.commit() (synchronous

android/app/src/main/java/com/ledgrab/android/LedGrabNotificationListener.kt

@@ -0,0 +1,164 @@
+package com.ledgrab.android
+
+import android.app.Notification
+import android.service.notification.NotificationListenerService
+import android.service.notification.StatusBarNotification
+import android.util.Log
+import com.chaquo.python.Python
+import java.util.concurrent.ConcurrentHashMap
+import java.util.concurrent.ExecutorService
+import java.util.concurrent.Executors
+import java.util.concurrent.RejectedExecutionException
+
+/**
+ * Captures posted OS notifications and forwards the posting app's display
+ * label to the Python notification pipeline, where the existing
+ * `NotificationColorStripSource` fires its one-shot LED effect.
+ *
+ * Direction is Kotlin -> Python via the process-global Chaquopy instance
+ * (NOT a per-[CaptureService] [PythonBridge]): `system_server` binds this
+ * service independently of [CaptureService], so it resolves Python itself.
+ * The Python receiver (`os_notification_listener.push_notification`) is a
+ * no-op whenever the server/listener isn't running, so a notification
+ * arriving before — or after — a capture session is safely ignored.
+ */
+class LedGrabNotificationListener : NotificationListenerService() {
+
+    // Serial executor: the Python receiver does a (non-concurrency-safe) history
+    // disk write and may play a sound, so pushes must not overlap. Off the main
+    // looper to keep the system service responsive.
+    //
+    // Tied to the listener-connection lifecycle (onListenerConnected /
+    // onListenerDisconnected), NOT onDestroy: this is a system-rebindable
+    // service, so it can be connected/disconnected multiple times across a
+    // single onCreate..onDestroy span. Managing the executor here — combined
+    // with the runCatching guard at the submit site — keeps a notification
+    // that races teardown from triggering RejectedExecutionException on a
+    // shut-down executor. @Volatile so the connect/disconnect callbacks (which
+    // may run on a different thread than onNotificationPosted) publish safely.
+    @Volatile private var pushExecutor: ExecutorService? = null
+
+    // Guards executor creation so the lazy submit-site fallback and
+    // onListenerConnected can't race two executors into existence.
+    private val executorLock = Any()
+
+    // packageName -> resolved human-readable label. Matches the app_name the
+    // Windows/Linux backends pass, so per-app colors/filters keep working.
+    // Naturally bounded by the number of notification-posting apps (tens) and
+    // cleared with the process — no eviction needed.
+    private val labelCache = ConcurrentHashMap<String, String>()
+
+    override fun onNotificationPosted(sbn: StatusBarNotification?) {
+        val notification = sbn ?: return
+
+        // The Python server (and thus the listener) only exists during a capture
+        // session. isRunning is a coarse early-out — the authoritative gate is the
+        // Python receiver's None-check — but it avoids needless JNI churn here.
+        if (!CaptureService.isRunning) return
+
+        // Filter notifications that should never drive an effect:
+        //  - ongoing (media transport, downloads): not user-facing "alerts"
+        //  - group summaries: duplicate their child notifications
+        //  - our own foreground-service notification: would self-trigger
+        if (notification.isOngoing) return
+        if ((notification.notification.flags and Notification.FLAG_GROUP_SUMMARY) != 0) return
+        if (notification.packageName == packageName) return
+
+        val label = resolveAppLabel(notification.packageName)
+
+        // Obtain (creating if needed) the executor. onListenerConnected normally
+        // creates it, but that callback is not reliably invoked on every
+        // OEM/version (re)bind, and a notification can arrive before it fires —
+        // lazily creating here keeps a missing/late onListenerConnected from
+        // permanently disabling notification forwarding. A late submit onto an
+        // executor that onListenerDisconnected is shutting down throws
+        // RejectedExecutionException — guard with runCatching so a notification
+        // racing teardown can never crash this system-bound service.
+        val executor = ensureExecutor()
+        runCatching {
+            executor.execute {
+                try {
+                    Python.getInstance()
+                        .getModule(PY_MODULE)
+                        .callAttr("push_notification", label)
+                } catch (t: Throwable) {
+                    // Never crash a system-bound service. Python.getInstance() throws
+                    // IllegalStateException if Python.start() hasn't run (e.g. the
+                    // service was bound at boot before the app process initialized).
+                    // Log at debug — the label is potentially sensitive on a shared TV.
+                    Log.d(TAG, "push_notification failed: ${t.message}")
+                }
+            }
+        }.onFailure { e ->
+            if (e is RejectedExecutionException) {
+                Log.d(TAG, "push rejected — listener disconnecting")
+            } else {
+                throw e
+            }
+        }
+    }
+
+    /** Resolve (and cache) a package's human-readable label; fall back to the package name. */
+    private fun resolveAppLabel(pkg: String): String {
+        labelCache[pkg]?.let { return it }
+        // Only cache SUCCESSFUL resolutions. Caching the package-name fallback
+        // would permanently pin a wrong label if the PackageManager lookup
+        // failed transiently (e.g. the app was mid-install / still updating).
+        val resolved = runCatching {
+            val info = packageManager.getApplicationInfo(pkg, 0)
+            packageManager.getApplicationLabel(info).toString()
+        }.getOrNull()
+        if (resolved != null) {
+            labelCache[pkg] = resolved
+            return resolved
+        }
+        return pkg
+    }
+
+    /**
+     * Return the push executor, creating it under [executorLock] if absent.
+     * Safe against a concurrent onListenerConnected/onNotificationPosted race
+     * (single executor) and against a missing onListenerConnected callback.
+     */
+    private fun ensureExecutor(): ExecutorService {
+        pushExecutor?.let { return it }
+        synchronized(executorLock) {
+            return pushExecutor ?: Executors.newSingleThreadExecutor().also { pushExecutor = it }
+        }
+    }
+
+    override fun onListenerConnected() {
+        Log.i(TAG, "Notification listener connected")
+        // Spin up the push executor on connect. The system can disconnect and
+        // later reconnect this service without destroying it, so own the
+        // executor here rather than in onCreate/onDestroy. onNotificationPosted
+        // also lazily creates it (via ensureExecutor) in case this callback is
+        // late or skipped on some ROMs.
+        ensureExecutor()
+    }
+
+    override fun onListenerDisconnected() {
+        Log.i(TAG, "Notification listener disconnected")
+        // Tear the executor down on disconnect; a fresh one is created on the
+        // next onListenerConnected. Null out first so any in-flight
+        // onNotificationPosted snapshots see null (skips submit) rather than
+        // racing a shutdown executor.
+        pushExecutor?.let { exec ->
+            pushExecutor = null
+            exec.shutdown()
+        }
+    }
+
+    override fun onDestroy() {
+        // Defensive: onListenerDisconnected normally clears this first, but
+        // shut down here too in case onDestroy fires without a prior disconnect.
+        pushExecutor?.shutdown()
+        pushExecutor = null
+        super.onDestroy()
+    }
+
+    companion object {
+        private const val TAG = "LedGrabNotifListener"
+        private const val PY_MODULE = "ledgrab.core.processing.os_notification_listener"
+    }
+}

android/app/src/main/java/com/ledgrab/android/MainActivity.kt

@@ -24,6 +24,7 @@ import android.widget.ImageView
 import android.widget.LinearLayout
 import android.widget.ScrollView
 import android.widget.TextView
+import androidx.core.app.NotificationManagerCompat
 import androidx.core.content.ContextCompat
 import androidx.core.splashscreen.SplashScreen.Companion.installSplashScreen
 import com.google.zxing.BarcodeFormat
@@ -33,6 +34,7 @@ import kotlinx.coroutines.Dispatchers
 import kotlinx.coroutines.MainScope
 import kotlinx.coroutines.cancel
 import kotlinx.coroutines.launch
+import kotlinx.coroutines.runInterruptible
 import kotlinx.coroutines.withContext
 
 /**
@@ -53,7 +55,12 @@ class MainActivity : Activity() {
         private const val SERVER_PORT = 8080
         private const val REQUEST_MEDIA_PROJECTION = 1001
         private const val REQUEST_POST_NOTIFICATIONS = 1002
+        private const val REQUEST_RECORD_AUDIO = 1003
+        private const val REQUEST_CAMERA = 1004
+        private const val REQUEST_BLUETOOTH = 1005
         private const val QR_SIZE_PX = 560
+        private const val NOTIF_PREFS = "ledgrab_notif"
+        private const val KEY_NOTIF_ACCESS_PROMPTED = "notif_access_prompted"
     }
 
     // Stopped-state views (always inflated).
@@ -63,6 +70,8 @@ class MainActivity : Activity() {
     private lateinit var versionText: TextView
     private lateinit var autostartCheck: CheckBox
     private lateinit var autostartPrefs: AutostartPrefs
+    private lateinit var grantNotificationButton: Button
+    private lateinit var grantUsageAccessButton: Button
 
     // Running-state views (lazy-inflated via ViewStub).
     private lateinit var runningPanelStub: ViewStub
@@ -106,6 +115,8 @@ class MainActivity : Activity() {
         toggleButton = findViewById(R.id.toggle_button)
         versionText = findViewById(R.id.version_text)
         autostartCheck = findViewById(R.id.autostart_check)
+        grantNotificationButton = findViewById(R.id.grant_notification_button)
+        grantUsageAccessButton = findViewById(R.id.grant_usage_access_button)
 
         val versionName = packageManager.getPackageInfo(packageName, 0).versionName
         versionText.text = getString(R.string.version_prefix, versionName ?: "?")
@@ -126,8 +137,11 @@ class MainActivity : Activity() {
             autostartCheck.visibility = View.GONE
         }
 
+        grantNotificationButton.setOnClickListener { openNotificationListenerSettings() }
+        grantUsageAccessButton.setOnClickListener { openUsageAccessSettings() }
         toggleButton.setOnClickListener { startCapture() }
 
+        updateStoppedPermissionButtons()
         updateUI()
     }
 
@@ -148,12 +162,16 @@ class MainActivity : Activity() {
 
     override fun onResume() {
         super.onResume()
+        if (!::stoppedPanel.isInitialized) return
         // Restart the pulse if we returned to the foreground while the
-        // service is still running. The running panel's view may have
-        // been recreated; ensureRunningPanelInflated already keys off
-        // the field reference.
-        if (CaptureService.isRunning && ::stoppedPanel.isInitialized) {
+        // service is still running. The running panel's view may have been
+        // recreated; ensureRunningPanelInflated already keys off the field
+        // reference. When stopped, refresh the notification-access button —
+        // the user may have just granted/revoked access in Settings.
+        if (CaptureService.isRunning) {
             updateUI()
+        } else {
+            updateStoppedPermissionButtons()
         }
     }
 
@@ -173,7 +191,13 @@ class MainActivity : Activity() {
         toggleButton.text = getString(R.string.btn_starting)
         statusText.text = getString(R.string.status_checking_root)
         uiScope.launch(Dispatchers.IO) {
-            val rooted = Root.requestGrant()
+            // runInterruptible so a config change (rotation) during the
+            // up-to-10s `su` probe cancels the coroutine AND interrupts the
+            // blocking probe thread — Root.requestGrant honours the interrupt,
+            // destroys the su child, and rethrows, so we don't leak the
+            // process + drain thread. Without this, IO-dispatcher cancellation
+            // would not interrupt the blocking waitFor().
+            val rooted = runInterruptible { Root.requestGrant() }
             withContext(Dispatchers.Main) {
                 toggleButton.isEnabled = true
                 toggleButton.text = originalText
@@ -196,6 +220,9 @@ class MainActivity : Activity() {
 
     private fun startRootCaptureService() {
         ensureNotificationPermission()
+        ensureNotificationListenerAccess()
+        ensureCameraPermission()
+        ensureBluetoothPermissions()
         ContextCompat.startForegroundService(this, CaptureService.createRootIntent(this))
         updateUI()
     }
@@ -215,6 +242,10 @@ class MainActivity : Activity() {
 
     private fun startCaptureService(resultCode: Int, resultData: Intent) {
         ensureNotificationPermission()
+        ensureNotificationListenerAccess()
+        ensureAudioPermission()
+        ensureCameraPermission()
+        ensureBluetoothPermissions()
         val intent = CaptureService.createIntent(this, resultCode, resultData)
         ContextCompat.startForegroundService(this, intent)
         updateUI()
@@ -471,4 +502,152 @@ class MainActivity : Activity() {
             }
         }
     }
+
+    /**
+     * Request RECORD_AUDIO (API 29+) so the capture service can capture
+     * system playback audio for audio-reactive lighting.  Fire-and-forget,
+     * like [ensureNotificationPermission]: capture still works without it
+     * (just no audio), so we don't block on the result.  If first granted
+     * here, audio becomes available on the next Start.
+     */
+    private fun ensureAudioPermission() {
+        if (Build.VERSION.SDK_INT < Build.VERSION_CODES.Q) return
+        if (checkSelfPermission(Manifest.permission.RECORD_AUDIO)
+            != PackageManager.PERMISSION_GRANTED
+        ) {
+            @Suppress("DEPRECATION")
+            requestPermissions(
+                arrayOf(Manifest.permission.RECORD_AUDIO),
+                REQUEST_RECORD_AUDIO,
+            )
+        }
+    }
+
+    /**
+     * Request CAMERA so the capture service can open the device camera for
+     * on-device webcam capture.  Fire-and-forget, like [ensureAudioPermission]:
+     * capture still works without it (just no camera engine), so we don't block
+     * on the result.  Gated on actual camera hardware via FEATURE_CAMERA_ANY so
+     * camera-less TV boxes (the common case) never see the prompt.  The camera
+     * is opened on demand only while a camera source is active — granting this
+     * does not keep the camera on.  If first granted here, the camera engine
+     * becomes available on the next Start.
+     */
+    private fun ensureCameraPermission() {
+        if (!packageManager.hasSystemFeature(PackageManager.FEATURE_CAMERA_ANY)) return
+        if (checkSelfPermission(Manifest.permission.CAMERA)
+            != PackageManager.PERMISSION_GRANTED
+        ) {
+            @Suppress("DEPRECATION")
+            requestPermissions(
+                arrayOf(Manifest.permission.CAMERA),
+                REQUEST_CAMERA,
+            )
+        }
+    }
+
+    /**
+     * Request BLUETOOTH_SCAN + BLUETOOTH_CONNECT (API 31+) so the embedded
+     * server can discover and drive BLE LED controllers (SP110E / Triones /
+     * Zengge). On API < 31 these are install-time legacy permissions
+     * (BLUETOOTH / BLUETOOTH_ADMIN / ACCESS_FINE_LOCATION, maxSdk=30) and
+     * need no runtime grant — so this is a no-op there. Fire-and-forget,
+     * like [ensureAudioPermission]: screen capture works without BLE, and
+     * BleBridge degrades gracefully (empty scan / failed connect) when the
+     * grant is denied, so we don't block on the result. If first granted
+     * here, BLE devices become reachable on the next scan/connect.
+     */
+    private fun ensureBluetoothPermissions() {
+        if (Build.VERSION.SDK_INT < Build.VERSION_CODES.S) return
+        val needed = listOf(
+            Manifest.permission.BLUETOOTH_SCAN,
+            Manifest.permission.BLUETOOTH_CONNECT,
+        ).filter {
+            checkSelfPermission(it) != PackageManager.PERMISSION_GRANTED
+        }
+        if (needed.isEmpty()) return
+        @Suppress("DEPRECATION")
+        requestPermissions(needed.toTypedArray(), REQUEST_BLUETOOTH)
+    }
+
+    /** Whether the user has granted notification-listener access to this app. */
+    private fun isNotificationAccessGranted(): Boolean =
+        NotificationManagerCompat.getEnabledListenerPackages(this).contains(packageName)
+
+    /** Open the system Notification-access screen (manual affordance / re-grant). */
+    private fun openNotificationListenerSettings() {
+        runCatching {
+            startActivity(Intent(Settings.ACTION_NOTIFICATION_LISTENER_SETTINGS))
+        }.onFailure { Log.w(TAG, "Notification-access settings unavailable: ${it.message}") }
+    }
+
+    /**
+     * Whether Usage Access (PACKAGE_USAGE_STATS) is granted — needed by the
+     * foreground-app automation rule. Delegates to the bridge's AppOps check.
+     */
+    private fun isUsageAccessGranted(): Boolean = ForegroundAppBridge.hasUsageAccess()
+
+    /**
+     * Open the system Usage-Access screen so the user can grant LedGrab access
+     * for the foreground-app automation rule. Falls back to the generic Settings
+     * screen on TV-box OEM builds that strip the dedicated intent.
+     */
+    private fun openUsageAccessSettings() {
+        runCatching {
+            startActivity(Intent(Settings.ACTION_USAGE_ACCESS_SETTINGS))
+        }.onFailure {
+            Log.w(TAG, "Usage-access settings unavailable: ${it.message}")
+            runCatching { startActivity(Intent(Settings.ACTION_SETTINGS)) }
+        }
+    }
+
+    /**
+     * Prompt-once-then-remember: the first time capture starts without
+     * notification-listener access, open the settings screen so the user can
+     * grant it — then never nag again (the manual "Grant notification access"
+     * button stays available). Fire-and-forget like [ensureNotificationPermission].
+     */
+    private fun ensureNotificationListenerAccess() {
+        if (isNotificationAccessGranted()) return
+        val prefs = getSharedPreferences(NOTIF_PREFS, MODE_PRIVATE)
+        if (prefs.getBoolean(KEY_NOTIF_ACCESS_PROMPTED, false)) return
+        prefs.edit().putBoolean(KEY_NOTIF_ACCESS_PROMPTED, true).apply()
+        openNotificationListenerSettings()
+    }
+
+    /**
+     * Show each "Grant <permission> access" button only while that access is
+     * missing, then re-wire the D-pad focus chain. Called on create and on resume
+     * (access can change in Settings while we're backgrounded). The usage-access
+     * button is a passive affordance (no auto-prompt at capture start) — the
+     * primary guidance is the web-UI banner when an Android app rule needs it.
+     */
+    private fun updateStoppedPermissionButtons() {
+        if (!::grantNotificationButton.isInitialized) return
+        grantNotificationButton.visibility =
+            if (isNotificationAccessGranted()) View.GONE else View.VISIBLE
+        grantUsageAccessButton.visibility =
+            if (isUsageAccessGranted()) View.GONE else View.VISIBLE
+        wireStoppedFocusChain()
+    }
+
+    /**
+     * Link the visible stopped-panel controls into a single up/down D-pad chain.
+     * The optional controls (the grant-access buttons and the root-only autostart
+     * checkbox) may be GONE, so the chain is computed from whatever is visible —
+     * a static nextFocus pointing at a GONE view would strand the focus on a TV
+     * remote.
+     */
+    private fun wireStoppedFocusChain() {
+        val chain = listOfNotNull(
+            toggleButton,
+            grantNotificationButton.takeIf { it.visibility == View.VISIBLE },
+            grantUsageAccessButton.takeIf { it.visibility == View.VISIBLE },
+            autostartCheck.takeIf { it.visibility == View.VISIBLE },
+        )
+        chain.forEachIndexed { i, view ->
+            view.nextFocusUpId = (chain.getOrNull(i - 1) ?: view).id
+            view.nextFocusDownId = (chain.getOrNull(i + 1) ?: view).id
+        }
+    }
 }

android/app/src/main/java/com/ledgrab/android/PythonBridge.kt

@@ -28,6 +28,7 @@ class PythonBridge(private val context: Context) {
     // single-writer/single-reader pattern we have here.
     @Volatile private var mediaProjectionEngine: PyObject? = null
     @Volatile private var rootEngine: PyObject? = null
+    @Volatile private var androidAudioEngine: PyObject? = null
 
     /**
      * Configure the MediaProjection engine with screen dimensions.
@@ -53,6 +54,49 @@ class PythonBridge(private val context: Context) {
         Log.i(TAG, "Root screenrecord engine configured: ${width}x${height}")
     }
 
+    /**
+     * Configure the Android playback-capture audio engine with the format
+     * actually negotiated by [AudioCapture]'s `AudioRecord`. Must be called
+     * before [pushAudio]. Caches the module handle for the per-block fast
+     * path (same pattern as [configureCapture]).
+     */
+    fun configureAudio(sampleRate: Int, channels: Int, chunkFrames: Int) {
+        val py = Python.getInstance()
+        val engine = py.getModule("ledgrab.core.audio.android_audio_engine")
+        engine.callAttr("configure", sampleRate, channels, chunkFrames)
+        androidAudioEngine = engine
+        Log.i(TAG, "Android audio engine configured: sr=$sampleRate ch=$channels chunk=$chunkFrames")
+    }
+
+    /**
+     * Push one interleaved little-endian float32 PCM block to the Python
+     * audio engine. Called from [AudioCapture]'s capture thread. The byte
+     * array crosses the JNI boundary; Python copies it on receipt, so the
+     * caller may reuse the same buffer for the next block.
+     */
+    fun pushAudio(pcmFloat32: ByteArray) {
+        if (!running) return
+        val engine = androidAudioEngine ?: return
+        try {
+            engine.callAttr("push_samples", pcmFloat32)
+        } catch (e: Exception) {
+            Log.w(TAG, "Failed to push audio: ${e.message}")
+        }
+    }
+
+    /**
+     * Deactivate the Python audio engine. Called from [AudioCapture.stop].
+     */
+    fun shutdownAudio() {
+        val engine = androidAudioEngine ?: return
+        try {
+            engine.callAttr("shutdown")
+        } catch (e: Exception) {
+            Log.w(TAG, "Failed to shut down audio engine: ${e.message}")
+        }
+        androidAudioEngine = null
+    }
+
     /**
      * Start the LedGrab FastAPI server on a background thread.
      *

android/app/src/main/java/com/ledgrab/android/Root.kt

@@ -20,6 +20,11 @@ import java.util.concurrent.TimeUnit
 object Root {
     private const val TAG = "Root"
 
+    // Slice length for the cancellation-aware su probe wait loop. Short
+    // enough that coroutine cancellation is honoured promptly, long enough
+    // to avoid busy-spinning while Magisk's grant dialog is up.
+    private const val POLL_SLICE_MS = 100L
+
     private val SU_PATHS = listOf(
         "/system/bin/su",
         "/system/xbin/su",
@@ -49,17 +54,19 @@ object Root {
             return false
         }
 
+        var process: Process? = null
         val granted = try {
             // redirectErrorStream merges stderr into stdout so a single
             // drain thread is enough — avoids the classic pipe-buffer
             // deadlock where waitFor() blocks because stderr filled up.
-            val process = ProcessBuilder("su", "-c", "id")
+            val proc = ProcessBuilder("su", "-c", "id")
                 .redirectErrorStream(true)
                 .start()
+            process = proc
             val outputBuilder = StringBuilder()
             val drain = Thread({
                 try {
-                    BufferedReader(InputStreamReader(process.inputStream)).use { r ->
+                    BufferedReader(InputStreamReader(proc.inputStream)).use { r ->
                         val buf = CharArray(512)
                         while (true) {
                             val n = r.read(buf)
@@ -72,17 +79,35 @@ object Root {
                 }
             }, "Root-su-drain").apply { isDaemon = true; start() }
 
-            val finished = process.waitFor(timeoutSeconds, TimeUnit.SECONDS)
+            // Cancellation-aware wait: callers run this on a coroutine
+            // (MainActivity wraps it in runInterruptible), so a config change
+            // mid-probe cancels the coroutine and interrupts this thread.
+            // Poll waitFor() in short slices and honour interruption so we
+            // don't leak the `su` child + its drain thread for up to 10s.
+            // The catch(InterruptedException) below destroys the process; we
+            // re-arm the interrupt and rethrow so coroutine cancellation
+            // propagates cleanly.
+            val deadlineNanos = System.nanoTime() + TimeUnit.SECONDS.toNanos(timeoutSeconds)
+            var finished = false
+            while (System.nanoTime() < deadlineNanos) {
+                if (proc.waitFor(POLL_SLICE_MS, TimeUnit.MILLISECONDS)) {
+                    finished = true
+                    break
+                }
+                // Throws InterruptedException if the thread was interrupted
+                // by coroutine cancellation — handled below to tear down.
+                if (Thread.interrupted()) throw InterruptedException("su probe cancelled")
+            }
             if (!finished) {
-                process.destroyForcibly()
+                proc.destroyForcibly()
                 drain.join(500)
                 Log.w(TAG, "su -c id timed out after ${timeoutSeconds}s")
                 false
             } else {
                 drain.join(500)
                 val output = synchronized(outputBuilder) { outputBuilder.toString() }
-                if (process.exitValue() != 0) {
-                    Log.w(TAG, "su -c id exited with ${process.exitValue()} output='${output.trim()}'")
+                if (proc.exitValue() != 0) {
+                    Log.w(TAG, "su -c id exited with ${proc.exitValue()} output='${output.trim()}'")
                     false
                 } else {
                     val rooted = output.contains("uid=0")
@@ -90,8 +115,17 @@ object Root {
                     rooted
                 }
             }
+        } catch (e: InterruptedException) {
+            // Coroutine cancelled mid-probe (e.g. config change). Kill the
+            // su child so it doesn't outlive the cancelled work, re-arm the
+            // interrupt flag, and rethrow so the coroutine cancels cleanly.
+            // Do NOT cache a result — the probe never completed.
+            runCatching { process?.destroyForcibly() }
+            Thread.currentThread().interrupt()
+            throw e
         } catch (e: Exception) {
             Log.w(TAG, "su invocation failed: ${e.message}")
+            runCatching { process?.destroyForcibly() }
             false
         }
 

android/app/src/main/java/com/ledgrab/android/RootScreenrecord.kt

@@ -89,14 +89,15 @@ class RootScreenrecord(
         running = true
 
         try {
-            imageReader = buildImageReader()
-            decoder = buildDecoder(imageReader!!)
-            process = spawnScreenrecord() ?: run {
+            val reader = buildImageReader().also { imageReader = it }
+            val codec = buildDecoder(reader).also { decoder = it }
+            val proc = spawnScreenrecord() ?: run {
                 stop()
                 return false
             }
-            startInputPump(process!!.inputStream, decoder!!)
-            startOutputDrain(decoder!!)
+            process = proc
+            startInputPump(proc.inputStream, codec)
+            startOutputDrain(codec)
             Log.i(TAG, "Root capture pipeline started (${width}x$height @ ${fps}fps)")
             return true
         } catch (e: Exception) {
@@ -178,6 +179,14 @@ class RootScreenrecord(
                         buffer.get(frameBuffer, row * rowBytes, rowBytes)
                     }
                 }
+                // CONTRACT: frameBuffer is REUSED across frames (single-threaded
+                // reader callback — no copy here). Safety depends on the Python
+                // receiver copying the bytes before this callback returns and
+                // overwrites the buffer for the next frame. It does:
+                // PythonBridge.pushRootFrame → root_screenrecord_engine.push_frame
+                // (server/src/ledgrab/core/capture_engines/root_screenrecord_engine.py)
+                // does `rgba[:, :, :3].copy()`, so the queued frame owns its
+                // pixels independently of this buffer. Do NOT remove that copy.
                 bridge.pushRootFrame(frameBuffer, width, height)
                 framesDeliveredCounter.incrementAndGet()
             } catch (e: Exception) {

android/app/src/main/java/com/ledgrab/android/ScreenCapture.kt

@@ -147,6 +147,14 @@ class ScreenCapture(
                     }
                 }
 
+                // CONTRACT: frameBuffer is REUSED across frames (single-threaded
+                // capture handler — no copy here). Safety depends on the Python
+                // receiver copying the bytes before this callback returns and
+                // overwrites the buffer for the next frame. It does:
+                // PythonBridge.pushFrame → mediaprojection_engine.push_frame
+                // (server/src/ledgrab/core/capture_engines/mediaprojection_engine.py)
+                // does `rgba[:, :, :3].copy()`, so the queued frame owns its
+                // pixels independently of this buffer. Do NOT remove that copy.
                 bridge.pushFrame(frameBuffer, captureWidth, captureHeight)
 
                 // Advance the pacing accumulator. If we fell badly behind

android/app/src/main/res/layout/activity_main.xml

@@ -66,6 +66,36 @@
             android:focusableInTouchMode="true"
             android:nextFocusDown="@+id/autostart_check" />
 
+        <!-- Shown only while notification-listener access is missing. The D-pad
+             focus chain is wired at runtime (wireStoppedFocusChain) because this
+             button and the autostart checkbox are both conditionally visible. -->
+        <Button
+            android:id="@+id/grant_notification_button"
+            style="@style/Widget.LedGrab.Button.Secondary"
+            android:layout_width="320dp"
+            android:layout_height="56dp"
+            android:layout_marginTop="20dp"
+            android:text="@string/btn_grant_notification_access"
+            android:textSize="18sp"
+            android:focusable="true"
+            android:focusableInTouchMode="true"
+            android:visibility="gone" />
+
+        <!-- Shown only while Usage Access is missing (needed by the foreground-app
+             automation rule). Like the grant-notification button, its D-pad focus
+             chain is wired at runtime (wireStoppedFocusChain). -->
+        <Button
+            android:id="@+id/grant_usage_access_button"
+            style="@style/Widget.LedGrab.Button.Secondary"
+            android:layout_width="320dp"
+            android:layout_height="56dp"
+            android:layout_marginTop="20dp"
+            android:text="@string/btn_grant_usage_access"
+            android:textSize="18sp"
+            android:focusable="true"
+            android:focusableInTouchMode="true"
+            android:visibility="gone" />
+
         <CheckBox
             android:id="@+id/autostart_check"
             android:layout_width="wrap_content"

android/app/src/main/res/values-ru/strings.xml

@@ -25,4 +25,7 @@
     <string name="notification_channel_description">Отображается, пока LedGrab захватывает экран.</string>
     <string name="notification_title">LedGrab работает</string>
     <string name="notification_text">Веб-интерфейс: %1$s</string>
+    <string name="notification_listener_label">Захват уведомлений LedGrab</string>
+    <string name="btn_grant_notification_access">Разрешить доступ к уведомлениям</string>
+    <string name="btn_grant_usage_access">Разрешить доступ к статистике использования</string>
 </resources>

android/app/src/main/res/values-zh/strings.xml

@@ -25,4 +25,7 @@
     <string name="notification_channel_description">LedGrab 捕获屏幕时显示。</string>
     <string name="notification_title">LedGrab 运行中</string>
     <string name="notification_text">Web界面:%1$s</string>
+    <string name="notification_listener_label">LedGrab 通知捕获</string>
+    <string name="btn_grant_notification_access">授予通知访问权限</string>
+    <string name="btn_grant_usage_access">授予使用情况访问权限</string>
 </resources>

android/app/src/main/res/values/strings.xml

@@ -25,4 +25,7 @@
     <string name="notification_channel_description">Shows while LedGrab is capturing the screen.</string>
     <string name="notification_title">LedGrab Running</string>
     <string name="notification_text">Web UI: %1$s</string>
+    <string name="notification_listener_label">LedGrab notification capture</string>
+    <string name="btn_grant_notification_access">Grant notification access</string>
+    <string name="btn_grant_usage_access">Grant usage access</string>
 </resources>

build/installer.nsi

@@ -56,9 +56,10 @@ SetCompressor /SOLID lzma
 ; ── Functions ─────────────────────────────────────────────
 
 Function LaunchApp
+  ; Only launch the app — do NOT open the browser here. A manual launch (no
+  ; --autostart) makes the app open the WebUI itself once /health responds,
+  ; so opening the URL here too made the page appear twice.
   ExecShell "open" "wscript.exe" '"$INSTDIR\scripts\${VBSNAME}"'
-  Sleep 2000
-  ExecShell "open" "http://localhost:8080/"
 FunctionEnd
 
 ; Detect running instance before install (file lock check on python.exe)

docs/CALIBRATION.md

@@ -54,7 +54,48 @@ When you attach a device, a default calibration is created:
 }
 ```
 
-## Custom Calibration
+## Automatic Calibration
+
+The easiest way to calibrate your strip is the **Auto-Calibrate** wizard, available directly
+from the calibration modal. No LED counting required — just answer three questions and tap four
+corners.
+
+### Prerequisites
+
+- A **Color Strip Source** (not a device-only target) associated with the strip.
+- A **WLED device** connected and reachable by LedGrab.
+
+### How to Start
+
+1. Open the **Calibration** modal for your strip source (pencil icon → Calibration tab).
+2. Click the **Auto-calibrate** button in the modal footer.
+3. Follow the five-step wizard.
+
+### Wizard Steps
+
+| Step | What you do |
+| ---- | ----------- |
+| 1. Device | Select the WLED device that drives the strip. |
+| 2. Start corner | LED #0 lights up on your device. Tap the corner where you see it. |
+| 3. Direction | Sweep a few LEDs light up in sequence. Tap the direction they move. |
+| 4. Mark corners | Use the step buttons to sweep to each remaining corner, then tap **Mark corner**. Repeat for all 4 corners. |
+| 5. Preview & Save | Review the detected layout (start position, direction, LED counts per edge). Click **Save** to apply. |
+
+### What Happens in the Background
+
+- A calibration session takes exclusive control of the device for the duration of the wizard;
+  any previously running effect is paused and automatically restored when the wizard exits
+  (whether by saving, cancelling, or closing the modal).
+- The solved `CalibrationConfig` is written directly to the Color Strip Source via the existing
+  PUT endpoint and takes effect immediately (no restart needed).
+
+### Tips
+
+- If LED #0 is hard to see, reduce ambient lighting briefly.
+- The wizard works in the browser — desktop and Android TV app both supported.
+- If you make a mistake in step 4, use **Step back** to re-mark the previous corner.
+
+## Manual Calibration
 
 ### Step 1: Identify Your LED Layout
 

server/CLAUDE.md

@@ -6,33 +6,35 @@
 - `src/ledgrab/api/routes/` — REST API endpoints (one file per entity)
 - `src/ledgrab/api/schemas/` — Pydantic request/response models (one file per entity)
 - `src/ledgrab/core/` — Core business logic (capture, devices, audio, processing, automations)
-- `src/ledgrab/storage/` — Data models (dataclasses) and JSON persistence stores
+- `src/ledgrab/storage/` — Data models (dataclasses) and SQLite-backed persistence stores (`BaseSqliteStore`)
 - `src/ledgrab/utils/` — Utility functions (logging, monitor detection, SSRF validation, sound playback)
 - `src/ledgrab/static/` — Frontend files (TypeScript, CSS, locales)
 - `src/ledgrab/templates/` — Jinja2 HTML templates
 - `config/` — Configuration files (YAML)
-- `data/` — Runtime data (JSON stores, persisted state)
+- `data/` — Runtime data: SQLite database (`ledgrab.db`) + assets. Relocate the root with `LEDGRAB_DATA_DIR`.
 
 ## Entity & Storage Pattern
 
-Each entity follows: dataclass model (`storage/`) + JSON store (`storage/*_store.py`) + Pydantic schemas (`api/schemas/`) + routes (`api/routes/`).
+Each entity follows: dataclass model (`storage/`) + SQLite store (`storage/*_store.py`, subclassing `BaseSqliteStore`) + Pydantic schemas (`api/schemas/`) + routes (`api/routes/`).
+
+Stores keep an in-memory write-through cache over a per-entity SQLite table (the legacy `BaseJsonStore` still exists for reference but new stores use `BaseSqliteStore`). Schema/data shape changes go through `storage/data_migrations.py` — migrations are idempotent and tracked in a dedicated `data_migrations` audit table, so they run safely on every startup. **When renaming or restructuring stored fields, add a migration there** (see the Data Migration Policy in the root `CLAUDE.md`).
 
 ## Authentication
 
-Server uses API key authentication via Bearer token in `Authorization` header.
+API key authentication via Bearer token in the `Authorization` header (`Authorization: Bearer <key>`). WebSocket connections authenticate with a first-message handshake (`{"type":"auth","token":"<key>"}`). See `src/ledgrab/api/auth.py` for the canonical logic.
 
-- Config: `config/default_config.yaml` under `auth.api_keys`
-- Env var: `LEDGRAB_AUTH__API_KEYS`
-- When `api_keys` is empty (default), auth is disabled — all endpoints are open
-- To enable auth, add key entries (e.g. `dev: "your-secret-key"`)
+- Config: `config/default_config.yaml` under `auth.api_keys`; env var `LEDGRAB_AUTH__API_KEYS`
+- When `api_keys` is **empty** (default): **loopback** requests (`127.0.0.1` / `::1` / `localhost`) are allowed anonymously, but **LAN / remote** requests are rejected with `401`. Auth is *not* fully open.
+- When `api_keys` is **set**: a valid Bearer token is required from every client (loopback included).
+- `require_authenticated()` rejects even loopback-anonymous callers on sensitive endpoints (e.g. backup download, secret reveal).
 
 ## Common Tasks
 
 ### Adding a new API endpoint
 
-1. Create route file in `api/routes/`
+1. Create route file in `api/routes/` (define an `APIRouter(prefix="/api/v1/...")`)
 2. Define request/response schemas in `api/schemas/`
-3. Register the router in `main.py`
+3. Register the router in `api/__init__.py` (it aggregates every route module into the single `router` that `main.py` mounts)
 4. Restart the server
 5. Test via `/docs` (Swagger UI)
 

server/config/default_config.yaml

@@ -15,11 +15,12 @@ auth:
   #   - LAN requests are REJECTED with 401 (security default)
   # To enable LAN access, uncomment the example below and replace the value
   # with a secret you generated yourself (e.g. `openssl rand -hex 32`).
-  # The previous default `dev: "development-key-change-in-production"` has
-  # been removed — it shipped as a publicly-known token and any deployment
-  # that still uses it grants full LAN access to anyone on the network.
+  # Do NOT ship a hard-coded key here — a publicly-known token grants full
+  # LAN access to anyone on the network.
   api_keys:
-    dev: "development-key-change-in-production"
+    default: "development-key-change-in-production"
+  # api_keys:
+  #   my-client: "replace-with-output-of-openssl-rand-hex-32"
 
 # Storage paths default to ./data relative to the server's working directory.
 # Set LEDGRAB_DATA_DIR in the environment to point at a different data root

server/pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "ledgrab"
-version = "0.7.0"
+version = "0.8.2"
 description = "Ambient lighting system that captures screen content and drives LED strips in real time"
 authors = [
     {name = "Alexei Dolgolyov", email = "dolgolyov.alexei@gmail.com"}

server/src/ledgrab/__init__.py

@@ -9,7 +9,7 @@ from pathlib import Path
 # In dev (running from source without `pip install -e .`) and on Android
 # (Chaquopy embeds the source directly with no dist-info), we additionally
 # read pyproject.toml so the version is always correct without manual sync.
-_FALLBACK_VERSION = "0.7.0"
+_FALLBACK_VERSION = "0.8.1"
 
 
 def _read_pyproject_version() -> str | None:

server/src/ledgrab/__main__.py

@@ -39,8 +39,9 @@ _fix_embedded_tcl_paths()
 
 import uvicorn  # noqa: E402
 
-from ledgrab.config import get_config  # noqa: E402
+from ledgrab.config import Config, get_config  # noqa: E402
 from ledgrab.server_ref import set_server, set_tray  # noqa: E402
+from ledgrab.shutdown_state import GRACEFUL_SHUTDOWN_TIMEOUT  # noqa: E402
 from ledgrab.tray import PYSTRAY_AVAILABLE, TrayManager  # noqa: E402
 from ledgrab.utils import setup_logging, get_logger  # noqa: E402
 from ledgrab.utils.platform import is_windows  # noqa: E402
@@ -108,17 +109,28 @@ def _check_port(host: str, port: int) -> None:
             sys.exit(1)
 
 
-def main() -> None:
-    config = get_config()
-    _check_port(config.server.host, config.server.port)
+def _build_server(config: Config) -> uvicorn.Server:
+    """Construct the uvicorn Server with a bounded graceful-shutdown timeout.
 
+    Extracted so the graceful-shutdown bound is unit-testable — leaving it
+    unset (the uvicorn default of ``None``) is the regression that strands
+    LED targets and prevents the process from exiting.
+    """
     uv_config = uvicorn.Config(
         "ledgrab.main:app",
         host=config.server.host,
         port=config.server.port,
         log_level=config.server.log_level.lower(),
+        timeout_graceful_shutdown=GRACEFUL_SHUTDOWN_TIMEOUT,
     )
-    server = uvicorn.Server(uv_config)
+    return uvicorn.Server(uv_config)
+
+
+def main() -> None:
+    config = get_config()
+    _check_port(config.server.host, config.server.port)
+
+    server = _build_server(config)
     set_server(server)
 
     # Wire the OS-shutdown safety net. The lifespan in ``ledgrab.main`` signals
@@ -165,9 +177,11 @@ def main() -> None:
         tray.run()
 
         # Tray exited — wait for server to finish its graceful shutdown.
-        # Use a longer join than the lifespan's own ~18 s budget so we don't
-        # cut the DB checkpoint short on a slow disk.
-        server_thread.join(timeout=20)
+        # Budget: the graceful-shutdown wait (GRACEFUL_SHUTDOWN_TIMEOUT) runs
+        # first, then the lifespan's own ~16 s shutdown (target restore + DB
+        # checkpoint). Join longer than their sum so a slow disk doesn't get
+        # the DB checkpoint cut short.
+        server_thread.join(timeout=25)
         if guard is not None:
             guard.stop()
     else:

server/src/ledgrab/android_entry.py

@@ -84,6 +84,8 @@ def start_server(data_dir: str, port: int = 8080, api_key: str | None = None) ->
             "LEDGRAB_AUTH__API_KEYS."
         )
 
+    from ledgrab.shutdown_state import GRACEFUL_SHUTDOWN_TIMEOUT
+
     uv_config = uvicorn.Config(
         "ledgrab.main:app",
         host=config.server.host,
@@ -91,6 +93,9 @@ def start_server(data_dir: str, port: int = 8080, api_key: str | None = None) ->
         log_level=config.server.log_level.lower(),
         # No uvloop/httptools on Android — use pure-Python asyncio
         loop="asyncio",
+        # Bound the graceful-shutdown wait so stop_server() can't hang forever
+        # on a lingering WebView events WebSocket — see shutdown_state for why.
+        timeout_graceful_shutdown=GRACEFUL_SHUTDOWN_TIMEOUT,
     )
 
     global _server, _loop

server/src/ledgrab/api/__init__.py

@@ -18,6 +18,7 @@ from .routes.audio_templates import router as audio_templates_router
 from .routes.value_sources import router as value_sources_router
 from .routes.automations import router as automations_router
 from .routes.scene_presets import router as scene_presets_router
+from .routes.scene_playlists import router as scene_playlists_router
 from .routes.webhooks import router as webhooks_router
 from .routes.sync_clocks import router as sync_clocks_router
 from .routes.color_strip_processing import router as cspt_router
@@ -33,6 +34,10 @@ from .routes.audio_processing_templates import router as audio_processing_templa
 from .routes.audio_filters import router as audio_filters_router
 from .routes.pattern_templates import router as pattern_templates_router
 from .routes.preferences import router as preferences_router
+from .routes.snapshot import router as snapshot_router
+from .routes.graph import router as graph_router
+from .routes.calibration import router as calibration_router
+from .routes.setup import router as setup_router
 
 router = APIRouter()
 router.include_router(system_router)
@@ -51,6 +56,7 @@ router.include_router(output_targets_router)
 router.include_router(output_targets_control_router)
 router.include_router(automations_router)
 router.include_router(scene_presets_router)
+router.include_router(scene_playlists_router)
 router.include_router(webhooks_router)
 router.include_router(sync_clocks_router)
 router.include_router(cspt_router)
@@ -66,5 +72,9 @@ router.include_router(audio_processing_templates_router)
 router.include_router(audio_filters_router)
 router.include_router(pattern_templates_router)
 router.include_router(preferences_router)
+router.include_router(snapshot_router)
+router.include_router(graph_router)
+router.include_router(calibration_router)
+router.include_router(setup_router)
 
 __all__ = ["router"]

server/src/ledgrab/api/auth.py

@@ -80,6 +80,7 @@ def verify_api_key(
     if not config.auth.api_keys:
         # No keys configured — allow loopback only.
         if _is_loopback(client_host):
+            request.state.auth_label = "anonymous"
             return "anonymous"
         # Allow caller to authenticate explicitly even without configured keys?
         # No — there are no keys to compare against. Reject.
@@ -123,6 +124,9 @@ def verify_api_key(
     # Log successful authentication
     logger.debug(f"Authenticated as: {authenticated_as}")
 
+    # Stash the friendly label so the access-log middleware can attribute the
+    # request to a client without re-running the token comparison.
+    request.state.auth_label = authenticated_as
     return authenticated_as
 
 

server/src/ledgrab/api/dependencies.py

@@ -19,6 +19,7 @@ from ledgrab.storage.audio_template_store import AudioTemplateStore
 from ledgrab.storage.value_source_store import ValueSourceStore
 from ledgrab.storage.automation_store import AutomationStore
 from ledgrab.storage.scene_preset_store import ScenePresetStore
+from ledgrab.storage.scene_playlist_store import ScenePlaylistStore
 from ledgrab.storage.sync_clock_store import SyncClockStore
 from ledgrab.storage.color_strip_processing_template_store import (
     ColorStripProcessingTemplateStore,
@@ -27,6 +28,7 @@ from ledgrab.storage.gradient_store import GradientStore
 from ledgrab.storage.weather_source_store import WeatherSourceStore
 from ledgrab.storage.asset_store import AssetStore
 from ledgrab.core.automations.automation_engine import AutomationEngine
+from ledgrab.core.scenes.playlist_engine import PlaylistEngine
 from ledgrab.core.weather.weather_manager import WeatherManager
 from ledgrab.core.backup.auto_backup import AutoBackupEngine
 from ledgrab.core.processing.sync_clock_manager import SyncClockManager
@@ -110,6 +112,14 @@ def get_automation_engine() -> AutomationEngine:
     return _get("automation_engine", "Automation engine")
 
 
+def get_scene_playlist_store() -> ScenePlaylistStore:
+    return _get("scene_playlist_store", "Scene playlist store")
+
+
+def get_playlist_engine() -> PlaylistEngine:
+    return _get("playlist_engine", "Playlist engine")
+
+
 def get_auto_backup_engine() -> AutoBackupEngine:
     return _get("auto_backup_engine", "Auto-backup engine")
 
@@ -226,7 +236,9 @@ def init_dependencies(
     value_source_store: ValueSourceStore | None = None,
     automation_store: AutomationStore | None = None,
     scene_preset_store: ScenePresetStore | None = None,
+    scene_playlist_store: ScenePlaylistStore | None = None,
     automation_engine: AutomationEngine | None = None,
+    playlist_engine: PlaylistEngine | None = None,
     auto_backup_engine: AutoBackupEngine | None = None,
     sync_clock_store: SyncClockStore | None = None,
     sync_clock_manager: SyncClockManager | None = None,
@@ -262,7 +274,9 @@ def init_dependencies(
             "value_source_store": value_source_store,
             "automation_store": automation_store,
             "scene_preset_store": scene_preset_store,
+            "scene_playlist_store": scene_playlist_store,
             "automation_engine": automation_engine,
+            "playlist_engine": playlist_engine,
             "auto_backup_engine": auto_backup_engine,
             "sync_clock_store": sync_clock_store,
             "sync_clock_manager": sync_clock_manager,

server/src/ledgrab/api/graph_schema.py

@@ -0,0 +1,609 @@
+"""Authoritative wiring-graph schema and topology engine.
+
+This module is the single source of truth for **which reference fields connect
+which entity kinds**. The frontend graph editor historically hard-coded the same
+information in two places (``graph-connections.ts`` ``CONNECTION_MAP`` and
+``graph-layout.ts`` ``buildGraph``); the ``GET /api/v1/graph/schema`` endpoint
+now serves this registry so the client can render ports and edges generically
+and the two never drift.
+
+This registry is a *superset* of the current frontend ``buildGraph``: it also
+declares real references that ``buildGraph`` does not yet draw (e.g.
+``value_source.value_source_id`` chaining and ``value_source.color_strip_source_id``).
+The backend is authoritative; the client is expected to converge on it.
+
+Everything in this module is pure (operates on plain dicts), so the topology
+build, dependency lookup, cycle and dangling-reference detection are all unit
+testable without booting the app or any store.
+
+Field-path grammar (the ``field`` of a :class:`ConnectionField`):
+
+* ``"device_id"``                  — a top-level string id.
+* ``"brightness.source_id"``       — a nested object; ``brightness`` may be a
+  plain number (unbound :class:`BindableFloat`) or ``{"value", "source_id"}``.
+* ``"settings.pattern_template_id"`` — arbitrarily deep object access.
+* ``"layers[].source_id"``         — ``layers`` is a list; read ``source_id``
+  from every element.
+* ``"calibration.lines[].picture_source_id"`` — object → list → field.
+"""
+
+from __future__ import annotations
+
+import logging
+from dataclasses import asdict, dataclass, is_dataclass
+from typing import Any
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass(frozen=True)
+class ConnectionField:
+    """One connectable reference: ``target_kind.field`` points at ``source_kind``."""
+
+    target_kind: str
+    """Entity kind that *holds* the reference (the consumer / referrer)."""
+    field: str
+    """Dot-path to the reference value (see module docstring grammar)."""
+    source_kind: str
+    """Entity kind being referenced (the producer / source)."""
+    edge_type: str
+    """Edge category, used by the client for colour and port grouping."""
+    bindable: bool = False
+    """True when the slot is a :class:`BindableFloat`/``BindableColor`` value binding."""
+    nested: bool = False
+    """True when the field lives inside a nested object/list (dotted path)."""
+
+    @property
+    def is_list(self) -> bool:
+        """True when any path segment iterates a list (``foo[]``)."""
+        return "[]" in self.field
+
+
+# ── Entity kinds & their human "type" attribute ────────────────────────────
+# Mirrors the frontend buildGraph(): kind → the serialized field that carries
+# the entity's subtype (used only for the node label / icon).
+NODE_TYPE_FIELD: dict[str, str] = {
+    "device": "device_type",
+    "capture_template": "engine_type",
+    "pp_template": "",
+    "audio_template": "engine_type",
+    "pattern_template": "",
+    "picture_source": "stream_type",
+    "audio_source": "source_type",
+    "value_source": "source_type",
+    "color_strip_source": "source_type",
+    "sync_clock": "",
+    "output_target": "target_type",
+    "scene_preset": "",
+    "automation": "",
+    "cspt": "",
+}
+
+ENTITY_KINDS: tuple[str, ...] = tuple(NODE_TYPE_FIELD.keys())
+
+
+# ── The registry ───────────────────────────────────────────────────────────
+# NOTE: ``gradient`` and ``ha_source`` reference fields are intentionally
+# omitted — they are not first-class graph node kinds, so wiring them would
+# only ever produce dangling-reference noise.
+CONNECTION_SCHEMA: tuple[ConnectionField, ...] = (
+    # ── Picture sources ──
+    ConnectionField("picture_source", "capture_template_id", "capture_template", "template"),
+    ConnectionField("picture_source", "source_stream_id", "picture_source", "picture"),
+    ConnectionField("picture_source", "postprocessing_template_id", "pp_template", "template"),
+    # ── Audio sources ──
+    ConnectionField("audio_source", "audio_template_id", "audio_template", "audio"),
+    ConnectionField("audio_source", "audio_source_id", "audio_source", "audio"),
+    # ── Value sources ──
+    ConnectionField("value_source", "audio_source_id", "audio_source", "audio"),
+    ConnectionField("value_source", "picture_source_id", "picture_source", "picture"),
+    ConnectionField("value_source", "value_source_id", "value_source", "value"),
+    ConnectionField("value_source", "color_strip_source_id", "color_strip_source", "colorstrip"),
+    # AnimatedColorValueSource references a sync clock for shared timing.
+    ConnectionField("value_source", "clock_id", "sync_clock", "clock"),
+    # ── Color strip sources (top-level) ──
+    ConnectionField("color_strip_source", "picture_source_id", "picture_source", "picture"),
+    ConnectionField("color_strip_source", "audio_source_id", "audio_source", "audio"),
+    ConnectionField("color_strip_source", "clock_id", "sync_clock", "clock"),
+    ConnectionField("color_strip_source", "input_source_id", "color_strip_source", "colorstrip"),
+    ConnectionField("color_strip_source", "processing_template_id", "cspt", "template"),
+    # ── Color strip sources (BindableFloat value bindings) ──
+    *(
+        ConnectionField(
+            "color_strip_source",
+            f"{prop}.source_id",
+            "value_source",
+            "value",
+            bindable=True,
+            nested=True,
+        )
+        for prop in (
+            "smoothing",
+            "sensitivity",
+            "intensity",
+            "scale",
+            "speed",
+            "wind_strength",
+            "temperature_influence",
+            "sound_volume",
+            "timeout",
+            "brightness",
+        )
+    ),
+    # ── Color strip sources (BindableColor value bindings) ──
+    # NOTE: `bindable` here is *structural* (these are BindableColor fields). They
+    # are NOT usefully wireable from the graph: a ValueStream yields a scalar
+    # (`get_value() -> float`) and every colour consumer reads the static RGB via
+    # `bcolor()` (source_id ignored at runtime). The graph editor keeps them
+    # read-only; do not enable them without a colour-producing value source.
+    *(
+        ConnectionField(
+            "color_strip_source",
+            f"{prop}.source_id",
+            "value_source",
+            "value",
+            bindable=True,
+            nested=True,
+        )
+        for prop in ("color", "color_peak", "fallback_color", "default_color")
+    ),
+    # ── Color strip sources (composite layers / mapped zones / calibration) ──
+    ConnectionField(
+        "color_strip_source", "layers[].source_id", "color_strip_source", "colorstrip", nested=True
+    ),
+    ConnectionField(
+        "color_strip_source",
+        "layers[].brightness_source_id",
+        "value_source",
+        "value",
+        bindable=True,
+        nested=True,
+    ),
+    ConnectionField(
+        "color_strip_source", "layers[].processing_template_id", "cspt", "template", nested=True
+    ),
+    ConnectionField(
+        "color_strip_source", "zones[].source_id", "color_strip_source", "colorstrip", nested=True
+    ),
+    ConnectionField(
+        "color_strip_source",
+        "calibration.lines[].picture_source_id",
+        "picture_source",
+        "picture",
+        nested=True,
+    ),
+    # ── Output targets ──
+    ConnectionField("output_target", "device_id", "device", "device"),
+    ConnectionField("output_target", "color_strip_source_id", "color_strip_source", "colorstrip"),
+    ConnectionField(
+        "output_target", "brightness.source_id", "value_source", "value", bindable=True, nested=True
+    ),
+    ConnectionField(
+        "output_target", "transition.source_id", "value_source", "value", bindable=True, nested=True
+    ),
+    ConnectionField(
+        "output_target", "settings.pattern_template_id", "pattern_template", "template", nested=True
+    ),
+    ConnectionField(
+        "output_target",
+        "settings.brightness.source_id",
+        "value_source",
+        "value",
+        bindable=True,
+        nested=True,
+    ),
+    # ── Scene presets ──
+    ConnectionField("scene_preset", "targets[].target_id", "output_target", "scene", nested=True),
+    # ── Automations ──
+    ConnectionField("automation", "scene_preset_id", "scene_preset", "scene"),
+    ConnectionField("automation", "deactivation_scene_preset_id", "scene_preset", "scene"),
+    # ── Devices ──
+    ConnectionField("device", "default_css_processing_template_id", "cspt", "template"),
+)
+
+
+def schema_for_kind(kind: str) -> list[ConnectionField]:
+    """Every connectable field whose *referrer* is ``kind``."""
+    return [c for c in CONNECTION_SCHEMA if c.target_kind == kind]
+
+
+# BindableColor slots are structurally bindable but NOT graph-editable: a
+# ValueStream yields a scalar (``get_value() -> float``) and colour consumers
+# read the static RGB via ``bcolor()`` (source_id ignored at runtime), so a
+# value source cannot drive a colour.
+_COLOR_BINDABLE_FIELDS: frozenset[str] = frozenset(
+    {
+        "color.source_id",
+        "color_peak.source_id",
+        "fallback_color.source_id",
+        "default_color.source_id",
+    }
+)
+
+
+def is_editable(cf: ConnectionField) -> bool:
+    """Whether a field can be wired from the graph.
+
+    Editable = a top-level reference, or a single-level ``BindableFloat`` slot.
+    List slots (need an element index), double-nested fields, and the dead
+    colour bindings stay read-only.
+    """
+    if cf.is_list:
+        return False
+    if not cf.nested:
+        return True
+    return cf.bindable and cf.field.count(".") == 1 and cf.field not in _COLOR_BINDABLE_FIELDS
+
+
+def schema_as_dicts() -> list[dict[str, Any]]:
+    """Serialize the registry for the ``/graph/schema`` endpoint."""
+    return [
+        {
+            "target_kind": c.target_kind,
+            "field": c.field,
+            "source_kind": c.source_kind,
+            "edge_type": c.edge_type,
+            "bindable": c.bindable,
+            "nested": c.nested,
+            "is_list": c.is_list,
+            "editable": is_editable(c),
+        }
+        for c in CONNECTION_SCHEMA
+    ]
+
+
+# ── Reference extraction ────────────────────────────────────────────────────
+
+
+def extract_refs(entity: dict[str, Any], field_path: str) -> list[str]:
+    """Resolve a (possibly nested/list) ``field_path`` to its referenced ids.
+
+    Returns only non-empty string ids. Tolerant of missing keys, ``None``
+    values and unbound bindables (a plain number where an object was expected).
+    """
+    current: list[Any] = [entity]
+    for segment in field_path.split("."):
+        is_list = segment.endswith("[]")
+        key = segment[:-2] if is_list else segment
+        nxt: list[Any] = []
+        for obj in current:
+            if not isinstance(obj, dict):
+                continue
+            val = obj.get(key)
+            if is_list:
+                if isinstance(val, list):
+                    nxt.extend(val)
+            elif val is not None:
+                nxt.append(val)
+        current = nxt
+    return [v for v in current if isinstance(v, str) and v]
+
+
+def remap_refs(entity: dict[str, Any], field_path: str, id_map: dict[str, str]) -> int:
+    """Rewrite referenced ids under ``field_path`` *in place*, using ``id_map``.
+
+    The write-twin of :func:`extract_refs`: it walks the same dot/list/bindable
+    grammar and replaces any leaf id present in ``id_map`` with its mapped value.
+    Ids absent from ``id_map`` (references to entities outside the remap set) are
+    left untouched, so a clone keeps sharing its un-cloned dependencies. Unbound
+    bindables (a plain number where an object was expected) and missing keys are
+    tolerated. Returns the number of ids rewritten.
+    """
+    segments = field_path.split(".")
+    # Descend to the container(s) that hold the final key.
+    parents: list[Any] = [entity]
+    for segment in segments[:-1]:
+        is_list = segment.endswith("[]")
+        key = segment[:-2] if is_list else segment
+        nxt: list[Any] = []
+        for obj in parents:
+            if not isinstance(obj, dict):
+                continue
+            val = obj.get(key)
+            if is_list:
+                if isinstance(val, list):
+                    nxt.extend(val)
+            elif isinstance(val, dict):
+                nxt.append(val)
+        parents = nxt
+
+    last = segments[-1]
+    last_is_list = last.endswith("[]")
+    key = last[:-2] if last_is_list else last
+    count = 0
+    for obj in parents:
+        if not isinstance(obj, dict):
+            continue
+        val = obj.get(key)
+        if last_is_list:
+            if isinstance(val, list):
+                for i, item in enumerate(val):
+                    if isinstance(item, str) and item in id_map:
+                        val[i] = id_map[item]
+                        count += 1
+        elif isinstance(val, str) and val in id_map:
+            obj[key] = id_map[val]
+            count += 1
+    return count
+
+
+def serialize_entity(model: Any) -> dict[str, Any]:
+    """Best-effort serialize a storage model to a plain dict for graph use.
+
+    Prefers ``dataclasses.asdict`` (pure structural, recurses bindables/lists,
+    invokes no managers), falling back to ``to_dict()`` then ``{}``.
+    """
+    if is_dataclass(model) and not isinstance(model, type):
+        try:
+            return asdict(model)
+        except Exception as exc:  # noqa: BLE001 — defensive: never let one model break the graph
+            logger.debug("graph: asdict failed for %r: %s", type(model).__name__, exc)
+    to_dict = getattr(model, "to_dict", None)
+    if callable(to_dict):
+        try:
+            result = to_dict()
+            if isinstance(result, dict):
+                return result
+        except Exception as exc:  # noqa: BLE001
+            logger.debug("graph: to_dict failed for %r: %s", type(model).__name__, exc)
+    logger.warning(
+        "graph: could not serialize model %r; excluding from graph", type(model).__name__
+    )
+    return {}
+
+
+def graph_field_roots(kind: str) -> set[str]:
+    """Top-level keys the graph needs for ``kind``: ``id``/``name``, the subtype
+    field, and the root segment of every reference path for that kind."""
+    roots: set[str] = {"id", "name"}
+    type_field = NODE_TYPE_FIELD.get(kind, "")
+    if type_field:
+        roots.add(type_field)
+    for cf in CONNECTION_SCHEMA:
+        if cf.target_kind == kind:
+            roots.add(cf.field.split(".", 1)[0].removesuffix("[]"))
+    return roots
+
+
+def serialize_entity_for_graph(kind: str, model: Any) -> dict[str, Any]:
+    """Serialize a model and project it to ONLY the keys the graph needs.
+
+    This projection is a **security boundary**: a full ``asdict``/``to_dict``
+    can carry secrets (webhook tokens, device/HA/MQTT credentials), so every
+    field except ``id``/``name``, the subtype field and reference-path roots is
+    dropped before the data reaches the graph API.
+    """
+    full = serialize_entity(model)
+    roots = graph_field_roots(kind)
+    return {k: v for k, v in full.items() if k in roots}
+
+
+# ── Topology / validation ───────────────────────────────────────────────────
+
+
+def _node_from(kind: str, entity: dict[str, Any]) -> dict[str, Any] | None:
+    eid = entity.get("id")
+    if not isinstance(eid, str) or not eid:
+        return None
+    type_field = NODE_TYPE_FIELD.get(kind, "")
+    subtype = entity.get(type_field, "") if type_field else ""
+    return {
+        "id": eid,
+        "kind": kind,
+        "name": entity.get("name") or eid,
+        "type": subtype if isinstance(subtype, str) else "",
+    }
+
+
+def build_topology(entities_by_kind: dict[str, list[dict[str, Any]]]) -> dict[str, Any]:
+    """Build the full wiring graph + a validation report.
+
+    Args:
+        entities_by_kind: ``{kind: [serialized_entity_dict, ...]}``.
+
+    Returns a dict with ``nodes``, ``edges`` and ``issues`` (``orphans``,
+    ``broken_refs``, ``cycles``).
+    """
+    nodes: list[dict[str, Any]] = []
+    node_ids: set[str] = set()
+    for kind in ENTITY_KINDS:
+        for entity in entities_by_kind.get(kind, []):
+            node = _node_from(kind, entity)
+            if node and node["id"] not in node_ids:
+                node_ids.add(node["id"])
+                nodes.append(node)
+
+    edges: list[dict[str, Any]] = []
+    broken_refs: list[dict[str, str]] = []
+    for cf in CONNECTION_SCHEMA:
+        for entity in entities_by_kind.get(cf.target_kind, []):
+            referrer = entity.get("id")
+            if not isinstance(referrer, str) or not referrer:
+                continue
+            for ref in extract_refs(entity, cf.field):
+                if ref not in node_ids:
+                    broken_refs.append({"ref": ref, "by": referrer, "field": cf.field})
+                    continue
+                edges.append(
+                    {
+                        "from": ref,
+                        "to": referrer,
+                        "field": cf.field,
+                        "edge_type": cf.edge_type,
+                        "nested": cf.nested,
+                    }
+                )
+
+    connected: set[str] = set()
+    for e in edges:
+        connected.add(e["from"])
+        connected.add(e["to"])
+    orphans = sorted(nid for nid in node_ids if nid not in connected)
+    cycles = sorted(detect_cycles(edges))
+
+    return {
+        "nodes": nodes,
+        "edges": edges,
+        "issues": {
+            "orphans": orphans,
+            "broken_refs": broken_refs,
+            "cycles": cycles,
+        },
+    }
+
+
+def find_dependents(
+    entities_by_kind: dict[str, list[dict[str, Any]]], kind: str, entity_id: str
+) -> list[dict[str, str]]:
+    """Return every entity that references ``(kind, entity_id)``.
+
+    ``kind`` is the kind of the *referenced* entity; matching schema entries are
+    those whose ``source_kind == kind``.
+    """
+    name_by_id: dict[str, str] = {}
+    for k in ENTITY_KINDS:
+        for entity in entities_by_kind.get(k, []):
+            eid = entity.get("id")
+            if isinstance(eid, str):
+                name_by_id[eid] = entity.get("name") or eid
+
+    dependents: list[dict[str, str]] = []
+    seen: set[tuple[str, str]] = set()
+    for cf in CONNECTION_SCHEMA:
+        if cf.source_kind != kind:
+            continue
+        for entity in entities_by_kind.get(cf.target_kind, []):
+            referrer = entity.get("id")
+            if not isinstance(referrer, str):
+                continue
+            if entity_id in extract_refs(entity, cf.field):
+                key = (referrer, cf.field)
+                if key in seen:
+                    continue
+                seen.add(key)
+                dependents.append(
+                    {
+                        "id": referrer,
+                        "kind": cf.target_kind,
+                        "name": name_by_id.get(referrer, referrer),
+                        "field": cf.field,
+                    }
+                )
+    return dependents
+
+
+def detect_cycles(edges: list[dict[str, Any]]) -> set[str]:
+    """Return every node id that participates in a directed cycle (from→to)."""
+    adj: dict[str, list[str]] = {}
+    for e in edges:
+        adj.setdefault(e["from"], []).append(e["to"])
+
+    WHITE, GRAY, BLACK = 0, 1, 2
+    color: dict[str, int] = {}
+    in_cycle: set[str] = set()
+
+    for start in list(adj.keys()):
+        if color.get(start, WHITE) != WHITE:
+            continue
+        stack: list[tuple[str, int]] = [(start, 0)]
+        path: list[str] = [start]
+        color[start] = GRAY
+        while stack:
+            node, idx = stack[-1]
+            neighbors = adj.get(node, [])
+            if idx < len(neighbors):
+                stack[-1] = (node, idx + 1)
+                nxt = neighbors[idx]
+                c = color.get(nxt, WHITE)
+                if c == GRAY:
+                    if nxt in path:
+                        i = path.index(nxt)
+                        in_cycle.update(path[i:])
+                elif c == WHITE:
+                    color[nxt] = GRAY
+                    path.append(nxt)
+                    stack.append((nxt, 0))
+            else:
+                color[node] = BLACK
+                if path and path[-1] == node:
+                    path.pop()
+                stack.pop()
+    return in_cycle
+
+
+def _reachable(edges: list[dict[str, Any]], start: str, goal: str) -> bool:
+    """True if ``goal`` is reachable from ``start`` following from→to edges."""
+    if start == goal:
+        return True
+    adj: dict[str, list[str]] = {}
+    for e in edges:
+        adj.setdefault(e["from"], []).append(e["to"])
+    seen = {start}
+    queue = [start]
+    while queue:
+        cur = queue.pop()
+        for nxt in adj.get(cur, []):
+            if nxt == goal:
+                return True
+            if nxt not in seen:
+                seen.add(nxt)
+                queue.append(nxt)
+    return False
+
+
+def would_create_cycle(edges: list[dict[str, Any]], source_id: str, target_id: str) -> bool:
+    """Would wiring ``source_id`` into ``target_id`` (edge source→target) loop?
+
+    A cycle forms if ``source_id`` is already reachable from ``target_id`` via
+    the existing data-flow edges (so the new edge would close the loop), or the
+    two are the same node.
+    """
+    if source_id == target_id:
+        return True
+    return _reachable(edges, target_id, source_id)
+
+
+def _entity_exists(
+    entities_by_kind: dict[str, list[dict[str, Any]]], kind: str, entity_id: str
+) -> bool:
+    return any(e.get("id") == entity_id for e in entities_by_kind.get(kind, []))
+
+
+def validate_connection(
+    entities_by_kind: dict[str, list[dict[str, Any]]],
+    target_kind: str,
+    target_id: str,
+    field: str,
+    source_id: str,
+) -> tuple[bool, str | None]:
+    """Validate a proposed wiring edit before it is persisted.
+
+    Checks, in order: the field is a known connectable reference; the target
+    exists; (when not detaching) the source exists and is of the registry's
+    expected kind; and the edit would not create a dependency cycle. Returns
+    ``(ok, error_message)``. Detaching (empty ``source_id``) is always allowed.
+    """
+    cf = next(
+        (c for c in CONNECTION_SCHEMA if c.target_kind == target_kind and c.field == field),
+        None,
+    )
+    if cf is None:
+        return False, f"Unknown connection field: {target_kind}.{field}"
+    if not is_editable(cf):
+        # List slots (need an element index), double-nested fields, and dead
+        # colour bindings can't be wired from the graph — edit via the entity
+        # editor instead.
+        return False, f"Field '{field}' is not editable via the graph"
+    if not _entity_exists(entities_by_kind, target_kind, target_id):
+        return False, f"Target entity not found: {target_id}"
+    if not source_id:
+        return True, None  # detaching a slot is always valid
+    if not _entity_exists(entities_by_kind, cf.source_kind, source_id):
+        return False, f"Source {cf.source_kind} not found: {source_id}"
+    # Cycle check: ignore the edge currently occupying this slot, since the
+    # write replaces it.
+    topo = build_topology(entities_by_kind)
+    edges = [e for e in topo["edges"] if not (e["to"] == target_id and e["field"] == field)]
+    if would_create_cycle(edges, source_id, target_id):
+        return False, "Connection would create a dependency cycle"
+    return True, None

server/src/ledgrab/api/routes/_mqtt_validation.py

@@ -0,0 +1,25 @@
+"""Shared MQTT-source validation for route handlers.
+
+Both the device routes and the output-target routes accept an
+``mqtt_source_id`` that must reference an existing ``MQTTSource``. This module
+is the single source of truth for that check so the two callers cannot drift.
+"""
+
+from fastapi import HTTPException
+
+from ledgrab.storage.base_store import EntityNotFoundError
+from ledgrab.storage.mqtt_source_store import MQTTSourceStore
+
+
+def validate_mqtt_source_exists(mqtt_store: MQTTSourceStore, mqtt_source_id: str | None) -> None:
+    """Ensure a referenced MQTT source exists.
+
+    Empty / ``None`` is allowed (unconfigured = "first available broker").
+    Raises ``HTTPException(422)`` if a non-empty id does not resolve.
+    """
+    if not mqtt_source_id:
+        return
+    try:
+        mqtt_store.get(mqtt_source_id)
+    except (ValueError, EntityNotFoundError):
+        raise HTTPException(status_code=422, detail=f"MQTT source {mqtt_source_id} not found")

server/src/ledgrab/api/routes/automations.py

@@ -52,6 +52,8 @@ def _rule_from_schema(s: RuleSchema) -> Rule:
         "time_of_day": lambda: TimeOfDayRule(
             start_time=s.start_time or "00:00",
             end_time=s.end_time or "23:59",
+            days_of_week=s.days_of_week or [],
+            timezone=s.timezone or "",
         ),
         "system_idle": lambda: SystemIdleRule(
             idle_minutes=s.idle_minutes if s.idle_minutes is not None else 5,

server/src/ledgrab/api/routes/calibration.py

@@ -0,0 +1,236 @@
+"""Calibration session and solver API routes.
+
+Endpoints
+---------
+POST /api/v1/calibration/session
+    Start a calibration session on a device (stops any running target on that
+    device and remembers it for restore on stop).
+
+POST /api/v1/calibration/session/position
+    Advance the chase pixel to a specific LED index on the active device.
+
+POST /api/v1/calibration/session/stop
+    End the session: clear the device to black and restore the prior target.
+
+POST /api/v1/calibration/session/cancel
+    Alias for stop (does not apply any solved calibration).
+
+GET  /api/v1/calibration/session/state
+    Return the current session state (active, device, last_activity, …).
+
+POST /api/v1/calibration/solve
+    Pure-logic: solve a CalibrationConfig from 4 corner tap indices.
+    Does NOT persist — the caller must follow up with
+    ``PUT /api/v1/color-strip-sources/{id}`` to persist.
+
+Persist path
+------------
+The existing ``PUT /api/v1/color-strip-sources/{id}`` already accepts a
+``calibration`` field on ``PictureCSSUpdate`` / ``PictureAdvancedCSSUpdate``
+and hot-reloads running streams automatically (see
+``api/routes/color_strip_sources/crud.py``).  There is NO duplicate endpoint
+here.  Phase 3 UI calls the existing PUT to persist.
+"""
+
+from fastapi import APIRouter, Depends, HTTPException
+
+from ledgrab.api.auth import AuthRequired
+from ledgrab.api.dependencies import get_processor_manager
+from ledgrab.api.schemas.calibration import (
+    CalibrationSessionPositionRequest,
+    CalibrationSessionStartRequest,
+    CalibrationSessionStateResponse,
+    CalibrationSolveRequest,
+    CalibrationSolvedResponse,
+)
+from ledgrab.core.capture.calibration import solve_calibration
+from ledgrab.core.capture.calibration_session import get_calibration_session
+from ledgrab.core.processing.processor_manager import ProcessorManager
+from ledgrab.utils import get_logger
+
+logger = get_logger(__name__)
+router = APIRouter()
+
+
+# ── Session endpoints ─────────────────────────────────────────────────────────
+
+
+@router.post(
+    "/api/v1/calibration/session",
+    response_model=CalibrationSessionStateResponse,
+    tags=["Calibration"],
+    status_code=201,
+)
+async def start_calibration_session(
+    body: CalibrationSessionStartRequest,
+    _auth: AuthRequired,
+    manager: ProcessorManager = Depends(get_processor_manager),
+) -> CalibrationSessionStateResponse:
+    """Start a calibration session on a device.
+
+    Stops any target currently processing on that device (it will be restored
+    when the session ends).  Only one session can be active at a time; starting
+    a new one terminates the previous one first.
+    """
+    session = get_calibration_session()
+    try:
+        await session.start(body.device_id, manager)
+    except ValueError as exc:
+        raise HTTPException(status_code=404, detail=str(exc))
+    except Exception as exc:
+        logger.error("Failed to start calibration session: %s", exc, exc_info=True)
+        raise HTTPException(status_code=500, detail="Internal server error")
+
+    return CalibrationSessionStateResponse(**session.get_state())
+
+
+@router.post(
+    "/api/v1/calibration/session/position",
+    response_model=CalibrationSessionStateResponse,
+    tags=["Calibration"],
+)
+async def calibration_session_position(
+    body: CalibrationSessionPositionRequest,
+    _auth: AuthRequired,
+    manager: ProcessorManager = Depends(get_processor_manager),  # noqa: ARG001
+) -> CalibrationSessionStateResponse:
+    """Advance the chase pixel to a specific LED index on the active device.
+
+    ``index`` must be 0-based and < ``led_count``.  Returns 422 when out of
+    range (Pydantic ``ge=0``) or 400 if the session is not active / index
+    exceeds led_count.
+    """
+    session = get_calibration_session()
+    try:
+        await session.position(body.index, body.window)
+    except RuntimeError as exc:
+        raise HTTPException(status_code=400, detail=str(exc))
+    except ValueError as exc:
+        raise HTTPException(status_code=400, detail=str(exc))
+    except Exception as exc:
+        logger.error("Failed to set calibration pixel index=%d: %s", body.index, exc, exc_info=True)
+        raise HTTPException(status_code=500, detail="Internal server error")
+
+    return CalibrationSessionStateResponse(**session.get_state())
+
+
+@router.post(
+    "/api/v1/calibration/session/stop",
+    response_model=CalibrationSessionStateResponse,
+    tags=["Calibration"],
+)
+async def stop_calibration_session(
+    _auth: AuthRequired,
+    manager: ProcessorManager = Depends(get_processor_manager),  # noqa: ARG001
+) -> CalibrationSessionStateResponse:
+    """End the calibration session.
+
+    Clears the device to black and restores the previously-running target (if
+    any).  Safe to call even when no session is active (returns inactive state).
+    """
+    session = get_calibration_session()
+    try:
+        await session.stop()
+    except Exception as exc:
+        logger.error("Failed to stop calibration session: %s", exc, exc_info=True)
+        raise HTTPException(status_code=500, detail="Internal server error")
+
+    return CalibrationSessionStateResponse(**session.get_state())
+
+
+@router.post(
+    "/api/v1/calibration/session/cancel",
+    response_model=CalibrationSessionStateResponse,
+    tags=["Calibration"],
+)
+async def cancel_calibration_session(
+    _auth: AuthRequired,
+    manager: ProcessorManager = Depends(get_processor_manager),  # noqa: ARG001
+) -> CalibrationSessionStateResponse:
+    """Cancel the calibration session (alias for stop — no calibration is applied)."""
+    session = get_calibration_session()
+    try:
+        await session.cancel()
+    except Exception as exc:
+        logger.error("Failed to cancel calibration session: %s", exc, exc_info=True)
+        raise HTTPException(status_code=500, detail="Internal server error")
+
+    return CalibrationSessionStateResponse(**session.get_state())
+
+
+@router.get(
+    "/api/v1/calibration/session/state",
+    response_model=CalibrationSessionStateResponse,
+    tags=["Calibration"],
+)
+async def get_calibration_session_state(
+    _auth: AuthRequired,
+) -> CalibrationSessionStateResponse:
+    """Return the current calibration session state."""
+    return CalibrationSessionStateResponse(**get_calibration_session().get_state())
+
+
+# ── Solver endpoint ───────────────────────────────────────────────────────────
+
+
+@router.post(
+    "/api/v1/calibration/solve",
+    response_model=CalibrationSolvedResponse,
+    tags=["Calibration"],
+)
+async def solve_calibration_endpoint(
+    body: CalibrationSolveRequest,
+    _auth: AuthRequired,
+    manager: ProcessorManager = Depends(get_processor_manager),
+) -> CalibrationSolvedResponse:
+    """Solve a CalibrationConfig from 4 corner tap indices.
+
+    Returns the computed per-edge LED counts.  Does NOT persist — call
+    ``PUT /api/v1/color-strip-sources/{id}`` with ``calibration`` in the body
+    to save.
+
+    Provide either *device_id* (preferred, server derives led_count) or
+    *led_count* directly.  Returns 404 if *device_id* is not found, 422 on
+    invalid enum values, 400 on logical errors (e.g. corner_indices length).
+    """
+    # Resolve led_count
+    led_count = body.led_count
+    if body.device_id is not None:
+        if body.device_id not in manager._devices:
+            raise HTTPException(
+                status_code=404,
+                detail=f"Device {body.device_id!r} not found",
+            )
+        ds = manager._devices[body.device_id]
+        led_count = ds.led_count
+
+    if led_count is None or led_count <= 0:
+        raise HTTPException(
+            status_code=400,
+            detail="led_count must be a positive integer",
+        )
+
+    try:
+        cfg = solve_calibration(
+            led_count=led_count,
+            start_position=body.start_position,
+            layout=body.layout,
+            corner_indices=body.corner_indices,
+            offset=body.offset,
+        )
+    except ValueError as exc:
+        raise HTTPException(status_code=400, detail=str(exc))
+    except Exception as exc:
+        logger.error("Failed to solve calibration: %s", exc, exc_info=True)
+        raise HTTPException(status_code=500, detail="Internal server error")
+
+    return CalibrationSolvedResponse(
+        mode="simple",
+        layout=cfg.layout,
+        start_position=cfg.start_position,
+        leds_top=cfg.leds_top,
+        leds_right=cfg.leds_right,
+        leds_bottom=cfg.leds_bottom,
+        leds_left=cfg.leds_left,
+        offset=cfg.offset,
+    )

server/src/ledgrab/api/routes/devices.py

@@ -13,6 +13,7 @@ from ledgrab.core.devices.led_client import (
 from ledgrab.api.dependencies import (
     fire_entity_event,
     get_device_store,
+    get_mqtt_store,
     get_output_target_store,
     get_processor_manager,
 )
@@ -33,10 +34,13 @@ from ledgrab.api.schemas.devices import (
 )
 from ledgrab.core.processing.processor_manager import ProcessorManager
 from ledgrab.storage import DeviceStore
+from ledgrab.storage.mqtt_source_store import MQTTSourceStore
 from ledgrab.storage.output_target_store import OutputTargetStore
 from ledgrab.utils import get_logger
 from ledgrab.utils.url_scheme import infer_http_scheme
 
+from ._mqtt_validation import validate_mqtt_source_exists
+
 logger = get_logger(__name__)
 
 router = APIRouter()
@@ -105,6 +109,7 @@ def _device_to_response(device) -> DeviceResponse:
         gamesense_device_type=device.gamesense_device_type,
         ble_family=device.ble_family,
         ble_govee_key=device.ble_govee_key,
+        mqtt_source_id=getattr(device, "mqtt_source_id", "") or "",
         default_css_processing_template_id=device.default_css_processing_template_id,
         group_device_ids=device.group_device_ids,
         group_mode=device.group_mode,
@@ -124,11 +129,13 @@ async def create_device(
     _auth: AuthRequired,
     store: DeviceStore = Depends(get_device_store),
     manager: ProcessorManager = Depends(get_processor_manager),
+    mqtt_store: MQTTSourceStore = Depends(get_mqtt_store),
 ):
     """Create and attach a new LED device."""
     try:
         device_type = device_data.device_type
         logger.info(f"Creating {device_type} device: {device_data.name}")
+        validate_mqtt_source_exists(mqtt_store, device_data.mqtt_source_id)
 
         # ── Group device: validate children + compute LED count ──
         if device_type == "group":
@@ -287,6 +294,7 @@ async def create_device(
             gamesense_device_type=device_data.gamesense_device_type or "keyboard",
             ble_family=device_data.ble_family or "",
             ble_govee_key=device_data.ble_govee_key or "",
+            mqtt_source_id=device_data.mqtt_source_id or "",
             group_device_ids=group_device_ids,
             group_mode=group_mode,
         )
@@ -543,12 +551,14 @@ async def update_device(
     _auth: AuthRequired,
     store: DeviceStore = Depends(get_device_store),
     manager: ProcessorManager = Depends(get_processor_manager),
+    mqtt_store: MQTTSourceStore = Depends(get_mqtt_store),
 ):
     """Update device information."""
     try:
         # Group-specific validation before applying update
         existing = store.get_device(device_id)
         is_group = existing.device_type == "group"
+        validate_mqtt_source_exists(mqtt_store, update_data.mqtt_source_id)
 
         # Normalize URL the same way we do on create:
         #   * always rstrip trailing slashes (so PUT-with-trailing-/ matches
@@ -634,6 +644,7 @@ async def update_device(
             gamesense_device_type=update_data.gamesense_device_type,
             ble_family=update_data.ble_family,
             ble_govee_key=update_data.ble_govee_key,
+            mqtt_source_id=update_data.mqtt_source_id,
             group_device_ids=update_data.group_device_ids,
             group_mode=update_data.group_mode,
             icon=update_data.icon,
@@ -669,6 +680,10 @@ async def update_device(
         fire_entity_event("device", "updated", device_id)
         return _device_to_response(device)
 
+    except HTTPException:
+        # Intentional 4xx (e.g. unknown mqtt_source_id, group validation)
+        # must propagate unchanged — not be masked as a 500.
+        raise
     except ValueError as e:
         raise HTTPException(status_code=404, detail=str(e))
     except Exception as e:
@@ -777,6 +792,32 @@ async def ping_device(
 # ===== WLED BRIGHTNESS ENDPOINTS =====
 
 
+async def resolve_device_brightness(device, manager: ProcessorManager) -> int | None:
+    """Resolve a device's current brightness for aggregate/batch reads.
+
+    Mirrors GET /brightness but degrades to ``None`` instead of raising, so one
+    unreachable device can't fail a whole snapshot. Reads the server-side cache
+    first and only touches hardware when the cache is cold, then populates it so
+    subsequent reads are I/O-free.
+    """
+    if "brightness_control" not in get_device_capabilities(device.device_type):
+        return None
+    ds = manager.find_device_state(device.id)
+    if ds and ds.hardware_brightness is not None:
+        return ds.hardware_brightness
+    try:
+        provider = get_provider(device.device_type)
+        bri = await provider.get_brightness(device.url)
+        if ds:
+            ds.hardware_brightness = bri
+        return bri
+    except NotImplementedError:
+        return device.software_brightness
+    except Exception as e:
+        logger.warning("Failed to resolve brightness for device %s: %s", device.id, e)
+        return None
+
+
 @router.get("/api/v1/devices/{device_id}/brightness", tags=["Settings"])
 async def get_device_brightness(
     device_id: str,

server/src/ledgrab/api/routes/game_integration.py

@@ -6,6 +6,7 @@ adapter metadata, and diagnostics.
 
 import threading
 import time
+from collections import defaultdict
 from typing import Any
 
 from fastapi import APIRouter, Depends, HTTPException, Request
@@ -57,6 +58,73 @@ _prev_states: dict[str, dict[str, Any]] = {}
 _integration_stats: dict[str, dict[str, Any]] = {}
 
 
+# ── Failed-auth rate limiter (brute-force defence on the ingest route) ─────
+#
+# The ingest route is high-frequency (games push at 16-64 Hz), so we do NOT
+# rate-limit every event — that would throttle legitimate gameplay traffic.
+# Instead we throttle only FAILED-auth attempts per source IP (the only thing
+# an attacker without the token can produce). This mirrors the IP-based
+# limiter in routes/webhooks.py (~30/min) but scopes it to failures so a
+# brute-forcer is locked out after _AUTH_FAIL_LIMIT bad tokens per minute
+# while authenticated high-rate ingestion is completely unaffected.
+_AUTH_FAIL_LIMIT = 30
+_AUTH_FAIL_WINDOW = 60.0  # seconds
+_AUTH_FAIL_HITS_HARD_CAP = 1024
+_LOOPBACK_HOSTS = frozenset({"127.0.0.1", "::1", "localhost"})
+_auth_fail_hits: dict[str, list[float]] = defaultdict(list)
+_auth_fail_lock = threading.Lock()
+
+
+def _rate_limit_key(request: Request) -> str:
+    """Pick a stable client identifier for rate-limiting.
+
+    When the immediate peer is loopback (assumed reverse-proxy), use the
+    first ``X-Forwarded-For`` entry; otherwise use the peer's IP.
+    """
+    peer = request.client.host if request.client else "unknown"
+    if peer in _LOOPBACK_HOSTS:
+        xff = request.headers.get("x-forwarded-for", "")
+        if xff:
+            return xff.split(",", 1)[0].strip() or peer
+    return peer
+
+
+def _check_auth_fail_rate_limit(client_ip: str) -> None:
+    """Raise 429 if *client_ip* exceeded the failed-auth attempt limit."""
+    now = time.time()
+    window_start = now - _AUTH_FAIL_WINDOW
+    with _auth_fail_lock:
+        timestamps = [t for t in _auth_fail_hits[client_ip] if t > window_start]
+        _auth_fail_hits[client_ip] = timestamps
+        if len(timestamps) >= _AUTH_FAIL_LIMIT:
+            raise HTTPException(
+                status_code=429,
+                detail="Too many failed authentication attempts. Try again later.",
+            )
+
+
+def _record_auth_failure(client_ip: str) -> None:
+    """Record a failed-auth attempt for *client_ip* (bounded memory)."""
+    now = time.time()
+    window_start = now - _AUTH_FAIL_WINDOW
+    with _auth_fail_lock:
+        _auth_fail_hits[client_ip].append(now)
+        # Periodic cleanup of stale IPs to prevent unbounded growth.
+        if len(_auth_fail_hits) > 100:
+            stale = [ip for ip, ts in _auth_fail_hits.items() if not ts or ts[-1] < window_start]
+            for ip in stale:
+                del _auth_fail_hits[ip]
+        # Hard cap against an attacker spraying many distinct X-Forwarded-For
+        # values; drop the oldest-touched IPs.
+        if len(_auth_fail_hits) > _AUTH_FAIL_HITS_HARD_CAP:
+            ordered = sorted(
+                _auth_fail_hits.items(),
+                key=lambda kv: kv[1][-1] if kv[1] else 0.0,
+            )
+            for ip, _ in ordered[: len(ordered) - _AUTH_FAIL_HITS_HARD_CAP]:
+                _auth_fail_hits.pop(ip, None)
+
+
 def _schema_to_fields(schema: dict[str, Any]) -> list[dict[str, Any]]:
     """Convert a JSON Schema object into a flat list of field descriptors.
 
@@ -387,7 +455,16 @@ async def ingest_event(
     called before standard API auth.
 
     No AuthRequired dependency — adapter-level auth is used instead.
+
+    Rate limiting is scoped to FAILED-auth attempts per source IP (see
+    ``_check_auth_fail_rate_limit``) so legitimate high-rate ingestion is
+    never throttled, but a brute-forcer is locked out after the threshold.
     """
+    client_ip = _rate_limit_key(request)
+    # Block IPs that have already burned through the failed-auth budget,
+    # before doing any work (cheap brute-force lockout).
+    _check_auth_fail_rate_limit(client_ip)
+
     try:
         config = store.get_integration(integration_id)
     except EntityNotFoundError:
@@ -405,6 +482,7 @@ async def ingest_event(
     # Adapter-level auth check
     headers = dict(request.headers)
     if not adapter_cls.validate_auth(headers, payload.data, config.adapter_config):
+        _record_auth_failure(client_ip)
         raise HTTPException(status_code=403, detail="Adapter authentication failed")
 
     # Parse payload through adapter

server/src/ledgrab/api/routes/graph.py

@@ -0,0 +1,249 @@
+"""Wiring-graph endpoints: schema registry, full topology, and dependents.
+
+These power the visual graph editor (and any other client) with a single
+authoritative view of how entities are wired together:
+
+* ``GET /api/v1/graph/schema``                  — the connectable-field registry.
+* ``GET /api/v1/graph``                          — nodes + edges + validation.
+* ``GET /api/v1/graph/dependents/{kind}/{id}``   — what references an entity.
+
+All heavy logic lives in :mod:`ledgrab.api.graph_schema` (pure, unit-tested);
+this layer only gathers serialized entities from the stores and delegates.
+"""
+
+from __future__ import annotations
+
+import logging
+from typing import Any, Callable
+
+from fastapi import APIRouter, HTTPException
+from fastapi.concurrency import run_in_threadpool
+from pydantic import BaseModel, Field
+
+from ledgrab.api import dependencies as deps
+from ledgrab.api.auth import AuthRequired
+from ledgrab.api.graph_schema import (
+    ENTITY_KINDS,
+    NODE_TYPE_FIELD,
+    build_topology,
+    extract_refs,
+    find_dependents,
+    remap_refs,
+    schema_as_dicts,
+    schema_for_kind,
+    serialize_entity,
+    serialize_entity_for_graph,
+    validate_connection,
+)
+
+logger = logging.getLogger(__name__)
+
+
+class ConnectionValidationRequest(BaseModel):
+    """A proposed wiring edit: set ``target_kind.field`` to ``source_id``."""
+
+    target_kind: str
+    target_id: str
+    field: str
+    source_id: str = Field(default="", description="Empty string detaches the slot.")
+
+
+router = APIRouter()
+
+# kind → dependency getter for the store that owns that entity kind.
+_KIND_STORES: dict[str, Callable[[], Any]] = {
+    "device": deps.get_device_store,
+    "capture_template": deps.get_template_store,
+    "pp_template": deps.get_pp_template_store,
+    "audio_template": deps.get_audio_template_store,
+    "pattern_template": deps.get_pattern_template_store,
+    "picture_source": deps.get_picture_source_store,
+    "audio_source": deps.get_audio_source_store,
+    "value_source": deps.get_value_source_store,
+    "color_strip_source": deps.get_color_strip_store,
+    "sync_clock": deps.get_sync_clock_store,
+    "output_target": deps.get_output_target_store,
+    "scene_preset": deps.get_scene_preset_store,
+    "automation": deps.get_automation_store,
+    "cspt": deps.get_cspt_store,
+}
+
+
+def _gather_entities() -> dict[str, list[dict[str, Any]]]:
+    """Serialize every entity, keyed by kind. Missing stores yield ``[]``."""
+    out: dict[str, list[dict[str, Any]]] = {}
+    for kind, getter in _KIND_STORES.items():
+        try:
+            store = getter()
+            models = store.get_all()
+        except (
+            Exception
+        ) as exc:  # noqa: BLE001 — an uninitialized/failing store must not 500 the graph
+            logger.warning("graph: store for kind %s unavailable: %s", kind, exc)
+            out[kind] = []
+            continue
+        out[kind] = [serialize_entity_for_graph(kind, m) for m in models]
+    return out
+
+
+@router.get("/api/v1/graph/schema", tags=["Graph"])
+async def get_graph_schema(_auth: AuthRequired) -> dict[str, Any]:
+    """Return the authoritative registry of connectable reference fields."""
+    return {
+        "kinds": list(ENTITY_KINDS),
+        "node_type_field": NODE_TYPE_FIELD,
+        "connections": schema_as_dicts(),
+    }
+
+
+@router.get("/api/v1/graph", tags=["Graph"])
+async def get_graph(_auth: AuthRequired) -> dict[str, Any]:
+    """Return the full wiring topology (nodes + edges) and a validation report."""
+    entities = await run_in_threadpool(_gather_entities)
+    return build_topology(entities)
+
+
+@router.get("/api/v1/graph/dependents/{kind}/{entity_id}", tags=["Graph"])
+async def get_graph_dependents(kind: str, entity_id: str, _auth: AuthRequired) -> dict[str, Any]:
+    """Return every entity that references ``(kind, entity_id)``."""
+    if kind not in ENTITY_KINDS:
+        raise HTTPException(status_code=404, detail=f"Unknown entity kind: {kind}")
+    entities = await run_in_threadpool(_gather_entities)
+    return {"dependents": find_dependents(entities, kind, entity_id)}
+
+
+@router.post("/api/v1/graph/validate-connection", tags=["Graph"])
+async def validate_graph_connection(
+    body: ConnectionValidationRequest, _auth: AuthRequired
+) -> dict[str, Any]:
+    """Validate a proposed wiring edit (existence + source kind + no cycle).
+
+    The graph editor calls this before persisting a drag-connect so it can
+    refuse edits that would dangle a reference or create a dependency loop.
+    """
+    entities = await run_in_threadpool(_gather_entities)
+    ok, error = validate_connection(
+        entities, body.target_kind, body.target_id, body.field, body.source_id
+    )
+    return {"ok": ok, "error": error}
+
+
+# ── Subgraph duplication (server-side blueprint instantiate) ─────────────────
+# Only these kinds are cloned. They carry no inline secrets — they *reference*
+# shared secret-bearing entities (devices, HA sources, HTTP endpoints) by id,
+# and those are NOT cloned — and they have no hardware identity to conflict
+# over. Output targets, automations, devices and integrations are out of scope.
+_DUPLICABLE_KINDS: tuple[str, ...] = ("value_source", "color_strip_source")
+_MAX_DUPLICATE = 200
+
+
+class DuplicateRequest(BaseModel):
+    """Duplicate a selected subgraph of value / colour-strip sources."""
+
+    node_ids: list[str] = Field(..., min_length=1, max_length=_MAX_DUPLICATE)
+    name_suffix: str = Field(default=" (copy)", max_length=40)
+
+
+def _unique_name(existing: set[str], desired: str) -> str:
+    """A name not already in ``existing`` (appends ' 2', ' 3', … on collision)."""
+    if desired not in existing:
+        return desired
+    i = 2
+    while f"{desired} {i}" in existing:
+        i += 1
+    return f"{desired} {i}"
+
+
+def _duplicate_subgraph(node_ids: list[str], name_suffix: str) -> dict[str, Any]:
+    """Deep-clone selected value/colour-strip sources with new ids, rewiring
+    references that point *within* the selection (shared deps are left alone)."""
+    # Index every duplicable entity by id → (kind, store, model); track names.
+    index: dict[str, tuple[str, Any, Any]] = {}
+    existing_names: dict[str, set[str]] = {}
+    for kind in _DUPLICABLE_KINDS:
+        try:
+            store = _KIND_STORES[kind]()
+            models = store.get_all()
+        except Exception as exc:  # noqa: BLE001 — a failing store must not 500 the request
+            logger.warning("graph.duplicate: store for %s unavailable: %s", kind, exc)
+            continue
+        names = existing_names.setdefault(kind, set())
+        for m in models:
+            mid = getattr(m, "id", None)
+            mname = getattr(m, "name", None)
+            if isinstance(mname, str):
+                names.add(mname)
+            if isinstance(mid, str) and mid:
+                index[mid] = (kind, store, m)
+
+    selected: list[str] = []
+    skipped: list[dict[str, str]] = []
+    for nid in dict.fromkeys(node_ids):  # de-dupe, preserve order
+        if nid in index:
+            selected.append(nid)
+        else:
+            skipped.append(
+                {"id": nid, "reason": "only value and colour-strip sources can be duplicated"}
+            )
+
+    # Pass 1 — create clones; their refs still point at the originals (valid).
+    id_map: dict[str, str] = {}
+    created: list[dict[str, str]] = []
+    clones: list[tuple[str, Any, str]] = []
+    for old_id in selected:
+        kind, store, model = index[old_id]
+        base = (getattr(model, "name", None) or old_id) + name_suffix
+        name = _unique_name(existing_names[kind], base)
+        existing_names[kind].add(name)
+        try:
+            new = store.clone(old_id, name)
+        except Exception as exc:  # noqa: BLE001
+            logger.warning("graph.duplicate: clone of %s %s failed: %s", kind, old_id, exc)
+            skipped.append({"id": old_id, "reason": f"clone failed: {exc}"})
+            continue
+        id_map[old_id] = new.id
+        created.append({"id": new.id, "kind": kind, "name": new.name})
+        clones.append((kind, store, new.id))
+
+    # Pass 2 — rewrite references that point within the cloned set.
+    warnings: list[dict[str, str]] = []
+    for kind, store, new_id in clones:
+        clone = serialize_entity(store.get(new_id))
+        changed_roots: set[str] = set()
+        for cf in schema_for_kind(kind):
+            if remap_refs(clone, cf.field, id_map):
+                changed_roots.add(cf.field.split(".", 1)[0].removesuffix("[]"))
+        if not changed_roots:
+            continue
+        # `clone` is the FULL serialized entity, so each changed root carries a
+        # complete, structurally-intact value (the whole `layers` list / bindable
+        # dict) that ``update_source`` replaces or merges wholesale. (Within the
+        # duplicable set the only roots that change are scalar ids, `layers` and
+        # bindable slots — never a partially-built nested object.)
+        updates = {root: clone[root] for root in changed_roots if root in clone}
+        try:
+            store.update_source(new_id, **updates)
+        except Exception as exc:  # noqa: BLE001
+            logger.warning("graph.duplicate: ref remap of %s failed: %s", new_id, exc)
+            warnings.append({"id": new_id, "reason": f"reference remap failed: {exc}"})
+
+    # Safety net — a clone must never still reference an OLD (in-selection) id.
+    for kind, store, new_id in clones:
+        clone = serialize_entity(store.get(new_id))
+        for cf in schema_for_kind(kind):
+            if any(ref in id_map for ref in extract_refs(clone, cf.field)):
+                warnings.append({"id": new_id, "reason": f"unremapped reference at {cf.field}"})
+
+    return {"id_map": id_map, "created": created, "skipped": skipped, "warnings": warnings}
+
+
+@router.post("/api/v1/graph/duplicate", tags=["Graph"])
+async def duplicate_subgraph(body: DuplicateRequest, _auth: AuthRequired) -> dict[str, Any]:
+    """Deep-clone the selected value/colour-strip sources (new ids, wiring remapped).
+
+    References that point *within* the selection are rewired to the new clones;
+    references to entities outside it (devices, HA sources, …) stay shared with
+    the originals. Only value and colour-strip sources are cloned — they carry no
+    inline secrets — so any other kind in the selection is reported in ``skipped``.
+    """
+    return await run_in_threadpool(_duplicate_subgraph, body.node_ids, body.name_suffix)

server/src/ledgrab/api/routes/home_assistant.py

@@ -2,6 +2,7 @@
 
 import asyncio
 import json
+from urllib.parse import urlparse
 
 from fastapi import APIRouter, Depends, HTTPException, Query
 
@@ -28,6 +29,7 @@ from ledgrab.storage.base_store import EntityNotFoundError
 from ledgrab.storage.home_assistant_source import HomeAssistantSource
 from ledgrab.storage.home_assistant_store import HomeAssistantStore
 from ledgrab.utils import get_logger
+from ledgrab.utils.net_classify import validate_lan_host
 
 logger = get_logger(__name__)
 
@@ -37,6 +39,23 @@ router = APIRouter()
 _REDACTED_TOKEN = "***"
 
 
+def _validate_ha_host(host: str | None) -> None:
+    """Reject literal public/link-local/metadata IPs for a HA source host.
+
+    HA sources are LAN-by-design (loopback + private ranges allowed), so we
+    gate the user-supplied ``host`` with the same shared classifier the LED
+    device providers use (``validate_lan_host``). The HA host is stored as
+    ``host:port`` (e.g. ``192.168.1.100:8123``), so strip the port first via
+    ``urlparse`` — which also handles bracketed IPv6 literals. Hostnames /
+    mDNS labels pass through (classified UNPARSEABLE). Raises ``ValueError``
+    on a literal public IP, which the callers translate to HTTP 400.
+    """
+    if not host:
+        return
+    bare_host = urlparse(f"//{host.strip()}").hostname or host.strip()
+    validate_lan_host(bare_host)
+
+
 def _to_response(
     source: HomeAssistantSource,
     manager: HomeAssistantManager,
@@ -99,6 +118,7 @@ async def create_ha_source(
     manager: HomeAssistantManager = Depends(get_ha_manager),
 ):
     try:
+        _validate_ha_host(data.host)
         source = store.create_source(
             name=data.name,
             host=data.host,
@@ -153,6 +173,7 @@ async def update_ha_source(
     manager: HomeAssistantManager = Depends(get_ha_manager),
 ):
     try:
+        _validate_ha_host(data.host)
         source = store.update_source(
             source_id,
             name=data.name,

server/src/ledgrab/api/routes/output_targets.py

@@ -49,6 +49,8 @@ from ledgrab.storage.value_source_store import ValueSourceStore
 from ledgrab.utils import get_logger
 from ledgrab.storage.base_store import EntityNotFoundError
 
+from ._mqtt_validation import validate_mqtt_source_exists
+
 logger = get_logger(__name__)
 
 router = APIRouter()
@@ -68,6 +70,8 @@ def _led_target_to_response(target: WledOutputTarget) -> LedOutputTargetResponse
         min_brightness_threshold=target.min_brightness_threshold.to_dict(),
         adaptive_fps=target.adaptive_fps,
         protocol=target.protocol,
+        max_milliamps=target.max_milliamps,
+        milliamps_per_led=target.milliamps_per_led,
         description=target.description,
         tags=target.tags,
         icon=getattr(target, "icon", "") or "",
@@ -270,16 +274,6 @@ def _validate_device_exists(device_store: DeviceStore, device_id: str) -> None:
         raise HTTPException(status_code=422, detail=f"Device {device_id} not found")
 
 
-def _validate_mqtt_source_exists(mqtt_store: MQTTSourceStore, mqtt_source_id: str) -> None:
-    """Ensure the referenced MQTT source exists. Empty id is allowed (unconfigured)."""
-    if not mqtt_source_id:
-        return
-    try:
-        mqtt_store.get(mqtt_source_id)
-    except (ValueError, EntityNotFoundError):
-        raise HTTPException(status_code=422, detail=f"MQTT source {mqtt_source_id} not found")
-
-
 @router.post(
     "/api/v1/output-targets", response_model=OutputTargetResponse, tags=["Targets"], status_code=201
 )
@@ -310,6 +304,8 @@ async def create_target(
                     min_brightness_threshold=data.min_brightness_threshold,
                     adaptive_fps=data.adaptive_fps,
                     protocol=data.protocol,
+                    max_milliamps=data.max_milliamps,
+                    milliamps_per_led=data.milliamps_per_led,
                 )
             case HALightOutputTargetCreate():
                 if data.source_kind == "color_vs":
@@ -333,7 +329,7 @@ async def create_target(
             case Z2MLightOutputTargetCreate():
                 if data.source_kind == "color_vs":
                     _validate_color_value_source(value_source_store, data.color_value_source_id)
-                _validate_mqtt_source_exists(mqtt_store, data.mqtt_source_id)
+                validate_mqtt_source_exists(mqtt_store, data.mqtt_source_id)
                 target = target_store.create_z2m_light_target(
                     name=data.name,
                     description=data.description,
@@ -472,6 +468,8 @@ async def update_target(
                     min_brightness_threshold=data.min_brightness_threshold,
                     adaptive_fps=data.adaptive_fps,
                     protocol=data.protocol,
+                    max_milliamps=data.max_milliamps,
+                    milliamps_per_led=data.milliamps_per_led,
                 )
                 css_changed = data.color_strip_source_id is not None
                 brightness_changed = data.brightness is not None
@@ -484,6 +482,8 @@ async def update_target(
                         data.min_brightness_threshold,
                         data.adaptive_fps,
                         data.brightness,
+                        data.max_milliamps,
+                        data.milliamps_per_led,
                     )
                 )
                 device_changed = data.device_id is not None
@@ -540,7 +540,7 @@ async def update_target(
                     )
                     _validate_color_value_source(value_source_store, effective_id)
                 if data.mqtt_source_id:
-                    _validate_mqtt_source_exists(mqtt_store, data.mqtt_source_id)
+                    validate_mqtt_source_exists(mqtt_store, data.mqtt_source_id)
                 target = target_store.update_z2m_light_target(
                     target_id,
                     name=data.name,

server/src/ledgrab/api/routes/postprocessing.py

@@ -51,6 +51,7 @@ def _pp_template_to_response(t) -> PostprocessingTemplateResponse:
         tags=t.tags,
         icon=getattr(t, "icon", "") or "",
         icon_color=getattr(t, "icon_color", "") or "",
+        is_builtin=getattr(t, "is_builtin", False),
     )
 
 

server/src/ledgrab/api/routes/preferences.py

@@ -15,6 +15,7 @@ daylight value-source / color-strip-source. Stored as
 empty/missing meaning "use system local time".
 """
 
+from datetime import datetime, timezone
 from typing import Any
 
 from fastapi import APIRouter, Body, Depends, HTTPException
@@ -38,6 +39,7 @@ router = APIRouter()
 _DASHBOARD_LAYOUT_KEY = "dashboard_layout"
 _NOTIFICATION_PREFS_KEY = "notification_preferences"
 _CARD_MODES_KEY = "card_modes"
+_ONBOARDING_KEY = "onboarded"
 
 
 class DaylightTimezonePreference(BaseModel):
@@ -285,4 +287,75 @@ async def put_daylight_timezone_preference(
     return DaylightTimezonePreference(timezone=saved)
 
 
+# ---------------------------------------------------------------------------
+# Onboarding flag
+# ---------------------------------------------------------------------------
+
+
+class OnboardingPreference(BaseModel):
+    """Persistent first-run onboarding flag."""
+
+    onboarded: bool = Field(
+        False,
+        description="True once the user has completed the first-run wizard.",
+    )
+    completed_at: str | None = Field(
+        None,
+        description="ISO timestamp of when onboarding was first marked complete; null otherwise.",
+    )
+
+
+@router.get(
+    "/api/v1/preferences/onboarding",
+    response_model=OnboardingPreference,
+    tags=["Preferences"],
+)
+async def get_onboarding(
+    _: AuthRequired,
+    db: Database = Depends(get_database),
+) -> OnboardingPreference:
+    """Return the first-run onboarding status.
+
+    Defaults to ``{onboarded: false, completed_at: null}`` when the flag has
+    never been set.
+    """
+    raw = db.get_setting(_ONBOARDING_KEY)
+    if not raw:
+        return OnboardingPreference()
+    try:
+        return OnboardingPreference.model_validate(raw)
+    except Exception as exc:
+        logger.warning("Stored onboarding preference invalid (%s); using default", exc)
+        return OnboardingPreference()
+
+
+@router.put(
+    "/api/v1/preferences/onboarding",
+    response_model=OnboardingPreference,
+    tags=["Preferences"],
+)
+async def put_onboarding(
+    _: AuthRequired,
+    body: OnboardingPreference,
+    db: Database = Depends(get_database),
+) -> OnboardingPreference:
+    """Persist the onboarding flag.
+
+    When ``onboarded`` is set to ``true`` and ``completed_at`` is not provided,
+    the server stamps the current UTC time automatically.
+    When ``onboarded`` is ``false``, ``completed_at`` is cleared.
+    """
+    if body.onboarded and body.completed_at is None:
+        body = OnboardingPreference(
+            onboarded=True,
+            completed_at=datetime.now(timezone.utc).isoformat(),
+        )
+    elif not body.onboarded:
+        body = OnboardingPreference(onboarded=False, completed_at=None)
+
+    db.set_setting(_ONBOARDING_KEY, body.model_dump())
+    logger.info("Onboarding flag updated: onboarded=%s", body.onboarded)
+    return body
+
+
 __all__ = ["router", "DAYLIGHT_TIMEZONE_KEY"]

server/src/ledgrab/api/routes/scene_playlists.py

@@ -0,0 +1,275 @@
+"""Scene playlist API routes — CRUD plus start/stop/state cycling control."""
+
+import uuid
+from datetime import datetime, timezone
+
+from fastapi import APIRouter, Depends, HTTPException
+
+from ledgrab.api.auth import AuthRequired
+from ledgrab.api.dependencies import (
+    fire_entity_event,
+    get_playlist_engine,
+    get_scene_playlist_store,
+    get_scene_preset_store,
+)
+from ledgrab.api.schemas.scene_playlists import (
+    PlaylistRuntimeStateSchema,
+    ScenePlaylistCreate,
+    ScenePlaylistListResponse,
+    ScenePlaylistResponse,
+    ScenePlaylistUpdate,
+)
+from ledgrab.core.scenes.playlist_engine import PlaylistEngine, PlaylistError
+from ledgrab.storage.base_store import EntityNotFoundError
+from ledgrab.storage.scene_playlist import PlaylistItem, ScenePlaylist
+from ledgrab.storage.scene_playlist_store import ScenePlaylistStore
+from ledgrab.storage.scene_preset_store import ScenePresetStore
+from ledgrab.utils import get_logger
+
+logger = get_logger(__name__)
+router = APIRouter()
+
+
+def _playlist_to_response(playlist: ScenePlaylist, engine: PlaylistEngine) -> ScenePlaylistResponse:
+    return ScenePlaylistResponse(
+        id=playlist.id,
+        name=playlist.name,
+        description=playlist.description,
+        items=[
+            {"scene_preset_id": i.scene_preset_id, "duration_seconds": i.duration_seconds}
+            for i in playlist.items
+        ],
+        loop=playlist.loop,
+        shuffle=playlist.shuffle,
+        order=playlist.order,
+        tags=playlist.tags,
+        icon=getattr(playlist, "icon", "") or "",
+        icon_color=getattr(playlist, "icon_color", "") or "",
+        is_running=engine.get_running_playlist_id() == playlist.id,
+        created_at=playlist.created_at,
+        updated_at=playlist.updated_at,
+    )
+
+
+def _items_from_schema(items) -> list[PlaylistItem]:
+    return [
+        PlaylistItem(scene_preset_id=i.scene_preset_id, duration_seconds=i.duration_seconds)
+        for i in items
+    ]
+
+
+def _validate_preset_refs(items, preset_store: ScenePresetStore) -> None:
+    """Reject playlist items that reference a non-existent scene preset."""
+    for item in items:
+        try:
+            preset_store.get_preset(item.scene_preset_id)
+        except (ValueError, EntityNotFoundError):
+            raise HTTPException(
+                status_code=400,
+                detail=f"Scene preset not found: {item.scene_preset_id}",
+            )
+
+
+# ===== CRUD =====
+
+
+@router.post(
+    "/api/v1/scene-playlists",
+    response_model=ScenePlaylistResponse,
+    tags=["Scene Playlists"],
+    status_code=201,
+)
+async def create_scene_playlist(
+    data: ScenePlaylistCreate,
+    _auth: AuthRequired,
+    store: ScenePlaylistStore = Depends(get_scene_playlist_store),
+    preset_store: ScenePresetStore = Depends(get_scene_preset_store),
+    engine: PlaylistEngine = Depends(get_playlist_engine),
+):
+    """Create a new scene playlist."""
+    _validate_preset_refs(data.items, preset_store)
+
+    now = datetime.now(timezone.utc)
+    playlist = ScenePlaylist(
+        id=f"playlist_{uuid.uuid4().hex[:8]}",
+        name=data.name,
+        description=data.description,
+        items=_items_from_schema(data.items),
+        loop=data.loop,
+        shuffle=data.shuffle,
+        order=store.count(),
+        tags=data.tags if data.tags is not None else [],
+        icon=data.icon or "",
+        icon_color=data.icon_color or "",
+        created_at=now,
+        updated_at=now,
+    )
+
+    try:
+        playlist = store.create_playlist(playlist)
+    except ValueError as e:
+        raise HTTPException(status_code=400, detail=str(e))
+
+    fire_entity_event("scene_playlist", "created", playlist.id)
+    return _playlist_to_response(playlist, engine)
+
+
+@router.get(
+    "/api/v1/scene-playlists",
+    response_model=ScenePlaylistListResponse,
+    tags=["Scene Playlists"],
+)
+async def list_scene_playlists(
+    _auth: AuthRequired,
+    store: ScenePlaylistStore = Depends(get_scene_playlist_store),
+    engine: PlaylistEngine = Depends(get_playlist_engine),
+):
+    """List all scene playlists plus the current cycling state."""
+    playlists = store.get_all_playlists()
+    return ScenePlaylistListResponse(
+        playlists=[_playlist_to_response(p, engine) for p in playlists],
+        count=len(playlists),
+        state=PlaylistRuntimeStateSchema(**engine.get_state()),
+    )
+
+
+# NOTE: the static ``/state`` path is declared before ``/{playlist_id}`` so it
+# is matched first and not swallowed by the path parameter.
+@router.get(
+    "/api/v1/scene-playlists/state",
+    response_model=PlaylistRuntimeStateSchema,
+    tags=["Scene Playlists"],
+)
+async def get_playlist_state(
+    _auth: AuthRequired,
+    engine: PlaylistEngine = Depends(get_playlist_engine),
+):
+    """Get the current playlist cycling state (idle if nothing is running)."""
+    return PlaylistRuntimeStateSchema(**engine.get_state())
+
+
+@router.get(
+    "/api/v1/scene-playlists/{playlist_id}",
+    response_model=ScenePlaylistResponse,
+    tags=["Scene Playlists"],
+)
+async def get_scene_playlist(
+    playlist_id: str,
+    _auth: AuthRequired,
+    store: ScenePlaylistStore = Depends(get_scene_playlist_store),
+    engine: PlaylistEngine = Depends(get_playlist_engine),
+):
+    """Get a single scene playlist."""
+    try:
+        playlist = store.get_playlist(playlist_id)
+    except (ValueError, EntityNotFoundError) as e:
+        raise HTTPException(status_code=404, detail=str(e))
+    return _playlist_to_response(playlist, engine)
+
+
+@router.put(
+    "/api/v1/scene-playlists/{playlist_id}",
+    response_model=ScenePlaylistResponse,
+    tags=["Scene Playlists"],
+)
+async def update_scene_playlist(
+    playlist_id: str,
+    data: ScenePlaylistUpdate,
+    _auth: AuthRequired,
+    store: ScenePlaylistStore = Depends(get_scene_playlist_store),
+    preset_store: ScenePresetStore = Depends(get_scene_preset_store),
+    engine: PlaylistEngine = Depends(get_playlist_engine),
+):
+    """Update a scene playlist's metadata, items, and playback flags."""
+    new_items = None
+    if data.items is not None:
+        _validate_preset_refs(data.items, preset_store)
+        new_items = _items_from_schema(data.items)
+
+    try:
+        playlist = store.update_playlist(
+            playlist_id,
+            name=data.name,
+            description=data.description,
+            items=new_items,
+            loop=data.loop,
+            shuffle=data.shuffle,
+            order=data.order,
+            tags=data.tags,
+            icon=data.icon,
+            icon_color=data.icon_color,
+        )
+    except (ValueError, EntityNotFoundError) as e:
+        raise HTTPException(
+            status_code=404 if "not found" in str(e).lower() else 400, detail=str(e)
+        )
+
+    fire_entity_event("scene_playlist", "updated", playlist_id)
+    return _playlist_to_response(playlist, engine)
+
+
+@router.delete(
+    "/api/v1/scene-playlists/{playlist_id}",
+    status_code=204,
+    tags=["Scene Playlists"],
+)
+async def delete_scene_playlist(
+    playlist_id: str,
+    _auth: AuthRequired,
+    store: ScenePlaylistStore = Depends(get_scene_playlist_store),
+    engine: PlaylistEngine = Depends(get_playlist_engine),
+):
+    """Delete a scene playlist (stops it first if it is currently cycling)."""
+    try:
+        store.delete_playlist(playlist_id)
+    except (ValueError, EntityNotFoundError) as e:
+        raise HTTPException(status_code=404, detail=str(e))
+
+    await engine.stop_if_running(playlist_id)
+    fire_entity_event("scene_playlist", "deleted", playlist_id)
+
+
+# ===== Cycling control =====
+
+
+@router.post(
+    "/api/v1/scene-playlists/{playlist_id}/start",
+    response_model=PlaylistRuntimeStateSchema,
+    tags=["Scene Playlists"],
+)
+async def start_scene_playlist(
+    playlist_id: str,
+    _auth: AuthRequired,
+    store: ScenePlaylistStore = Depends(get_scene_playlist_store),
+    engine: PlaylistEngine = Depends(get_playlist_engine),
+):
+    """Start cycling a playlist (stops any currently-running playlist first)."""
+    try:
+        store.get_playlist(playlist_id)
+    except (ValueError, EntityNotFoundError) as e:
+        raise HTTPException(status_code=404, detail=str(e))
+
+    try:
+        await engine.start_playlist(playlist_id)
+    except PlaylistError as e:
+        raise HTTPException(status_code=400, detail=str(e))
+
+    fire_entity_event("scene_playlist", "updated", playlist_id)
+    return PlaylistRuntimeStateSchema(**engine.get_state())
+
+
+@router.post(
+    "/api/v1/scene-playlists/stop",
+    response_model=PlaylistRuntimeStateSchema,
+    tags=["Scene Playlists"],
+)
+async def stop_scene_playlist(
+    _auth: AuthRequired,
+    engine: PlaylistEngine = Depends(get_playlist_engine),
+):
+    """Stop the active playlist (leaves the last applied scene in place)."""
+    stopped_id = engine.get_running_playlist_id()
+    await engine.stop()
+    if stopped_id:
+        fire_entity_event("scene_playlist", "updated", stopped_id)
+    return PlaylistRuntimeStateSchema(**engine.get_state())

server/src/ledgrab/api/routes/setup.py

@@ -0,0 +1,330 @@
+"""Setup scaffold endpoint.
+
+Wires a complete capture → color-strip → output chain in one call, with
+automatic rollback if any step fails so no orphan entities are left behind.
+
+POST /api/v1/setup/scaffold
+    Body: ScaffoldRequest — device_id (required, must already exist),
+          display_index, optional calibration dict.
+    Returns: ScaffoldResponse — ids of every created/reused entity.
+    Fires ``entity_changed`` events for every entity created in this call,
+    but ONLY after the full chain succeeds (no mid-chain events).
+    Does NOT auto-start the target (the frontend starts it after calibration).
+
+Rollback contract
+-----------------
+Entities created during THIS request are tracked in a local list.  If any
+step raises, they are deleted in reverse-creation order before re-raising.
+Because "created" events are deferred until after the chain completes, a
+rollback never produces ghost UI cards — no event for a rolled-back entity
+is ever emitted.
+
+The device is never part of the rollback set: scaffold requires an existing
+device (created via ``POST /api/v1/devices`` which runs full validation).
+"""
+
+from __future__ import annotations
+
+from typing import Any
+
+from fastapi import APIRouter, Depends, HTTPException
+
+from ledgrab.api.auth import AuthRequired
+from ledgrab.api.dependencies import (
+    fire_entity_event,
+    get_color_strip_store,
+    get_device_store,
+    get_output_target_store,
+    get_picture_source_store,
+    get_processor_manager,
+    get_template_store,
+)
+from ledgrab.api.schemas.setup import ScaffoldRequest, ScaffoldResponse
+from ledgrab.core.capture.calibration import calibration_from_dict, create_default_calibration
+from ledgrab.core.capture_engines.factory import EngineRegistry
+from ledgrab.core.processing.processor_manager import ProcessorManager
+from ledgrab.storage.base_store import EntityNotFoundError
+from ledgrab.storage.color_strip_store import ColorStripStore
+from ledgrab.storage.output_target_store import OutputTargetStore
+from ledgrab.storage.picture_source_store import PictureSourceStore
+from ledgrab.storage import DeviceStore
+from ledgrab.storage.template_store import TemplateStore
+from ledgrab.utils import get_logger
+
+logger = get_logger(__name__)
+router = APIRouter()
+
+_DEFAULT_TARGET_FPS = 30
+
+
+# ---------------------------------------------------------------------------
+# Helper: capture template
+# ---------------------------------------------------------------------------
+
+
+def _get_or_create_capture_template(
+    template_store: TemplateStore,
+    created_ids: list[tuple[str, str]],
+) -> tuple[str, bool]:
+    """Return (template_id, reused).
+
+    Tries to find an existing template whose engine_type matches the platform's
+    best available engine.  Falls back to creating a fresh one.
+    """
+    best_engine = EngineRegistry.get_best_available_engine()
+    if not best_engine:
+        raise HTTPException(
+            status_code=503,
+            detail="No capture engine available on this platform; cannot scaffold.",
+        )
+
+    # Try to reuse an existing template with the same engine
+    for tpl in template_store.get_all_templates():
+        if tpl.engine_type == best_engine:
+            logger.info(
+                "Scaffold: reusing existing capture template %s (engine=%s)",
+                tpl.id,
+                best_engine,
+            )
+            return tpl.id, True
+
+    # None found — create a fresh one
+    engine_class = EngineRegistry.get_engine(best_engine)
+    default_config = engine_class.get_default_config()
+    try:
+        tpl = template_store.create_template(
+            name=f"Scaffold capture ({best_engine})",
+            engine_type=best_engine,
+            engine_config=default_config,
+            description="Auto-created by first-run scaffold",
+        )
+    except ValueError as exc:
+        raise HTTPException(status_code=400, detail=str(exc))
+
+    created_ids.append(("capture_template", tpl.id))
+    logger.info("Scaffold: created capture template %s (engine=%s)", tpl.id, best_engine)
+    return tpl.id, False
+
+
+# ---------------------------------------------------------------------------
+# Helper: rollback
+# ---------------------------------------------------------------------------
+
+
+def _rollback(
+    created_ids: list[tuple[str, str]],
+    *,
+    template_store: TemplateStore,
+    picture_source_store: PictureSourceStore,
+    css_store: ColorStripStore,
+    output_target_store: OutputTargetStore,
+    manager: ProcessorManager | None = None,
+) -> None:
+    """Delete entities created during this call, in reverse order.
+
+    Only entities listed in ``created_ids`` are deleted; reused/pre-existing
+    entities (including the device) are never touched.
+
+    If *manager* is provided, any ``output_target`` entity in the rollback set
+    is also unregistered from the ProcessorManager before store deletion, so no
+    half-registered target is left behind.
+    """
+    store_map: dict[str, Any] = {
+        "capture_template": template_store,
+        "picture_source": picture_source_store,
+        "color_strip_source": css_store,
+        "output_target": output_target_store,
+    }
+    for entity_type, entity_id in reversed(created_ids):
+        # Unregister output targets from the processor manager first
+        if entity_type == "output_target" and manager is not None:
+            try:
+                manager.remove_target(entity_id)
+                logger.info("Scaffold rollback: unregistered target %s from manager", entity_id)
+            except (ValueError, RuntimeError) as exc:
+                logger.debug(
+                    "Scaffold rollback: manager unregister skipped for %s — %s",
+                    entity_id,
+                    exc,
+                )
+
+        store = store_map.get(entity_type)
+        if store is None:
+            logger.warning("Scaffold rollback: unknown entity type %r — skipping", entity_type)
+            continue
+        try:
+            store.delete(entity_id)
+            logger.info("Scaffold rollback: deleted %s %s", entity_type, entity_id)
+        except Exception as exc:
+            logger.error(
+                "Scaffold rollback: failed to delete %s %s — %s",
+                entity_type,
+                entity_id,
+                exc,
+            )
+
+
+# ---------------------------------------------------------------------------
+# Route
+# ---------------------------------------------------------------------------
+
+
+@router.post(
+    "/api/v1/setup/scaffold",
+    response_model=ScaffoldResponse,
+    status_code=201,
+    tags=["Setup"],
+)
+async def scaffold_setup(
+    data: ScaffoldRequest,
+    _auth: AuthRequired,
+    device_store: DeviceStore = Depends(get_device_store),
+    template_store: TemplateStore = Depends(get_template_store),
+    picture_source_store: PictureSourceStore = Depends(get_picture_source_store),
+    css_store: ColorStripStore = Depends(get_color_strip_store),
+    output_target_store: OutputTargetStore = Depends(get_output_target_store),
+    manager: ProcessorManager = Depends(get_processor_manager),
+) -> ScaffoldResponse:
+    """Create a ready-to-start LED capture chain.
+
+    Steps (each uses the real store create method for validation and ID gen):
+
+    1. Look up the existing device (404 if not found).
+    2. Find or create a capture template for the platform-best engine.
+    3. Create a raw picture source (``display_index`` + ``capture_template_id``).
+    4. Create a picture color-strip source with either the provided calibration
+       or ``create_default_calibration(led_count)``.
+    5. Create a LED output target linking the device to the CSS.
+
+    All created entities emit ``entity_changed`` events, but ONLY after the
+    full chain succeeds — events are collected and fired at the very end.
+    On any error the entities created so far are deleted in reverse order
+    (rollback), and no "created" events are emitted (no ghost UI cards).
+    The output target is NOT started — the frontend starts it after the
+    optional calibration step.
+    """
+    created_ids: list[tuple[str, str]] = []
+    # Deferred "created" events: (entity_type, entity_id) — fired only on success.
+    pending_events: list[tuple[str, str]] = []
+
+    rollback_stores = dict(
+        template_store=template_store,
+        picture_source_store=picture_source_store,
+        css_store=css_store,
+        output_target_store=output_target_store,
+        manager=manager,
+    )
+
+    try:
+        # ── Step 1: resolve existing device ─────────────────────────────────
+        try:
+            device = device_store.get(data.device_id)
+        except EntityNotFoundError:
+            raise HTTPException(status_code=404, detail=f"Device not found: {data.device_id}")
+        device_id = device.id
+        led_count = device.led_count
+
+        # ── Step 2: capture template ─────────────────────────────────────────
+        capture_template_id, template_reused = _get_or_create_capture_template(
+            template_store, created_ids
+        )
+        if not template_reused:
+            pending_events.append(("capture_template", capture_template_id))
+
+        # ── Step 3: picture source ───────────────────────────────────────────
+        ps_name = f"Screen {data.display_index} (scaffold)"
+        try:
+            picture_source = picture_source_store.create_stream(
+                name=ps_name,
+                stream_type="raw",
+                display_index=data.display_index,
+                capture_template_id=capture_template_id,
+                target_fps=_DEFAULT_TARGET_FPS,
+            )
+        except ValueError as exc:
+            raise HTTPException(status_code=400, detail=str(exc))
+        created_ids.append(("picture_source", picture_source.id))
+        pending_events.append(("picture_source", picture_source.id))
+        logger.info("Scaffold: created picture source %s", picture_source.id)
+
+        # ── Step 4: color-strip source ───────────────────────────────────────
+        if data.calibration is not None:
+            try:
+                calibration = calibration_from_dict(data.calibration)
+            except Exception as exc:
+                raise HTTPException(
+                    status_code=422,
+                    detail=f"Invalid calibration dict: {exc}",
+                )
+        else:
+            try:
+                calibration = create_default_calibration(led_count)
+            except ValueError as exc:
+                raise HTTPException(status_code=400, detail=str(exc))
+
+        css_name = "Screen capture (scaffold)"
+        try:
+            css = css_store.create_source(
+                name=css_name,
+                source_type="picture",
+                picture_source_id=picture_source.id,
+                calibration=calibration,
+            )
+        except ValueError as exc:
+            raise HTTPException(status_code=400, detail=str(exc))
+        created_ids.append(("color_strip_source", css.id))
+        pending_events.append(("color_strip_source", css.id))
+        logger.info("Scaffold: created color-strip source %s", css.id)
+
+        # ── Step 5: LED output target ────────────────────────────────────────
+        target_name = "LED output (scaffold)"
+        try:
+            target = output_target_store.create_wled_target(
+                name=target_name,
+                device_id=device_id,
+                color_strip_source_id=css.id,
+            )
+        except ValueError as exc:
+            raise HTTPException(status_code=400, detail=str(exc))
+        created_ids.append(("output_target", target.id))
+        pending_events.append(("output_target", target.id))
+        logger.info("Scaffold: created output target %s", target.id)
+
+        # ── Step 5b: register target with ProcessorManager ───────────────────
+        try:
+            target.register_with_manager(manager)
+        except ValueError as exc:
+            logger.warning(
+                "Scaffold: could not register target %s in processor manager: %s",
+                target.id,
+                exc,
+            )
+
+    except HTTPException:
+        _rollback(created_ids, **rollback_stores)
+        raise
+    except Exception as exc:
+        logger.error("Scaffold: unexpected error — rolling back: %s", exc, exc_info=True)
+        _rollback(created_ids, **rollback_stores)
+        raise HTTPException(status_code=500, detail="Internal server error during scaffold")
+
+    # ── Full chain succeeded — fire all deferred "created" events ───────────
+    for entity_type, entity_id in pending_events:
+        fire_entity_event(entity_type, "created", entity_id)
+
+    logger.info(
+        "Scaffold complete: device=%s tpl=%s ps=%s css=%s target=%s",
+        device_id,
+        capture_template_id,
+        picture_source.id,
+        css.id,
+        target.id,
+    )
+    return ScaffoldResponse(
+        device_id=device_id,
+        capture_template_id=capture_template_id,
+        picture_source_id=picture_source.id,
+        color_strip_source_id=css.id,
+        output_target_id=target.id,
+        capture_template_reused=template_reused,
+    )

server/src/ledgrab/api/routes/snapshot.py

@@ -0,0 +1,219 @@
+"""Aggregated snapshot endpoint for low-overhead polling clients.
+
+Returns, in a single response, everything the Home Assistant integration's
+coordinator needs per poll: all output targets with processing state + metrics,
+all devices with brightness, the color-strip / value-source / scene-preset /
+sync-clock lists, and the system block (performance, health, update).
+
+This collapses the integration's previous ~2N+M request fan-out (per-target
+``/state`` + ``/metrics`` and per-device ``/brightness``) into one round trip.
+
+The handler delegates to the existing list/batch route handlers so the response
+sub-shapes stay byte-identical to the individual endpoints — no shaping logic is
+duplicated here.
+
+Callers that don't need the whole payload can pass ``?include=`` with a
+comma-separated subset of section names (the response keys). Omitting it returns
+every section. Gating is per section, so an excluded section also skips its
+server-side work — dropping ``device_brightness`` avoids cold-cache hardware
+probes, and dropping ``system`` skips the (blocking) NVML performance query.
+"""
+
+import asyncio
+from typing import Any
+
+from fastapi import APIRouter, Depends, HTTPException, Query, Request
+from fastapi.concurrency import run_in_threadpool
+
+from ledgrab.api.auth import AuthRequired
+from ledgrab.api.dependencies import (
+    get_color_strip_store,
+    get_device_store,
+    get_output_target_store,
+    get_playlist_engine,
+    get_processor_manager,
+    get_scene_playlist_store,
+    get_scene_preset_store,
+    get_sync_clock_manager,
+    get_sync_clock_store,
+    get_update_service,
+    get_value_source_store,
+)
+from ledgrab.api.schemas.update import UpdateStatusResponse
+from ledgrab.utils import get_logger
+
+from .color_strip_sources.crud import list_color_strip_sources
+from .devices import list_devices, resolve_device_brightness
+from .output_targets import batch_target_metrics, batch_target_states, list_targets
+from .scene_playlists import list_scene_playlists
+from .scene_presets import list_scene_presets
+from .sync_clocks import list_sync_clocks
+from .system import get_system_performance, health_check
+from .update import get_update_status
+from .value_sources import list_value_sources
+
+logger = get_logger(__name__)
+
+router = APIRouter()
+
+# Selectable snapshot sections — these are exactly the response top-level keys,
+# except ``scene_playlists`` which also emits a companion ``playlist_state`` key
+# (the single global cycling state; see the handler).
+SNAPSHOT_SECTIONS = (
+    "targets",
+    "target_states",
+    "target_metrics",
+    "devices",
+    "device_brightness",
+    "css_sources",
+    "value_sources",
+    "scene_presets",
+    "scene_playlists",
+    "sync_clocks",
+    "system",
+)
+_SECTION_SET = frozenset(SNAPSHOT_SECTIONS)
+
+
+def _resolve_sections(include: str | None) -> frozenset[str]:
+    """Validate the ``include`` query param into the set of sections to emit.
+
+    ``None``/empty → every section. Unknown names are rejected with 422 so a
+    typo fails loudly instead of silently returning a smaller payload.
+    """
+    if not include:
+        return _SECTION_SET
+    requested = {part.strip() for part in include.split(",") if part.strip()}
+    unknown = requested - _SECTION_SET
+    if unknown:
+        raise HTTPException(
+            status_code=422,
+            detail=(
+                f"Unknown snapshot section(s): {', '.join(sorted(unknown))}. "
+                f"Valid sections: {', '.join(SNAPSHOT_SECTIONS)}."
+            ),
+        )
+    return frozenset(requested)
+
+
+async def _safe_section(awaitable, label: str):
+    """Await a section, degrading to ``None`` on failure instead of 500-ing.
+
+    The snapshot is a resilience-oriented poll surface: one failing section
+    (e.g. NVML performance probing) must not fail the whole response. This
+    preserves the per-section fault isolation the HA coordinator relied on
+    before these calls were merged into one request — the coordinator already
+    tolerates a ``None`` section.
+    """
+    try:
+        return await awaitable
+    except Exception:
+        logger.warning("snapshot: section %r failed, returning null", label, exc_info=True)
+        return None
+
+
+async def _update_status_model(_auth, update_service) -> UpdateStatusResponse:
+    """Fetch update status and coerce it through the response model.
+
+    The standalone ``/system/update/status`` endpoint declares
+    ``response_model=UpdateStatusResponse``; coercing here keeps the snapshot's
+    ``system.update`` field identical to that endpoint rather than emitting the
+    service's raw dict unfiltered.
+    """
+    raw = await get_update_status(_auth, update_service)
+    return UpdateStatusResponse.model_validate(raw)
+
+
+@router.get("/api/v1/snapshot", tags=["Snapshot"])
+async def get_snapshot(
+    request: Request,
+    _auth: AuthRequired,
+    include: str | None = Query(
+        None,
+        description=(
+            "Comma-separated subset of sections to include. Omit for all. "
+            "Valid: " + ", ".join(SNAPSHOT_SECTIONS)
+        ),
+    ),
+    manager=Depends(get_processor_manager),
+    target_store=Depends(get_output_target_store),
+    device_store=Depends(get_device_store),
+    css_store=Depends(get_color_strip_store),
+    value_store=Depends(get_value_source_store),
+    preset_store=Depends(get_scene_preset_store),
+    playlist_store=Depends(get_scene_playlist_store),
+    playlist_engine=Depends(get_playlist_engine),
+    clock_store=Depends(get_sync_clock_store),
+    clock_manager=Depends(get_sync_clock_manager),
+    update_service=Depends(get_update_service),
+) -> dict[str, Any]:
+    """Return the full poll payload (or a requested subset) in one response.
+
+    Shape (a key is present only when its section is requested)::
+
+        {
+          "targets": [<OutputTargetResponse>, ...],
+          "target_states": {target_id: <state>, ...},
+          "target_metrics": {target_id: <metrics>, ...},
+          "devices": [<DeviceResponse>, ...],
+          "device_brightness": {device_id: int | null, ...},
+          "css_sources": [...],
+          "value_sources": [...],
+          "scene_presets": [...],
+          "scene_playlists": [...],
+          "playlist_state": {...},   # companion to scene_playlists
+          "sync_clocks": [...],
+          "system": {"performance": {...}, "health": {...}, "update": {...}}
+        }
+    """
+    sections = _resolve_sections(include)
+    result: dict[str, Any] = {}
+
+    if "targets" in sections:
+        result["targets"] = (await list_targets(_auth, target_store)).targets
+    if "target_states" in sections:
+        result["target_states"] = (await batch_target_states(_auth, manager))["states"]
+    if "target_metrics" in sections:
+        result["target_metrics"] = (await batch_target_metrics(_auth, manager))["metrics"]
+    if "devices" in sections:
+        result["devices"] = (await list_devices(_auth, device_store)).devices
+    if "device_brightness" in sections:
+        device_models = device_store.get_all_devices()
+        brightness_values = await asyncio.gather(
+            *(resolve_device_brightness(d, manager) for d in device_models),
+            return_exceptions=True,
+        )
+        result["device_brightness"] = {
+            model.id: (None if isinstance(value, BaseException) else value)
+            for model, value in zip(device_models, brightness_values)
+        }
+    if "css_sources" in sections:
+        css = await list_color_strip_sources(_auth, css_store, manager)
+        result["css_sources"] = css.sources
+    if "value_sources" in sections:
+        result["value_sources"] = (await list_value_sources(_auth, None, value_store)).sources
+    if "scene_presets" in sections:
+        result["scene_presets"] = (await list_scene_presets(_auth, preset_store)).presets
+    if "scene_playlists" in sections:
+        # One call returns both the playlist list (each with ``is_running``) and
+        # the single global cycling state (current index / preset / dwell). The
+        # state is emitted as a companion top-level key because it describes the
+        # one running playlist, not any individual list entry.
+        playlists = await list_scene_playlists(_auth, playlist_store, playlist_engine)
+        result["scene_playlists"] = playlists.playlists
+        result["playlist_state"] = playlists.state
+    if "sync_clocks" in sections:
+        clocks = await list_sync_clocks(_auth, clock_store, clock_manager)
+        result["sync_clocks"] = clocks.clocks
+    if "system" in sections:
+        result["system"] = {
+            "performance": await _safe_section(
+                run_in_threadpool(get_system_performance, _auth), "system.performance"
+            ),
+            "health": await _safe_section(health_check(request), "system.health"),
+            "update": await _safe_section(
+                _update_status_model(_auth, update_service), "system.update"
+            ),
+        }
+
+    return result

server/src/ledgrab/api/routes/system.py

@@ -39,8 +39,11 @@ from ledgrab.api.schemas.system import (
     DisplayListResponse,
     GpuInfo,
     HealthResponse,
+    InstalledAppItem,
+    InstalledAppsResponse,
     PerformanceResponse,
     ProcessListResponse,
+    SystemInfoResponse,
     VersionResponse,
 )
 from ledgrab.config import get_config, is_demo_mode
@@ -278,6 +281,52 @@ async def get_running_processes(_: AuthRequired):
         raise HTTPException(status_code=500, detail="Internal server error")
 
 
+@router.get(
+    "/api/v1/system/installed-apps",
+    response_model=InstalledAppsResponse,
+    tags=["Config"],
+)
+def get_installed_apps(_: AuthRequired):
+    """List launchable apps for the application-rule app picker (Android only).
+
+    Returns launchable apps (package + human label) on Android, where the
+    foreground-app automation rule matches package names. Returns an empty list
+    on desktop, where the process picker (``/system/processes``) is used instead.
+    Sync ``def`` so FastAPI runs the (potentially blocking) bridge call in a
+    thread pool.
+    """
+    from ledgrab.core.automations import platform_detector as pd
+
+    try:
+        apps = pd.list_installed_apps()
+        items = [InstalledAppItem(package=a["package"], label=a["label"]) for a in apps]
+        return InstalledAppsResponse(apps=items, count=len(items))
+    except Exception as e:
+        logger.error("Failed to list installed apps: %s", e, exc_info=True)
+        raise HTTPException(status_code=500, detail="Internal server error")
+
+
+@router.get("/api/v1/system/info", response_model=SystemInfoResponse, tags=["Info"])
+def get_system_info(_: AuthRequired):
+    """Platform capability signal for the automation editor.
+
+    Tells the frontend whether the server is on Android (so the application-rule
+    editor uses the launchable-app picker + package matching and surfaces the
+    Usage-Access banner) vs desktop (process picker + process names), and whether
+    Usage Access is currently granted. Sync ``def`` so the bridge call runs in a
+    thread pool.
+    """
+    from ledgrab.core.automations import platform_detector as pd
+    from ledgrab.utils.platform import is_android
+
+    android = is_android()
+    return SystemInfoResponse(
+        is_android=android,
+        app_match_kind="package" if android else "process",
+        usage_access_granted=(pd.has_usage_access() if android else True),
+    )
+
+
 @router.get(
     "/api/v1/system/performance",
     response_model=PerformanceResponse,

server/src/ledgrab/api/routes/system_settings.py

@@ -1,4 +1,4 @@
-"""System routes: MQTT, external URL, ADB, logs WebSocket, log level.
+"""System routes: external URL, shutdown action, ADB, logs WebSocket, log level.
 
 Extracted from system.py to keep files under 800 lines.
 """
@@ -17,13 +17,10 @@ from ledgrab.api.schemas.system import (
     ExternalUrlResponse,
     LogLevelRequest,
     LogLevelResponse,
-    MQTTSettingsRequest,
-    MQTTSettingsResponse,
     ShutdownAction,
     ShutdownActionRequest,
     ShutdownActionResponse,
 )
-from ledgrab.config import get_config
 from ledgrab.storage.database import Database
 from ledgrab.utils import get_logger
 
@@ -32,85 +29,6 @@ logger = get_logger(__name__)
 router = APIRouter()
 
 
-# ---------------------------------------------------------------------------
-# MQTT settings
-# ---------------------------------------------------------------------------
-
-
-def _load_mqtt_settings(db: Database) -> dict:
-    """Load MQTT settings: YAML config defaults overridden by DB settings."""
-    cfg = get_config()
-    defaults = {
-        "enabled": cfg.mqtt.enabled,
-        "broker_host": cfg.mqtt.broker_host,
-        "broker_port": cfg.mqtt.broker_port,
-        "username": cfg.mqtt.username,
-        "password": cfg.mqtt.password,
-        "client_id": cfg.mqtt.client_id,
-        "base_topic": cfg.mqtt.base_topic,
-    }
-    overrides = db.get_setting("mqtt")
-    if overrides:
-        defaults.update(overrides)
-    return defaults
-
-
-@router.get(
-    "/api/v1/system/mqtt/settings",
-    response_model=MQTTSettingsResponse,
-    tags=["System"],
-)
-async def get_mqtt_settings(_: AuthRequired, db: Database = Depends(get_database)):
-    """Get current MQTT broker settings. Password is masked."""
-    s = _load_mqtt_settings(db)
-    return MQTTSettingsResponse(
-        enabled=s["enabled"],
-        broker_host=s["broker_host"],
-        broker_port=s["broker_port"],
-        username=s["username"],
-        password_set=bool(s.get("password")),
-        client_id=s["client_id"],
-        base_topic=s["base_topic"],
-    )
-
-
-@router.put(
-    "/api/v1/system/mqtt/settings",
-    response_model=MQTTSettingsResponse,
-    tags=["System"],
-)
-async def update_mqtt_settings(
-    _: AuthRequired, body: MQTTSettingsRequest, db: Database = Depends(get_database)
-):
-    """Update MQTT broker settings. If password is empty string, the existing password is preserved."""
-    current = _load_mqtt_settings(db)
-
-    # If caller sends an empty password, keep the existing one
-    password = body.password if body.password else current.get("password", "")
-
-    new_settings = {
-        "enabled": body.enabled,
-        "broker_host": body.broker_host,
-        "broker_port": body.broker_port,
-        "username": body.username,
-        "password": password,
-        "client_id": body.client_id,
-        "base_topic": body.base_topic,
-    }
-    db.set_setting("mqtt", new_settings)
-    logger.info("MQTT settings updated")
-
-    return MQTTSettingsResponse(
-        enabled=new_settings["enabled"],
-        broker_host=new_settings["broker_host"],
-        broker_port=new_settings["broker_port"],
-        username=new_settings["username"],
-        password_set=bool(new_settings["password"]),
-        client_id=new_settings["client_id"],
-        base_topic=new_settings["base_topic"],
-    )
-
-
 # ---------------------------------------------------------------------------
 # External URL setting
 # ---------------------------------------------------------------------------

server/src/ledgrab/api/routes/value_sources.py

@@ -4,6 +4,7 @@ import asyncio
 from typing import Annotated
 
 from fastapi import APIRouter, Body, Depends, HTTPException, Query, WebSocket, WebSocketDisconnect
+from pydantic import BaseModel, Field
 
 from ledgrab.api.auth import AuthRequired
 from ledgrab.api.dependencies import (
@@ -27,6 +28,8 @@ from ledgrab.api.schemas.value_sources import (
     StaticColorValueSourceResponse,
     StaticValueSourceResponse,
     SystemMetricsValueSourceResponse,
+    TemplateInput,
+    TemplateValueSourceResponse,
     ValueSourceCreate,
     ValueSourceListResponse,
     ValueSourceResponse,
@@ -46,6 +49,7 @@ from ledgrab.storage.value_source import (
     StaticColorValueSource,
     StaticValueSource,
     SystemMetricsValueSource,
+    TemplateValueSource,
     ValueSource,
 )
 from ledgrab.storage.value_source_store import ValueSourceStore
@@ -170,6 +174,7 @@ _RESPONSE_MAP = {
         min_ha_value=s.min_ha_value,
         max_ha_value=s.max_ha_value,
         smoothing=s.smoothing,
+        normalize=s.normalize,
     ),
     GradientMapValueSource: lambda s: GradientMapValueSourceResponse(
         id=s.id,
@@ -214,6 +219,7 @@ _RESPONSE_MAP = {
         sensor_label=s.sensor_label,
         poll_interval=s.poll_interval,
         smoothing=s.smoothing,
+        normalize=s.normalize,
     ),
     HTTPValueSource: lambda s: HTTPValueSourceResponse(
         id=s.id,
@@ -230,6 +236,23 @@ _RESPONSE_MAP = {
         min_value=s.min_value,
         max_value=s.max_value,
         smoothing=s.smoothing,
+        normalize=s.normalize,
+    ),
+    TemplateValueSource: lambda s: TemplateValueSourceResponse(
+        id=s.id,
+        name=s.name,
+        description=s.description,
+        tags=s.tags,
+        icon=getattr(s, "icon", "") or "",
+        icon_color=getattr(s, "icon_color", "") or "",
+        created_at=s.created_at,
+        updated_at=s.updated_at,
+        template=s.template,
+        inputs=[
+            TemplateInput(name=i["name"], value_source_id=i["value_source_id"]) for i in s.inputs
+        ],
+        default_value=s.default_value,
+        eval_interval=s.eval_interval,
     ),
 }
 
@@ -395,6 +418,13 @@ async def delete_value_source(
                 if getattr(target, "brightness_value_source_id", "") == source_id:
                     raise ValueError(f"Cannot delete: referenced by target '{target.name}'")
 
+        # Check if any other value source (template / gradient_map) references it.
+        referencing = store.find_referencing_sources(source_id)
+        if referencing:
+            raise ValueError(
+                "Cannot delete: referenced by value source(s) " + ", ".join(referencing)
+            )
+
         store.delete_source(source_id)
         fire_entity_event("value_source", "deleted", source_id)
     except EntityNotFoundError as e:
@@ -404,6 +434,121 @@ async def delete_value_source(
         raise HTTPException(status_code=400, detail=str(e))
 
 
+class ValidateTemplateRequest(BaseModel):
+    """Request body for the advisory template-validation endpoint."""
+
+    template: str = Field(description="Jinja2 expression to validate", max_length=2000)
+    inputs: list[TemplateInput] = Field(default_factory=list, description="Named input bindings")
+    id: str | None = Field(None, description="Source id when editing (enables cycle detection)")
+
+
+@router.post("/api/v1/value-sources/validate-template", tags=["Value Sources"])
+async def validate_template_value_source(
+    payload: ValidateTemplateRequest,
+    _auth: AuthRequired,
+    store: ValueSourceStore = Depends(get_value_source_store),
+):
+    """Validate a template expression + inputs without persisting anything.
+
+    Advisory: always returns HTTP 200 with ``{valid, error, errors, warnings,
+    variables}``. Powers the live editor validator (which must run before a
+    source exists), reusing the exact factory/store validation so the client and
+    server can never disagree. ``errors`` are blocking (save disabled);
+    ``warnings`` are non-blocking (e.g. unknown/unbound inputs — create is
+    lenient about those).
+    """
+    from ledgrab.utils.template_expr import (
+        TemplateValidationError,
+        extract_variables,
+        validate_input_name,
+        validate_template_expression,
+    )
+
+    errors: list[str] = []
+    warnings: list[str] = []
+
+    # 1) Expression compiles and is safe (cost-guarded).
+    try:
+        validate_template_expression(payload.template)
+    except TemplateValidationError as e:
+        errors.append(str(e))
+
+    # 2) Input names valid / unique / non-reserved (blocking).
+    seen: set[str] = set()
+    for inp in payload.inputs:
+        try:
+            validate_input_name(inp.name)
+        except TemplateValidationError as e:
+            errors.append(str(e))
+            continue
+        if inp.name in seen:
+            errors.append(f"duplicate input name: {inp.name}")
+        seen.add(inp.name)
+
+    # 3) Referenced sources exist (non-blocking warning — create is lenient).
+    missing = [
+        inp.value_source_id
+        for inp in payload.inputs
+        if inp.value_source_id and not _source_exists(store, inp.value_source_id)
+    ]
+    if missing:
+        warnings.append("unknown value source(s): " + ", ".join(sorted(set(missing))))
+
+    # 4) Variables referenced in the expression but not bound to an input
+    # (blocking): at runtime they raise UndefinedError, so the template would
+    # silently always return default_value. This is almost always a typo, so
+    # flag it as an error rather than letting "valid" mislead the user.
+    used = set(extract_variables(payload.template))
+    undeclared = used - seen
+    if undeclared:
+        errors.append("unbound variable(s): " + ", ".join(sorted(undeclared)))
+
+    # 5) Cycle check when editing an existing source (blocking).
+    if payload.id:
+        child_ids = [i.value_source_id for i in payload.inputs if i.value_source_id]
+        try:
+            store.validate_nesting(payload.id, child_ids)
+        except ValueError as e:
+            errors.append(str(e))
+
+    return {
+        "valid": not errors,
+        "error": errors[0] if errors else None,
+        "errors": errors,
+        "warnings": warnings,
+        "variables": extract_variables(payload.template),
+    }
+
+
+def _source_exists(store: ValueSourceStore, source_id: str) -> bool:
+    try:
+        store.get_source(source_id)
+        return True
+    except Exception:
+        return False
+
+
+# Per-stream (min, max) attribute pairs for the normalization range, so the
+# preview can show where the raw value maps. Attribute names differ per stream
+# type (historical), so probe each pair rather than assume one.
+_RAW_RANGE_ATTRS: tuple[tuple[str, str], ...] = (
+    ("_min_ha", "_max_ha"),  # HAEntityValueStream
+    ("_min_value", "_max_value"),  # HTTPValueStream
+    ("_min_val", "_max_val"),  # SystemMetricsValueStream
+    ("_min_game", "_max_game"),  # GameEventValueStream
+)
+
+
+def _stream_raw_range(stream) -> list | None:
+    """Return ``[min, max]`` for the stream's normalization range, or None."""
+    for lo_attr, hi_attr in _RAW_RANGE_ATTRS:
+        lo = getattr(stream, lo_attr, None)
+        hi = getattr(stream, hi_attr, None)
+        if isinstance(lo, (int, float)) and isinstance(hi, (int, float)):
+            return [lo, hi]
+    return None
+
+
 # ===== REAL-TIME VALUE SOURCE TEST WEBSOCKET =====
 
 
@@ -467,10 +612,22 @@ async def test_value_source_ws(
                 msg["input_value"] = round(stream.get_input_value(), 4)
             if hasattr(stream, "get_raw_value"):
                 raw = stream.get_raw_value()
-                if raw is not None:
-                    msg["raw_value"] = round(raw, 4)
-                    if hasattr(stream, "_min_ha"):
-                        msg["raw_range"] = [stream._min_ha, stream._max_ha]
+                if isinstance(raw, bool):
+                    # bool is a subclass of int — send as-is (don't coerce/round).
+                    msg["raw_value"] = raw
+                elif isinstance(raw, (int, float)):
+                    msg["raw_value"] = round(float(raw), 4)
+                elif raw is not None:
+                    # Non-numeric raw (e.g. an HTTP string payload) — send verbatim
+                    # rather than crash the socket on round().
+                    msg["raw_value"] = raw
+                rng = _stream_raw_range(stream)
+                if rng is not None:
+                    msg["raw_range"] = rng
+            # Tell the client whether this source is currently normalizing, so the
+            # preview can render the value as a fraction vs a clamped passthrough.
+            if hasattr(stream, "_normalize_enabled"):
+                msg["normalized"] = bool(stream._normalize_enabled)
             await websocket.send_json(msg)
             await asyncio.sleep(0.05)
     except WebSocketDisconnect:

server/src/ledgrab/api/schemas/automations.py

@@ -11,13 +11,33 @@ class RuleSchema(BaseModel):
 
     rule_type: str = Field(description="Rule type discriminator (e.g. 'application')")
     # Application rule fields
-    apps: List[str] | None = Field(None, description="Process names (for application rule)")
+    apps: List[str] | None = Field(
+        None,
+        description=(
+            "App identifiers for the application rule. Platform-specific and not "
+            "portable: process names on Windows (e.g. 'chrome.exe'), package names "
+            "on Android (e.g. 'com.android.chrome'). Matched case-insensitively."
+        ),
+    )
     match_type: str | None = Field(
-        None, description="'running' or 'topmost' (for application rule)"
+        None,
+        description=(
+            "'running', 'topmost', 'fullscreen', or 'topmost_fullscreen' (application "
+            "rule). On Android only the foreground app is detectable, so all values "
+            "behave as 'foreground'."
+        ),
     )
     # Time-of-day rule fields
     start_time: str | None = Field(None, description="Start time HH:MM (for time_of_day rule)")
     end_time: str | None = Field(None, description="End time HH:MM (for time_of_day rule)")
+    days_of_week: list[int] | None = Field(
+        None,
+        description="Active weekdays for time_of_day rule (0=Mon..6=Sun). Empty/null = every day.",
+    )
+    timezone: str | None = Field(
+        None,
+        description="IANA timezone for time_of_day rule (e.g. 'Europe/Berlin'). Empty = server local.",
+    )
     # System idle rule fields
     idle_minutes: int | None = Field(
         None, description="Idle timeout in minutes (for system_idle rule)"

server/src/ledgrab/api/schemas/calibration.py

@@ -0,0 +1,104 @@
+"""Pydantic schemas for the calibration session and solver API."""
+
+from typing import Annotated, List, Literal
+
+from pydantic import BaseModel, Field, model_validator
+
+
+# ── Session lifecycle ─────────────────────────────────────────────────────────
+
+
+class CalibrationSessionStartRequest(BaseModel):
+    """Request to start a calibration session on a device."""
+
+    device_id: str = Field(description="ID of the device to drive during calibration")
+
+
+class CalibrationSessionPositionRequest(BaseModel):
+    """Request to advance the chase pixel to a specific LED index."""
+
+    index: int = Field(ge=0, description="LED index to illuminate (0-based)")
+    window: int = Field(
+        default=1,
+        ge=0,
+        le=10,
+        description="Number of dim neighbour LEDs to show on each side (0 = centre only)",
+    )
+
+
+class CalibrationSessionStateResponse(BaseModel):
+    """Current calibration session state."""
+
+    active: bool = Field(description="Whether a session is currently active")
+    device_id: str | None = Field(None, description="Device being driven (null if inactive)")
+    led_count: int = Field(0, description="LED count of the active device")
+    prior_target_id: str | None = Field(
+        None, description="Target that was running before the session (will be restored on stop)"
+    )
+    last_activity: str | None = Field(
+        None, description="ISO timestamp of the last position call (null if inactive)"
+    )
+
+
+# ── Solver ────────────────────────────────────────────────────────────────────
+
+
+class CalibrationSolveRequest(BaseModel):
+    """Request to solve a CalibrationConfig from 4 corner tap indices.
+
+    Provide either *device_id* (the server derives led_count from the device)
+    or *led_count* directly.  *device_id* takes precedence.
+    """
+
+    device_id: str | None = Field(
+        None,
+        description=("Device ID to derive led_count from (preferred over led_count field)"),
+    )
+    led_count: int | None = Field(
+        None,
+        ge=1,
+        description="Total LED count (used when device_id is not provided)",
+    )
+    start_position: Literal["top_left", "top_right", "bottom_left", "bottom_right"] = Field(
+        description="Starting corner of the strip"
+    )
+    layout: Literal["clockwise", "counterclockwise"] = Field(
+        description="Winding direction of the strip"
+    )
+    corner_indices: List[Annotated[int, Field(ge=0)]] = Field(
+        description=(
+            "Four strip indices — one per screen corner — in the strip-walk order "
+            "defined by (start_position, layout).  Index 0 of the strip is the "
+            "start corner; the four tap positions are recorded in strip order "
+            "beginning from that start corner (the solver lays edges out from "
+            "led_start=0, so a non-zero physical start would require the `offset` "
+            "field rather than a shifted corner_indices[0]).  Each element must be "
+            "non-negative (ge=0); out-of-range values yield a 422."
+        ),
+        min_length=4,
+        max_length=4,
+    )
+    offset: int = Field(
+        default=0,
+        ge=0,
+        description="Physical LED offset (0 = no offset)",
+    )
+
+    @model_validator(mode="after")
+    def _require_device_or_led_count(self) -> "CalibrationSolveRequest":
+        if self.device_id is None and self.led_count is None:
+            raise ValueError("Either 'device_id' or 'led_count' must be provided")
+        return self
+
+
+class CalibrationSolvedResponse(BaseModel):
+    """Solved calibration config in simple-mode dict form."""
+
+    mode: Literal["simple"] = "simple"
+    layout: str = Field(description="Winding direction")
+    start_position: str = Field(description="Starting corner")
+    leds_top: int = Field(ge=0, description="LEDs on the top edge")
+    leds_right: int = Field(ge=0, description="LEDs on the right edge")
+    leds_bottom: int = Field(ge=0, description="LEDs on the bottom edge")
+    leds_left: int = Field(ge=0, description="LEDs on the left edge")
+    offset: int = Field(ge=0, description="Physical LED offset")

server/src/ledgrab/api/schemas/devices.py

@@ -131,6 +131,11 @@ class DeviceCreate(BaseModel):
         None,
         description="Govee AES key (hex) — required for encrypted Govee firmware",
     )
+    # MQTT (multi-broker) field
+    mqtt_source_id: str | None = Field(
+        None,
+        description="MQTT source (broker) ID for device_type=mqtt. Empty = first available broker.",
+    )
     default_css_processing_template_id: str | None = Field(
         None, description="Default color strip processing template ID"
     )
@@ -217,6 +222,9 @@ class DeviceUpdate(BaseModel):
     ble_govee_key: str | None = Field(
         None, description="Govee AES key (hex) — required for encrypted Govee firmware"
     )
+    mqtt_source_id: str | None = Field(
+        None, description="MQTT source (broker) ID for device_type=mqtt"
+    )
     default_css_processing_template_id: str | None = Field(
         None, description="Default color strip processing template ID"
     )
@@ -336,6 +344,18 @@ class Calibration(BaseModel):
     border_width: int = Field(
         default=10, ge=1, le=100, description="Border width in pixels for edge sampling"
     )
+    roi_x: float = Field(
+        default=0.0, ge=0.0, le=1.0, description="ROI left edge as a fraction of width (0..1)"
+    )
+    roi_y: float = Field(
+        default=0.0, ge=0.0, le=1.0, description="ROI top edge as a fraction of height (0..1)"
+    )
+    roi_width: float = Field(
+        default=1.0, gt=0.0, le=1.0, description="ROI width as a fraction of width (0..1)"
+    )
+    roi_height: float = Field(
+        default=1.0, gt=0.0, le=1.0, description="ROI height as a fraction of height (0..1)"
+    )
 
 
 class CalibrationTestModeRequest(BaseModel):
@@ -436,6 +456,9 @@ class DeviceResponse(BaseModel):
     ble_govee_key: str = Field(
         default="", description="Govee AES key (hex) — required for encrypted Govee firmware"
     )
+    mqtt_source_id: str = Field(
+        default="", description="MQTT source (broker) ID for device_type=mqtt"
+    )
     default_css_processing_template_id: str = Field(
         default="", description="Default color strip processing template ID"
     )

server/src/ledgrab/api/schemas/output_targets.py

@@ -91,7 +91,11 @@ class LedOutputTargetResponse(_OutputTargetResponseBase):
     adaptive_fps: bool = Field(
         default=False, description="Auto-reduce FPS when device is unresponsive"
     )
-    protocol: str = Field(default="ddp", description="Send protocol (ddp or http)")
+    protocol: str = Field(default="ddp", description="Send protocol (ddp, udp, or http)")
+    max_milliamps: int = Field(
+        default=0, description="ABL: PSU current budget in mA (0 = unlimited)"
+    )
+    milliamps_per_led: int = Field(default=55, description="ABL: full-white draw of one LED in mA")
 
 
 class HALightOutputTargetResponse(_OutputTargetResponseBase):
@@ -233,8 +237,20 @@ class LedOutputTargetCreate(_OutputTargetCreateBase):
     )
     protocol: str = Field(
         default="ddp",
-        pattern="^(ddp|http)$",
-        description="Send protocol: ddp (UDP) or http (JSON API)",
+        pattern="^(ddp|http|udp)$",
+        description="Send protocol: ddp (DDP/UDP), udp (WLED native realtime UDP), or http (JSON API)",
+    )
+    max_milliamps: int = Field(
+        default=0,
+        ge=0,
+        le=200000,
+        description="Automatic brightness limiting: PSU current budget in mA (0 = unlimited)",
+    )
+    milliamps_per_led: int = Field(
+        default=55,
+        ge=1,
+        le=200,
+        description="ABL: estimated full-white draw of a single LED, in mA",
     )
 
 
@@ -370,7 +386,15 @@ class LedOutputTargetUpdate(_OutputTargetUpdateBase):
         None, description="Auto-reduce FPS when device is unresponsive"
     )
     protocol: str | None = Field(
-        None, pattern="^(ddp|http)$", description="Send protocol: ddp (UDP) or http (JSON API)"
+        None,
+        pattern="^(ddp|http|udp)$",
+        description="Send protocol: ddp (DDP/UDP), udp (WLED native realtime UDP), or http (JSON API)",
+    )
+    max_milliamps: int | None = Field(
+        None, ge=0, le=200000, description="ABL: PSU current budget in mA (0 = unlimited)"
+    )
+    milliamps_per_led: int | None = Field(
+        None, ge=1, le=200, description="ABL: full-white draw of one LED in mA"
     )
 
 

server/src/ledgrab/api/schemas/postprocessing.py

@@ -70,6 +70,7 @@ class PostprocessingTemplateResponse(BaseModel):
         max_length=32,
         description="Optional CSS color override for the icon. Empty/null inherits the channel accent.",
     )
+    is_builtin: bool = Field(default=False, description="True for read-only curated 'look' presets")
 
 
 class PostprocessingTemplateListResponse(BaseModel):

server/src/ledgrab/api/schemas/scene_playlists.py

@@ -0,0 +1,94 @@
+"""Scene playlist API schemas."""
+
+from datetime import datetime
+from typing import List
+
+from pydantic import BaseModel, Field
+
+from ledgrab.storage.scene_playlist import (
+    MAX_DURATION_SECONDS,
+    MIN_DURATION_SECONDS,
+)
+
+
+class PlaylistItemSchema(BaseModel):
+    scene_preset_id: str = Field(min_length=1, description="Referenced scene preset id")
+    duration_seconds: float = Field(
+        default=30.0,
+        ge=MIN_DURATION_SECONDS,
+        le=MAX_DURATION_SECONDS,
+        description="How long to hold this scene before advancing",
+    )
+
+
+class ScenePlaylistCreate(BaseModel):
+    """Create a scene playlist."""
+
+    name: str = Field(description="Playlist name", min_length=1, max_length=100)
+    description: str = Field(default="", max_length=500)
+    items: List[PlaylistItemSchema] = Field(
+        default_factory=list, description="Ordered playlist items"
+    )
+    loop: bool = Field(default=True, description="Restart from the first item after the last")
+    shuffle: bool = Field(default=False, description="Randomise item order each cycle")
+    tags: List[str] = Field(default_factory=list, description="User-defined tags")
+    icon: str | None = Field(
+        None,
+        max_length=64,
+        description="Icon id from the curated icon library. Pass empty string to clear.",
+    )
+    icon_color: str | None = Field(
+        None,
+        max_length=32,
+        description="Optional CSS color override for the icon.",
+    )
+
+
+class ScenePlaylistUpdate(BaseModel):
+    """Update scene playlist metadata, items, and playback flags."""
+
+    name: str | None = Field(None, min_length=1, max_length=100)
+    description: str | None = Field(None, max_length=500)
+    items: List[PlaylistItemSchema] | None = Field(None, description="Replace the item list")
+    loop: bool | None = None
+    shuffle: bool | None = None
+    order: int | None = None
+    tags: List[str] | None = None
+    icon: str | None = Field(None, max_length=64)
+    icon_color: str | None = Field(None, max_length=32)
+
+
+class PlaylistRuntimeStateSchema(BaseModel):
+    is_running: bool = False
+    playlist_id: str | None = None
+    playlist_name: str | None = None
+    current_index: int = 0
+    item_count: int = 0
+    current_preset_id: str | None = None
+    started_at: datetime | None = None
+    step_started_at: datetime | None = None
+    step_duration: float = 0.0
+
+
+class ScenePlaylistResponse(BaseModel):
+    """Scene playlist with items and runtime running flag."""
+
+    id: str
+    name: str
+    description: str
+    items: List[PlaylistItemSchema]
+    loop: bool
+    shuffle: bool
+    order: int
+    tags: List[str] = Field(default_factory=list)
+    icon: str | None = Field(None, max_length=64)
+    icon_color: str | None = Field(None, max_length=32)
+    is_running: bool = Field(default=False, description="True if this playlist is cycling now")
+    created_at: datetime
+    updated_at: datetime
+
+
+class ScenePlaylistListResponse(BaseModel):
+    playlists: List[ScenePlaylistResponse]
+    count: int
+    state: PlaylistRuntimeStateSchema

server/src/ledgrab/api/schemas/setup.py

@@ -0,0 +1,63 @@
+"""Pydantic schemas for the setup scaffold endpoint."""
+
+from __future__ import annotations
+
+from typing import Any
+
+from pydantic import BaseModel, Field
+
+
+class ScaffoldRequest(BaseModel):
+    """Request body for ``POST /api/v1/setup/scaffold``.
+
+    Creates a full capture-to-output chain:
+      capture template → picture source → picture color-strip source → LED output target
+
+    ``device_id`` must reference an existing, validated device (created via
+    ``POST /api/v1/devices``).  The wizard flow is: discover/create the device
+    via the canonical device endpoint first, then call scaffold with the
+    resulting ``device_id``.
+    """
+
+    # ── Existing device (required) ────────────────────────────────────────────
+    device_id: str = Field(
+        description="ID of an existing device to wire into the chain.",
+    )
+
+    # ── Capture / picture source ──────────────────────────────────────────────
+    display_index: int = Field(
+        0,
+        ge=0,
+        le=63,
+        description="Index of the monitor to capture (0 = primary; max 63).",
+    )
+
+    # ── Optional calibration override ─────────────────────────────────────────
+    calibration: dict[str, Any] | None = Field(
+        None,
+        description=(
+            "Optional CalibrationConfig dict to use for the color-strip source.  "
+            "When omitted, ``create_default_calibration(led_count)`` is used."
+        ),
+    )
+
+
+class ScaffoldResponse(BaseModel):
+    """IDs of every entity created (or reused) by the scaffold.
+
+    ``capture_template_reused`` is ``True`` when the scaffold matched an
+    existing template by engine type instead of creating a new one.
+    The device is always pre-existing (created via the canonical device endpoint
+    before calling scaffold).
+    """
+
+    device_id: str = Field(description="Device id (pre-existing).")
+    capture_template_id: str = Field(description="Capture template id.")
+    picture_source_id: str = Field(description="Raw picture source id.")
+    color_strip_source_id: str = Field(description="Picture color-strip source id.")
+    output_target_id: str = Field(description="LED output target id.")
+
+    capture_template_reused: bool = Field(
+        False,
+        description="True when an existing matching capture template was reused.",
+    )

server/src/ledgrab/api/schemas/system.py

@@ -68,6 +68,42 @@ class ProcessListResponse(BaseModel):
     count: int = Field(description="Number of unique processes")
 
 
+class InstalledAppItem(BaseModel):
+    """A launchable Android app, for the automation app picker."""
+
+    package: str = Field(description="Android package name, e.g. 'com.netflix.mediaclient'")
+    label: str = Field(description="Human-readable app label, e.g. 'Netflix'")
+
+
+class InstalledAppsResponse(BaseModel):
+    """Launchable apps for the application-rule picker (Android only; empty elsewhere)."""
+
+    apps: List[InstalledAppItem] = Field(description="Launchable apps, sorted by label")
+    count: int = Field(description="Number of apps")
+
+
+class SystemInfoResponse(BaseModel):
+    """Platform capability signal for the frontend (automation editor).
+
+    Lets the application-rule editor choose the right app source and matching
+    semantics per platform, and surface the Usage-Access permission state.
+    """
+
+    is_android: bool = Field(description="True when the server runs on Android (Chaquopy)")
+    app_match_kind: Literal["process", "package"] = Field(
+        description=(
+            "What ApplicationRule.apps values represent: 'process' names on desktop, "
+            "'package' names on Android."
+        )
+    )
+    usage_access_granted: bool = Field(
+        description=(
+            "Android: whether PACKAGE_USAGE_STATS (Usage Access) is granted, gating "
+            "foreground-app detection. Always True (not applicable) off-Android."
+        )
+    )
+
+
 class GpuInfo(BaseModel):
     """GPU performance information."""
 
@@ -158,35 +194,6 @@ class BackupListResponse(BaseModel):
     count: int
 
 
-# ─── MQTT schemas ──────────────────────────────────────────────
-
-
-class MQTTSettingsResponse(BaseModel):
-    """MQTT broker settings response (password is masked)."""
-
-    enabled: bool = Field(description="Whether MQTT is enabled")
-    broker_host: str = Field(description="MQTT broker hostname or IP")
-    broker_port: int = Field(ge=1, le=65535, description="MQTT broker port")
-    username: str = Field(description="MQTT username (empty = anonymous)")
-    password_set: bool = Field(description="Whether a password is configured")
-    client_id: str = Field(description="MQTT client ID")
-    base_topic: str = Field(description="Base topic prefix")
-
-
-class MQTTSettingsRequest(BaseModel):
-    """MQTT broker settings update request."""
-
-    enabled: bool = Field(description="Whether MQTT is enabled")
-    broker_host: str = Field(description="MQTT broker hostname or IP")
-    broker_port: int = Field(ge=1, le=65535, description="MQTT broker port")
-    username: str = Field(default="", description="MQTT username (empty = anonymous)")
-    password: str = Field(
-        default="", description="MQTT password (empty = keep existing if omitted)"
-    )
-    client_id: str = Field(default="ledgrab", description="MQTT client ID")
-    base_topic: str = Field(default="ledgrab", description="Base topic prefix")
-
-
 # ─── External URL schema ───────────────────────────────────────
 
 

server/src/ledgrab/api/schemas/value_sources.py

@@ -10,6 +10,17 @@ from pydantic import BaseModel, Discriminator, Field, Tag
 # =====================================================================
 
 
+class TemplateInput(BaseModel):
+    """A single ``{name -> value_source_id}`` binding for a template source."""
+
+    name: str = Field(
+        description="Variable name used in the expression (valid identifier)",
+        min_length=1,
+        max_length=64,
+    )
+    value_source_id: str = Field("", description="Bound value source ID (empty = unbound)")
+
+
 class _ValueSourceResponseBase(BaseModel):
     """Shared fields for all value source responses."""
 
@@ -120,6 +131,9 @@ class HAEntityValueSourceResponse(_ValueSourceResponseBase):
     min_ha_value: float = Field(description="Raw HA value mapped to output 0.0")
     max_ha_value: float = Field(description="Raw HA value mapped to output 1.0")
     smoothing: float = Field(description="EMA smoothing factor (0.0-1.0)")
+    normalize: bool = Field(
+        description="Rescale raw value to [0,1] via min/max; false clamps the raw value as-is"
+    )
 
 
 class GradientMapValueSourceResponse(_ValueSourceResponseBase):
@@ -149,6 +163,9 @@ class SystemMetricsValueSourceResponse(_ValueSourceResponseBase):
     sensor_label: str = Field(description="Sensor label for cpu_temp/fan_speed")
     poll_interval: float = Field(description="Seconds between reads")
     smoothing: float = Field(description="EMA smoothing factor (0.0-1.0)")
+    normalize: bool = Field(
+        description="Rescale raw value to [0,1] via min/max; false clamps the raw value as-is"
+    )
 
 
 class HTTPValueSourceResponse(_ValueSourceResponseBase):
@@ -160,6 +177,22 @@ class HTTPValueSourceResponse(_ValueSourceResponseBase):
     min_value: float = Field(description="Raw value mapped to output 0.0")
     max_value: float = Field(description="Raw value mapped to output 1.0")
     smoothing: float = Field(description="EMA smoothing factor (0.0-1.0)")
+    normalize: bool = Field(
+        description="Rescale raw value to [0,1] via min/max; false clamps the raw value as-is"
+    )
+
+
+class TemplateValueSourceResponse(_ValueSourceResponseBase):
+    source_type: Literal["template"] = "template"
+    return_type: Literal["float"] = "float"
+    template: str = Field(description="Jinja2 expression")
+    inputs: List[TemplateInput] = Field(
+        default_factory=list, description="Named value-source bindings"
+    )
+    default_value: float = Field(description="Fallback when the expression errors (0.0-1.0)")
+    eval_interval: float | None = Field(
+        None, description="Re-eval throttle in seconds (None/0 = every poll)"
+    )
 
 
 ValueSourceResponse = Annotated[
@@ -176,7 +209,8 @@ ValueSourceResponse = Annotated[
     | Annotated[GradientMapValueSourceResponse, Tag("gradient_map")]
     | Annotated[CSSExtractValueSourceResponse, Tag("css_extract")]
     | Annotated[SystemMetricsValueSourceResponse, Tag("system_metrics")]
-    | Annotated[HTTPValueSourceResponse, Tag("http")],
+    | Annotated[HTTPValueSourceResponse, Tag("http")]
+    | Annotated[TemplateValueSourceResponse, Tag("template")],
     Discriminator("source_type"),
 ]
 
@@ -292,6 +326,9 @@ class HAEntityValueSourceCreate(_ValueSourceCreateBase):
     min_ha_value: float = Field(0.0, description="Raw HA value mapped to output 0.0")
     max_ha_value: float = Field(100.0, description="Raw HA value mapped to output 1.0")
     smoothing: float = Field(0.0, description="EMA smoothing (0.0-1.0)", ge=0.0, le=1.0)
+    normalize: bool = Field(
+        True, description="Rescale raw value to [0,1] via min/max; false clamps the raw value as-is"
+    )
 
 
 class GradientMapValueSourceCreate(_ValueSourceCreateBase):
@@ -318,6 +355,9 @@ class SystemMetricsValueSourceCreate(_ValueSourceCreateBase):
     sensor_label: str = Field("", description="Sensor label for cpu_temp/fan_speed")
     poll_interval: float = Field(1.0, description="Poll interval in seconds", ge=0.1, le=60.0)
     smoothing: float = Field(0.0, description="EMA smoothing (0.0-1.0)", ge=0.0, le=1.0)
+    normalize: bool = Field(
+        True, description="Rescale raw value to [0,1] via min/max; false clamps the raw value as-is"
+    )
 
 
 class HTTPValueSourceCreate(_ValueSourceCreateBase):
@@ -328,6 +368,30 @@ class HTTPValueSourceCreate(_ValueSourceCreateBase):
     min_value: float = Field(0.0, description="Raw value mapped to output 0.0")
     max_value: float = Field(100.0, description="Raw value mapped to output 1.0")
     smoothing: float = Field(0.0, description="EMA smoothing (0.0-1.0)", ge=0.0, le=1.0)
+    normalize: bool = Field(
+        True, description="Rescale raw value to [0,1] via min/max; false clamps the raw value as-is"
+    )
+
+
+class TemplateValueSourceCreate(_ValueSourceCreateBase):
+    source_type: Literal["template"] = "template"
+    template: str = Field(
+        description=(
+            "Jinja2 expression (no statements/blocks). Inputs are exposed by name and via "
+            "raw[name]; globals: min, max, abs, round, clamp(x, lo=0, hi=1)."
+        ),
+        min_length=1,
+        max_length=2000,
+    )
+    inputs: List[TemplateInput] = Field(
+        default_factory=list, description="Named value-source bindings"
+    )
+    default_value: float = Field(
+        0.0, description="Fallback when the expression errors (0.0-1.0)", ge=0.0, le=1.0
+    )
+    eval_interval: float | None = Field(
+        None, description="Re-eval throttle in seconds (None/0 = every poll)", ge=0.0
+    )
 
 
 ValueSourceCreate = Annotated[
@@ -344,7 +408,8 @@ ValueSourceCreate = Annotated[
     | Annotated[GradientMapValueSourceCreate, Tag("gradient_map")]
     | Annotated[CSSExtractValueSourceCreate, Tag("css_extract")]
     | Annotated[SystemMetricsValueSourceCreate, Tag("system_metrics")]
-    | Annotated[HTTPValueSourceCreate, Tag("http")],
+    | Annotated[HTTPValueSourceCreate, Tag("http")]
+    | Annotated[TemplateValueSourceCreate, Tag("template")],
     Discriminator("source_type"),
 ]
 
@@ -452,6 +517,9 @@ class HAEntityValueSourceUpdate(_ValueSourceUpdateBase):
     min_ha_value: float | None = Field(None, description="Min HA value")
     max_ha_value: float | None = Field(None, description="Max HA value")
     smoothing: float | None = Field(None, description="EMA smoothing", ge=0.0, le=1.0)
+    normalize: bool | None = Field(
+        None, description="Rescale raw via min/max (false = clamp as-is)"
+    )
 
 
 class GradientMapValueSourceUpdate(_ValueSourceUpdateBase):
@@ -478,6 +546,9 @@ class SystemMetricsValueSourceUpdate(_ValueSourceUpdateBase):
     sensor_label: str | None = Field(None, description="Sensor label")
     poll_interval: float | None = Field(None, description="Poll interval", ge=0.1, le=60.0)
     smoothing: float | None = Field(None, description="EMA smoothing", ge=0.0, le=1.0)
+    normalize: bool | None = Field(
+        None, description="Rescale raw via min/max (false = clamp as-is)"
+    )
 
 
 class HTTPValueSourceUpdate(_ValueSourceUpdateBase):
@@ -488,6 +559,23 @@ class HTTPValueSourceUpdate(_ValueSourceUpdateBase):
     min_value: float | None = Field(None, description="Raw value mapped to 0.0")
     max_value: float | None = Field(None, description="Raw value mapped to 1.0")
     smoothing: float | None = Field(None, description="EMA smoothing", ge=0.0, le=1.0)
+    normalize: bool | None = Field(
+        None, description="Rescale raw via min/max (false = clamp as-is)"
+    )
+
+
+class TemplateValueSourceUpdate(_ValueSourceUpdateBase):
+    source_type: Literal["template"] = "template"
+    template: str | None = Field(
+        None, description="Jinja2 expression", min_length=1, max_length=2000
+    )
+    inputs: List[TemplateInput] | None = Field(None, description="Named value-source bindings")
+    default_value: float | None = Field(
+        None, description="Fallback when the expression errors (0.0-1.0)", ge=0.0, le=1.0
+    )
+    eval_interval: float | None = Field(
+        None, description="Re-eval throttle in seconds (0 = every poll)", ge=0.0
+    )
 
 
 ValueSourceUpdate = Annotated[
@@ -504,7 +592,8 @@ ValueSourceUpdate = Annotated[
     | Annotated[GradientMapValueSourceUpdate, Tag("gradient_map")]
     | Annotated[CSSExtractValueSourceUpdate, Tag("css_extract")]
     | Annotated[SystemMetricsValueSourceUpdate, Tag("system_metrics")]
-    | Annotated[HTTPValueSourceUpdate, Tag("http")],
+    | Annotated[HTTPValueSourceUpdate, Tag("http")]
+    | Annotated[TemplateValueSourceUpdate, Tag("template")],
     Discriminator("source_type"),
 ]
 

server/src/ledgrab/core/audio/__init__.py

@@ -38,6 +38,19 @@ try:
 except ImportError:
     _has_sounddevice = False
 
+# Android playback-capture engine — pure Python (numpy only), but the
+# guard keeps the registration pattern uniform and tolerant of any future
+# import-time dependency.
+try:
+    from ledgrab.core.audio.android_audio_engine import (
+        AndroidAudioEngine,
+        AndroidAudioCaptureStream,
+    )
+
+    _has_android_audio = True
+except ImportError:
+    _has_android_audio = False
+
 from ledgrab.core.audio.demo_engine import DemoAudioEngine, DemoAudioCaptureStream
 
 # Auto-register available engines
@@ -45,6 +58,8 @@ if _has_wasapi:
     AudioEngineRegistry.register(WasapiEngine)
 if _has_sounddevice:
     AudioEngineRegistry.register(SounddeviceEngine)
+if _has_android_audio:
+    AudioEngineRegistry.register(AndroidAudioEngine)
 AudioEngineRegistry.register(DemoAudioEngine)
 
 __all__ = [
@@ -65,3 +80,5 @@ if _has_wasapi:
     __all__ += ["WasapiEngine", "WasapiCaptureStream"]
 if _has_sounddevice:
     __all__ += ["SounddeviceEngine", "SounddeviceCaptureStream"]
+if _has_android_audio:
+    __all__ += ["AndroidAudioEngine", "AndroidAudioCaptureStream"]

server/src/ledgrab/core/audio/android_audio_engine.py

@@ -0,0 +1,229 @@
+"""Android playback-capture audio engine.
+
+Receives PCM pushed from Kotlin (via Chaquopy) through a module-level
+sample queue.  The Kotlin layer captures system playback audio with
+``AudioRecord`` + ``AudioPlaybackCaptureConfiguration`` (reusing the
+app's ``MediaProjection`` token) and calls :func:`push_samples` with
+interleaved float32 PCM for each fixed-size block.
+
+Mirrors the screen-capture bridge
+(``core/capture_engines/mediaprojection_engine.py``): a module-level
+queue plus ``configure`` / ``push_samples`` / ``shutdown`` filled by
+Kotlin, consumed through the standard :class:`AudioCaptureStreamBase`
+interface so :class:`~ledgrab.core.audio.audio_capture.ManagedAudioStream`
+and :class:`~ledgrab.core.audio.analysis.AudioAnalyzer` work unchanged.
+
+This engine is only available when running inside the LedGrab Android
+app, which has set up the sample queue via :func:`configure`.
+"""
+
+import queue
+from typing import Any, Dict, List
+
+import numpy as np
+
+from ledgrab.core.audio.base import (
+    AudioCaptureEngine,
+    AudioCaptureStreamBase,
+    AudioDeviceInfo,
+)
+from ledgrab.utils import get_logger
+from ledgrab.utils.platform import is_android
+
+logger = get_logger(__name__)
+
+# ---------------------------------------------------------------------------
+# Sample queue — the bridge between Kotlin and Python
+# ---------------------------------------------------------------------------
+
+_pcm_queue: "queue.Queue[np.ndarray]" = queue.Queue(maxsize=8)
+_sample_rate = 48000
+_channels = 2
+_chunk_size = 1024
+_active = False
+_frames_received = 0
+
+
+def configure(sample_rate: int, channels: int, chunk_size: int) -> None:
+    """Set the stream format.  Called from Kotlin before frames flow.
+
+    Drains any stale PCM from a previous capture session so the first
+    chunk after a restart is actually current.  ``channels`` /
+    ``sample_rate`` should be the values the Kotlin ``AudioRecord``
+    actually negotiated (which can differ from the requested values,
+    e.g. a stereo request that falls back to mono) — the analyzer keys
+    off these, so they must match the interleaving of pushed samples.
+    """
+    global _sample_rate, _channels, _chunk_size, _active, _frames_received
+    while not _pcm_queue.empty():
+        try:
+            _pcm_queue.get_nowait()
+        except queue.Empty:
+            break
+    _sample_rate = sample_rate
+    _channels = max(1, channels)
+    _chunk_size = max(1, chunk_size)
+    _frames_received = 0
+    _active = True
+    logger.info(
+        "Android audio engine configured: sr=%d channels=%d chunk=%d",
+        _sample_rate,
+        _channels,
+        _chunk_size,
+    )
+
+
+def push_samples(pcm_float32: bytes) -> None:
+    """Push one interleaved float32 PCM block from Kotlin.
+
+    The byte buffer is interpreted as native-endian float32 (Kotlin
+    packs little-endian; all Android ABIs are little-endian).  Drops the
+    oldest queued block if the consumer is slow (non-blocking).
+
+    Defensive framing: the downstream :class:`AudioAnalyzer` reshapes to
+    ``(-1, channels)`` and copies into ``chunk_size``-sized scratch
+    buffers, so it raises on a block whose length is not a whole number
+    of frames or that exceeds ``chunk_size`` frames.  We trim to a whole
+    multiple of ``_channels`` and clamp to ``_chunk_size`` frames so a
+    malformed push can never crash the capture thread.
+    """
+    global _frames_received
+    # np.frombuffer raises if the length isn't a whole number of float32s.
+    # Kotlin always pushes complete blocks, but guard so a malformed buffer is
+    # dropped here rather than surfacing as an exception across the JNI bridge.
+    if len(pcm_float32) % 4 != 0:
+        return
+    samples = np.frombuffer(pcm_float32, dtype=np.float32)
+
+    # Trim to whole frames, then clamp to chunk_size frames.
+    frames = len(samples) // _channels
+    if frames <= 0:
+        return
+    frames = min(frames, _chunk_size)
+    usable = frames * _channels
+
+    # Copy out of the read-only frombuffer view so the queued block owns its
+    # memory.  This lets the Kotlin side push from a reusable buffer (low GC on
+    # low-end TV boxes) without the not-yet-consumed queued block aliasing
+    # bytes Kotlin is about to overwrite.  Mirrors mediaprojection_engine's
+    # push_frame .copy().
+    block = samples[:usable].copy()
+
+    _frames_received += 1
+    if _frames_received == 1 or _frames_received % 100 == 0:
+        logger.info("Android audio: received %d blocks", _frames_received)
+
+    try:
+        _pcm_queue.put_nowait(block)
+    except queue.Full:
+        try:
+            _pcm_queue.get_nowait()
+        except queue.Empty:
+            pass
+        try:
+            _pcm_queue.put_nowait(block)
+        except queue.Full:
+            pass
+
+
+def shutdown() -> None:
+    """Deactivate the engine.  Called when the Android app stops audio."""
+    global _active
+    _active = False
+    logger.info("Android audio engine shut down")
+
+
+# ---------------------------------------------------------------------------
+# CaptureStream
+# ---------------------------------------------------------------------------
+
+
+class AndroidAudioCaptureStream(AudioCaptureStreamBase):
+    """Reads PCM blocks pushed by Kotlin from the module-level queue."""
+
+    @property
+    def channels(self) -> int:
+        return _channels
+
+    @property
+    def sample_rate(self) -> int:
+        return _sample_rate
+
+    @property
+    def chunk_size(self) -> int:
+        return _chunk_size
+
+    def initialize(self) -> None:
+        if self._initialized:
+            return
+        if not _active:
+            raise RuntimeError(
+                "Android audio engine not configured. "
+                "This engine is only available inside the Android app."
+            )
+        self._initialized = True
+        logger.info("Android audio capture stream initialized")
+
+    def cleanup(self) -> None:
+        self._initialized = False
+        logger.info("Android audio capture stream cleaned up")
+
+    def read_chunk(self) -> np.ndarray | None:
+        try:
+            return _pcm_queue.get(timeout=0.1)  # 1-D float32 interleaved
+        except queue.Empty:
+            return None
+
+
+# ---------------------------------------------------------------------------
+# CaptureEngine
+# ---------------------------------------------------------------------------
+
+
+class AndroidAudioEngine(AudioCaptureEngine):
+    """Android playback-capture audio engine.
+
+    Only available when running inside the LedGrab Android app, which
+    calls :func:`configure` once audio capture is set up.  Exposes a
+    single loopback "device" representing the system audio mix.
+    """
+
+    ENGINE_TYPE = "android_playback"
+    ENGINE_PRIORITY = 100  # highest on a real Android device (demo only wins in demo mode)
+
+    @classmethod
+    def is_available(cls) -> bool:
+        return is_android() and _active
+
+    @classmethod
+    def get_default_config(cls) -> Dict[str, Any]:
+        return {
+            "sample_rate": _sample_rate,
+            "channels": _channels,
+            "chunk_size": _chunk_size,
+        }
+
+    @classmethod
+    def enumerate_devices(cls) -> List[AudioDeviceInfo]:
+        if not cls.is_available():
+            return []
+        return [
+            AudioDeviceInfo(
+                index=0,
+                name="Android playback (system audio)",
+                is_input=True,
+                is_loopback=True,
+                channels=_channels,
+                default_samplerate=float(_sample_rate),
+            )
+        ]
+
+    @classmethod
+    def create_stream(
+        cls,
+        device_index: int,
+        is_loopback: bool,
+        config: Dict[str, Any],
+    ) -> AndroidAudioCaptureStream:
+        merged = {**cls.get_default_config(), **config}
+        return AndroidAudioCaptureStream(device_index, is_loopback, merged)

server/src/ledgrab/core/automations/automation_engine.py

@@ -26,6 +26,33 @@ from ledgrab.utils import get_logger
 
 logger = get_logger(__name__)
 
+# Cache resolved IANA timezones (and remember invalid names) so the ~1 Hz
+# automation tick neither re-parses tzdata nor log-spams on a bad name.
+_TZ_CACHE: Dict[str, object] = {}
+_TZ_WARNED: set = set()
+
+
+def _now_in_tz(tz_name: str) -> datetime:
+    """Current local time, in ``tz_name`` (IANA) if given, else the server's."""
+    if not tz_name:
+        return datetime.now()
+    tz = _TZ_CACHE.get(tz_name)
+    if tz is None:
+        try:
+            from zoneinfo import ZoneInfo
+
+            tz = ZoneInfo(tz_name)
+            _TZ_CACHE[tz_name] = tz
+        except Exception:
+            if tz_name not in _TZ_WARNED:
+                _TZ_WARNED.add(tz_name)
+                logger.warning(
+                    "Invalid timezone %r for time-of-day rule; using server local time",
+                    tz_name,
+                )
+            return datetime.now()
+    return datetime.now(tz)
+
 
 @dataclass(frozen=True)
 class _RuleEvalContext:
@@ -519,16 +546,26 @@ class AutomationEngine:
 
     @staticmethod
     def _evaluate_time_of_day(rule: TimeOfDayRule) -> bool:
-        now = datetime.now()
+        now = _now_in_tz(rule.timezone)
         current = now.hour * 60 + now.minute
         parts_s = rule.start_time.split(":")
         parts_e = rule.end_time.split(":")
         start = int(parts_s[0]) * 60 + int(parts_s[1])
         end = int(parts_e[0]) * 60 + int(parts_e[1])
+        days = rule.days_of_week
+
         if start <= end:
-            return start <= current <= end
-        # Overnight range (e.g. 22:00 → 06:00)
-        return current >= start or current <= end
+            if not (start <= current <= end):
+                return False
+            return not days or now.weekday() in days
+
+        # Overnight range (e.g. 22:00 → 06:00): the window belongs to its
+        # START day, so the after-midnight tail is matched against yesterday.
+        if current >= start:  # evening portion — today's window
+            return not days or now.weekday() in days
+        if current <= end:  # early-morning portion — yesterday's window
+            return not days or ((now.weekday() - 1) % 7) in days
+        return False
 
     @staticmethod
     def _evaluate_idle(rule: SystemIdleRule, idle_seconds: float | None) -> bool:

server/src/ledgrab/core/automations/platform_detector.py

@@ -6,12 +6,14 @@ Non-Windows: graceful degradation (returns empty results).
 
 import asyncio
 import ctypes
+import json
 import os
 import sys
 import threading
 from typing import Set
 
 from ledgrab.utils import get_logger
+from ledgrab.utils.platform import is_android
 
 logger = get_logger(__name__)
 
@@ -21,6 +23,105 @@ if _IS_WINDOWS:
     import ctypes.wintypes
 
 
+# ---------------------------------------------------------------------------
+# Android ForegroundAppBridge interop — lazy + guarded (never at import time)
+# ---------------------------------------------------------------------------
+# Android reports ``sys.platform == "linux"`` so ``_IS_WINDOWS`` is False there;
+# the foreground app is read via the Kotlin ``ForegroundAppBridge`` (UsageStats)
+# instead of Win32 ctypes. These module-level wrappers are the monkeypatch
+# surface used by tests (mirrors ``android_camera_engine``) — patch the module
+# function, not the live ``jclass`` object.
+
+# Emit the "Usage Access not granted" warning only once per process so the ~1s
+# automation poll loop doesn't spam the log while access is missing.
+_warned_no_usage_access = False
+
+
+def _foreground_bridge():
+    """Return the Kotlin ``ForegroundAppBridge`` singleton, or None off-Android.
+
+    The ``from java import jclass`` import only resolves inside the Chaquopy
+    runtime, so it must never run at module import time (this module is imported
+    on desktop CI too). Mirrors ``android_camera_engine._camera_bridge()``.
+    """
+    if not is_android():
+        return None
+    try:
+        from java import jclass  # type: ignore[import-not-found]
+    except ImportError as exc:
+        logger.debug("Chaquopy java interop not available: %s", exc)
+        return None
+    try:
+        return jclass("com.ledgrab.android.ForegroundAppBridge").INSTANCE
+    except Exception as exc:  # pragma: no cover - Android-only path
+        logger.debug("ForegroundAppBridge singleton unavailable: %s", exc)
+        return None
+
+
+def has_usage_access() -> bool:
+    """Whether Usage Access (PACKAGE_USAGE_STATS) is granted. False off-Android."""
+    bridge = _foreground_bridge()
+    if bridge is None:
+        return False
+    try:
+        return bool(bridge.hasUsageAccess())
+    except Exception as exc:  # pragma: no cover - Android-only path
+        logger.debug("ForegroundAppBridge.hasUsageAccess failed: %s", exc)
+        return False
+
+
+def get_foreground_package() -> str | None:
+    """Current foreground app package via the Kotlin bridge, or None.
+
+    None off-Android, when the bridge is unavailable, when Usage Access is
+    missing, or when no foreground event is found in the trailing window.
+    Monkeypatched in tests.
+    """
+    bridge = _foreground_bridge()
+    if bridge is None:
+        return None
+    try:
+        pkg = bridge.getForegroundPackage()
+    except Exception as exc:  # pragma: no cover - Android-only path
+        logger.warning("ForegroundAppBridge.getForegroundPackage failed: %s", exc)
+        return None
+    if pkg is None:
+        return None
+    s = str(pkg).strip()
+    return s or None
+
+
+def list_installed_apps() -> list[dict]:
+    """Launchable apps via the Kotlin bridge: ``[{"package": .., "label": ..}]``.
+
+    Returns ``[]`` off-Android, when the bridge is unavailable, on error, or on
+    invalid JSON. Sorted by label (the bridge sorts; order is preserved here).
+    Monkeypatched in tests.
+    """
+    bridge = _foreground_bridge()
+    if bridge is None:
+        return []
+    try:
+        raw = bridge.listLaunchableApps()  # JSON array string
+    except Exception as exc:  # pragma: no cover - Android-only path
+        logger.warning("ForegroundAppBridge.listLaunchableApps failed: %s", exc)
+        return []
+    try:
+        parsed = json.loads(str(raw))
+    except (ValueError, TypeError) as exc:  # pragma: no cover - Android-only path
+        logger.warning("ForegroundAppBridge.listLaunchableApps returned invalid JSON: %s", exc)
+        return []
+    apps: list[dict] = []
+    for entry in parsed if isinstance(parsed, list) else []:
+        if not isinstance(entry, dict):
+            continue
+        pkg = entry.get("package")
+        if not pkg:
+            continue
+        apps.append({"package": str(pkg), "label": str(entry.get("label") or pkg)})
+    return apps
+
+
 class PlatformDetector:
     """Detect running processes and the foreground window's process."""
 
@@ -215,6 +316,31 @@ class PlatformDetector:
 
     # ---- Process detection ----
 
+    def _get_android_foreground(self) -> tuple:
+        """(package_lowercased, True) for the foreground app on Android.
+
+        Returns ``(None, False)`` when Usage Access is not granted (warned once)
+        or no foreground app is found. ``is_fullscreen`` is reported True because
+        a foreground TV app effectively covers the screen — so an Android rule's
+        ``topmost``/``topmost_fullscreen``/``fullscreen`` match types all behave
+        as "this app is in front". Delegates to the module-level bridge wrappers
+        (the monkeypatch surface used by tests).
+        """
+        global _warned_no_usage_access
+        if not has_usage_access():
+            if not _warned_no_usage_access:
+                logger.warning(
+                    "Android 'Application' automation rules need Usage Access "
+                    "(Settings > Usage access). Foreground-app rules will not match "
+                    "until it is granted."
+                )
+                _warned_no_usage_access = True
+            return (None, False)
+        pkg = get_foreground_package()
+        if not pkg:
+            return (None, False)
+        return (pkg.lower(), True)
+
     def _get_running_processes_sync(self) -> Set[str]:
         """Get set of lowercase process names via Win32 EnumProcesses.
 
@@ -222,7 +348,14 @@ class PlatformDetector:
         which is ~300x faster than WMI (~8ms vs ~3s).  System services
         running under protected accounts are not visible, but all
         user-facing applications are covered.
+
+        On Android there is no process enumeration API (getRunningTasks is
+        restricted); the foreground app is reported as the sole "running" entry
+        as a best-effort so ``match_type="running"`` rules still work.
         """
+        if is_android():
+            pkg, _ = self._get_android_foreground()
+            return {pkg} if pkg else set()
         if not _IS_WINDOWS:
             return set()
 
@@ -276,9 +409,13 @@ class PlatformDetector:
     def _get_topmost_process_sync(self) -> tuple:
         """Get (process_name, is_fullscreen) of the foreground window.
 
-        Returns (None, False) when detection fails.
+        On Android the "foreground window" is the foreground app package (read
+        via the Kotlin ForegroundAppBridge); see ``_get_android_foreground``.
+        Returns (None, False) when detection fails / Usage Access is missing.
         Blocking — call via executor.
         """
+        if is_android():
+            return self._get_android_foreground()
         if not _IS_WINDOWS:
             return (None, False)
 
@@ -369,7 +506,13 @@ class PlatformDetector:
 
         Enumerates all top-level windows and checks each for fullscreen.
         Returns process names (lowercase) whose window covers an entire monitor.
+
+        On Android the foreground app is treated as fullscreen, so it is the
+        sole entry (best-effort, mirrors ``_get_running_processes_sync``).
         """
+        if is_android():
+            pkg, _ = self._get_android_foreground()
+            return {pkg} if pkg else set()
         if not _IS_WINDOWS:
             return set()
 

server/src/ledgrab/core/capture/calibration.py

@@ -113,6 +113,18 @@ class CalibrationConfig:
     skip_leds_end: int = 0
     # Border width: how many pixels from the screen edge to sample
     border_width: int = 10
+    # Region of interest (simple mode): sample only this sub-rectangle of the
+    # frame (fractions 0..1). Defaults to the full frame. Lets a user exclude
+    # HUDs/taskbars/letterboxing from the sampled border colours.
+    roi_x: float = 0.0
+    roi_y: float = 0.0
+    roi_width: float = 1.0
+    roi_height: float = 1.0
+
+    @property
+    def has_roi(self) -> bool:
+        """True when the ROI is narrower than the full frame."""
+        return self.roi_x > 0.0 or self.roi_y > 0.0 or self.roi_width < 1.0 or self.roi_height < 1.0
 
     def build_segments(self) -> List[CalibrationSegment]:
         """Derive segment list from core parameters."""
@@ -656,6 +668,98 @@ def create_pixel_mapper(
     return PixelMapper(calibration, interpolation_mode)
 
 
+def solve_calibration(
+    led_count: int,
+    start_position: str,
+    layout: str,
+    corner_indices: List[int],
+    offset: int = 0,
+) -> "CalibrationConfig":
+    """Derive a CalibrationConfig from 4 corner tap indices.
+
+    Given the LED-strip indices where the user tapped each physical corner of
+    the screen (in strip-walk order matching *start_position* and *layout*),
+    compute per-edge LED counts that are consistent with
+    ``EDGE_ORDER``/``EDGE_REVERSE`` and round-trip through
+    ``build_segments()``.
+
+    Args:
+        led_count: Total number of LEDs on the strip.
+        start_position: Starting corner of the strip
+            (``"top_left"``, ``"top_right"``, ``"bottom_left"``,
+            ``"bottom_right"``).
+        layout: Winding direction (``"clockwise"`` or
+            ``"counterclockwise"``).
+        corner_indices: Four strip indices, one per screen corner, in the
+            same order as the strip walk defined by ``EDGE_ORDER`` for the
+            given *(start_position, layout)* pair.  Index 0 is the start
+            corner, index 1 is the second corner reached while walking,
+            etc.  Indices may wrap around (i.e. the last segment may
+            straddle the physical end of the strip).
+        offset: Physical LED offset stored directly on the config (0 = none).
+
+    Returns:
+        ``CalibrationConfig`` in simple mode with per-edge counts filled in.
+
+    Raises:
+        ValueError: If *start_position*, *layout*, or the number of
+            corner indices is invalid.
+    """
+    key = (start_position, layout)
+    if key not in EDGE_ORDER:
+        raise ValueError(
+            f"Invalid start_position/layout combination: {start_position!r}/{layout!r}"
+        )
+    if len(corner_indices) != 4:
+        raise ValueError(f"corner_indices must have exactly 4 entries, got {len(corner_indices)}")
+    if led_count <= 0:
+        raise ValueError(f"led_count must be positive, got {led_count}")
+
+    edge_order = EDGE_ORDER[key]  # 4 edges in strip-walk order
+
+    # Compute per-edge LED counts from consecutive corner indices.
+    # The i-th edge spans from corner_indices[i] to corner_indices[(i+1) % 4],
+    # wrapping around led_count if necessary.
+    edge_counts: dict[str, int] = {}
+    for i, edge in enumerate(edge_order):
+        start_idx = corner_indices[i] % led_count
+        end_idx = corner_indices[(i + 1) % 4] % led_count
+        if end_idx > start_idx:
+            count = end_idx - start_idx
+        elif end_idx == start_idx:
+            # Adjacent taps on the same index → 0-LED edge
+            count = 0
+        else:
+            # Wrap-around: strip crosses the physical end
+            count = (led_count - start_idx) + end_idx
+        edge_counts[edge] = count
+
+    cfg = CalibrationConfig(
+        mode="simple",
+        layout=layout,
+        start_position=start_position,
+        leds_top=edge_counts.get("top", 0),
+        leds_right=edge_counts.get("right", 0),
+        leds_bottom=edge_counts.get("bottom", 0),
+        leds_left=edge_counts.get("left", 0),
+        offset=offset,
+    )
+
+    logger.info(
+        "solve_calibration: start=%s layout=%s corner_indices=%s "
+        "-> top=%d right=%d bottom=%d left=%d offset=%d",
+        start_position,
+        layout,
+        corner_indices,
+        cfg.leds_top,
+        cfg.leds_right,
+        cfg.leds_bottom,
+        cfg.leds_left,
+        offset,
+    )
+    return cfg
+
+
 def create_default_calibration(
     led_count: int,
     aspect_width: int = 16,
@@ -720,6 +824,30 @@ def create_default_calibration(
     right_count = max(1, right_count)
     left_count = max(1, left_count)
 
+    # The max(1, ...) floors above can push the total above led_count for
+    # small counts (e.g. led_count=5 -> top=2,right=1,bottom=2,left=1 = 6).
+    # Trim the largest edge that stays >= 1 until the total matches exactly.
+    edge_order = ["bottom", "top", "right", "left"]
+    counts = {
+        "bottom": bottom_count,
+        "top": top_count,
+        "right": right_count,
+        "left": left_count,
+    }
+    overshoot = sum(counts.values()) - led_count
+    while overshoot > 0:
+        # Pick the largest edge that can still be reduced (stays >= 1).
+        trimmable = [e for e in edge_order if counts[e] > 1]
+        if not trimmable:
+            break
+        target_edge = max(trimmable, key=lambda e: counts[e])
+        counts[target_edge] -= 1
+        overshoot -= 1
+    bottom_count = counts["bottom"]
+    top_count = counts["top"]
+    right_count = counts["right"]
+    left_count = counts["left"]
+
     config = CalibrationConfig(
         layout="clockwise",
         start_position="bottom_left",
@@ -799,6 +927,10 @@ def calibration_from_dict(data: dict) -> CalibrationConfig:
             skip_leds_start=data.get("skip_leds_start", 0),
             skip_leds_end=data.get("skip_leds_end", 0),
             border_width=data.get("border_width", 10),
+            roi_x=data.get("roi_x", 0.0),
+            roi_y=data.get("roi_y", 0.0),
+            roi_width=data.get("roi_width", 1.0),
+            roi_height=data.get("roi_height", 1.0),
         )
 
         config.validate()
@@ -870,4 +1002,10 @@ def calibration_to_dict(config: CalibrationConfig) -> dict:
         result["skip_leds_end"] = config.skip_leds_end
     if config.border_width != 10:
         result["border_width"] = config.border_width
+    # Include ROI only when it is not the full frame
+    if config.has_roi:
+        result["roi_x"] = config.roi_x
+        result["roi_y"] = config.roi_y
+        result["roi_width"] = config.roi_width
+        result["roi_height"] = config.roi_height
     return result

server/src/ledgrab/core/capture/calibration_session.py

@@ -0,0 +1,410 @@
+"""Calibration session lifecycle and per-LED chase driver.
+
+Provides two things:
+1. ``set_calibration_pixel`` — direct per-index LED write for the chase
+   (added beside ``set_test_mode`` on ``ProcessorManager`` via the mixin, but
+   kept here to avoid growing device_test_mode.py further).
+2. ``CalibrationSession`` — single-active-session guard with idle timeout and
+   guaranteed stop/restore contract.
+
+Stop / restore contract (required by Phase 3 UI)
+-------------------------------------------------
+- ``start(device_id)``:
+    * If a target is currently processing on *device_id*, stop it and record
+      its ``target_id`` as ``_prior_target_id``.
+    * Send the device to black (chase start state).
+    * Record session as active with a fresh ``last_activity`` timestamp.
+    * Only one active session is allowed at a time; starting a new one on any
+      device while another is active calls ``stop()`` on the old one first.
+- ``position(index, window)``:
+    * Validates ``index < led_count``; raises ``ValueError`` on out-of-range.
+    * Sends a chase pixel (bright white centre ±window dim neighbours).
+    * Updates ``last_activity``.
+- ``stop()`` / ``cancel()``:
+    * Sends all-black to clear the device.
+    * If ``_prior_target_id`` was recorded, calls ``start_processing`` to
+      restart it.
+    * Clears the session state.
+    * NEVER leaves the device dark or stuck in chase.
+- Idle timeout (``IDLE_TIMEOUT_SECONDS``, default 60 s):
+    * A background asyncio task checks ``last_activity``; if the session has
+      been idle longer than the timeout, ``stop()`` is called automatically.
+    * The timeout task is cancelled when ``stop()`` is called explicitly.
+
+Notes
+-----
+- ``set_calibration_pixel`` reuses ``_get_idle_client`` /
+  ``_send_pixels_to_device`` from ``DeviceTestModeMixin``; no new connection
+  management is needed.
+- The session holds a reference to the ``ProcessorManager`` so it can call
+  ``stop_processing`` / ``start_processing``.
+- Thread-safety: all public methods are ``async``; the idle-timeout callback
+  schedules itself on the running event loop via ``asyncio.ensure_future``.
+"""
+
+import asyncio
+from datetime import datetime, timezone
+from typing import TYPE_CHECKING
+
+from ledgrab.utils import get_logger
+
+if TYPE_CHECKING:
+    from ledgrab.core.processing.processor_manager import ProcessorManager
+
+logger = get_logger(__name__)
+
+# ── Constants ────────────────────────────────────────────────────────────────
+
+IDLE_TIMEOUT_SECONDS: int = 60
+"""Auto-stop a calibration session after this many seconds of inactivity."""
+
+_CHASE_CENTER_COLOR: tuple[int, int, int] = (255, 255, 255)
+"""Bright white for the chase centre pixel."""
+
+_CHASE_WING_COLOR: tuple[int, int, int] = (60, 60, 60)
+"""Dim grey for ±window neighbour pixels."""
+
+
+# ── Mixin: per-index chase driver ────────────────────────────────────────────
+
+
+class CalibrationChaseMixin:
+    """Adds ``set_calibration_pixel`` to ``ProcessorManager``.
+
+    Requires the same host-class attributes as ``DeviceTestModeMixin``:
+    ``_devices``, ``_processors``, ``_idle_clients``.
+    Inherits ``_send_pixels_to_device`` and ``_get_idle_client`` from
+    ``DeviceTestModeMixin`` (both already on ``ProcessorManager``).
+    """
+
+    async def set_calibration_pixel(
+        self,
+        device_id: str,
+        index: int,
+        color: tuple[int, int, int] = _CHASE_CENTER_COLOR,
+        window: int = 1,
+    ) -> None:
+        """Light a single LED index (plus optional ±window neighbours) on a device.
+
+        Sends a full pixel array to avoid partial-frame artefacts.  The centre
+        LED is set to *color*; the ``window`` neighbours on each side are set to
+        ``_CHASE_WING_COLOR`` (dim grey) so the user can see which direction the
+        strip is wound.
+
+        Args:
+            device_id: Target device ID (must be registered).
+            index: LED index to light (0-based).  Must be < ``led_count``.
+            color: RGB tuple for the centre LED (default bright white).
+            window: Number of neighbouring LEDs to dim on each side (default 1).
+
+        Raises:
+            ValueError: If *device_id* is not registered or *index* is out of
+                range.
+        """
+        if device_id not in self._devices:
+            raise ValueError(f"Device {device_id!r} not found")
+        ds = self._devices[device_id]
+        led_count = ds.led_count
+        if led_count <= 0:
+            raise ValueError(f"Device {device_id!r} has led_count={led_count}")
+        if not (0 <= index < led_count):
+            raise ValueError(
+                f"index {index} out of range for device {device_id!r} " f"(led_count={led_count})"
+            )
+
+        pixels: list[tuple[int, int, int]] = [(0, 0, 0)] * led_count
+        pixels[index] = color
+        for offset in range(1, window + 1):
+            left = (index - offset) % led_count
+            right = (index + offset) % led_count
+            pixels[left] = _CHASE_WING_COLOR
+            pixels[right] = _CHASE_WING_COLOR
+        # Re-assign center last so on tiny strips (window >= led_count) the
+        # center LED always shows the full color rather than a wrapped wing.
+        pixels[index] = color
+
+        await self._send_pixels_to_device(device_id, pixels)
+
+        logger.debug(
+            "set_calibration_pixel: device=%s index=%d window=%d",
+            device_id,
+            index,
+            window,
+        )
+
+
+# ── Session lifecycle ─────────────────────────────────────────────────────────
+
+
+class CalibrationSession:
+    """Single-active calibration session with idle-timeout and stop/restore.
+
+    One instance is shared per application (singleton held by the API layer).
+    Only one session can be active at a time; starting a new session
+    automatically terminates the previous one.
+
+    All public methods that mutate session state acquire ``_lock`` so that
+    concurrent ``POST /session`` calls (or a ``stop`` racing with the idle
+    watchdog) cannot interleave and leave ``_prior_target_id`` stale.  The
+    watchdog calls the internal ``_teardown_locked`` helper which must only be
+    invoked when the lock is already held; if the lock is already taken the
+    watchdog simply exits, letting the holder finish teardown.
+    """
+
+    def __init__(self) -> None:
+        self._manager: "ProcessorManager | None" = None
+        self._device_id: str | None = None
+        self._led_count: int = 0
+        self._prior_target_id: str | None = None
+        self._last_activity: datetime | None = None
+        self._timeout_task: asyncio.Task | None = None
+        self._active: bool = False
+        self._lock: asyncio.Lock = asyncio.Lock()
+
+    # ── Public API ───────────────────────────────────────────────────────────
+
+    @property
+    def is_active(self) -> bool:
+        return self._active
+
+    @property
+    def device_id(self) -> str | None:
+        return self._device_id
+
+    @property
+    def led_count(self) -> int:
+        return self._led_count
+
+    @property
+    def last_activity(self) -> datetime | None:
+        return self._last_activity
+
+    async def start(self, device_id: str, manager: "ProcessorManager") -> None:
+        """Begin a calibration session on *device_id*.
+
+        If a session is already active (even on a different device), it is
+        stopped first.  If a target is currently processing on *device_id*, it
+        is stopped and remembered so it can be restored when this session ends.
+
+        Args:
+            device_id: The device to drive during calibration.
+            manager: Live ``ProcessorManager`` instance.
+
+        Raises:
+            ValueError: If *device_id* is not registered.
+        """
+        async with self._lock:
+            # Validate device before touching any state or awaiting
+            if device_id not in manager._devices:
+                raise ValueError(f"Device {device_id!r} not found")
+
+            ds = manager._devices[device_id]
+            led_count = ds.led_count
+
+            # Capture the prior running target NOW — before any await — so the
+            # value cannot be mutated by a concurrent call that sneaks in after
+            # the lock is released between awaits.
+            prior_target_id = manager.get_processing_target_for_device(device_id)
+
+            # Terminate any existing session while we still hold the lock.
+            # Call _teardown_locked directly (we already hold the lock).
+            if self._active:
+                logger.info(
+                    "CalibrationSession.start: stopping existing session on device=%s "
+                    "to start new one on device=%s",
+                    self._device_id,
+                    device_id,
+                )
+                await self._teardown_locked(cancelled=False)
+
+            # Stop any running target on this device and remember it for restore
+            if prior_target_id is not None:
+                logger.info(
+                    "CalibrationSession.start: stopping target %s on device %s for calibration",
+                    prior_target_id,
+                    device_id,
+                )
+                await manager.stop_processing(prior_target_id)
+
+            self._manager = manager
+            self._device_id = device_id
+            self._led_count = led_count
+            self._prior_target_id = prior_target_id
+            self._last_activity = datetime.now(timezone.utc)
+            self._active = True
+
+            # Clear the device to black so the chase starts from a clean state
+            await manager.send_clear_pixels(device_id)
+
+            # Start idle-timeout watchdog
+            self._timeout_task = asyncio.ensure_future(self._idle_watchdog())
+
+            logger.info(
+                "CalibrationSession.start: session started on device=%s led_count=%d "
+                "prior_target=%s",
+                device_id,
+                led_count,
+                prior_target_id,
+            )
+
+    async def position(self, index: int, window: int = 1) -> None:
+        """Drive the chase pixel to *index* on the active device.
+
+        Args:
+            index: LED index to illuminate (0-based, must be < led_count).
+            window: Number of dim neighbours on each side (default 1).
+
+        Raises:
+            RuntimeError: If no session is active.
+            ValueError: If *index* is out of range.
+        """
+        async with self._lock:
+            if not self._active or self._manager is None or self._device_id is None:
+                raise RuntimeError("No active calibration session")
+            if not (0 <= index < self._led_count):
+                raise ValueError(f"index {index} out of range (led_count={self._led_count})")
+
+            self._last_activity = datetime.now(timezone.utc)
+            await self._manager.set_calibration_pixel(self._device_id, index, window=window)
+
+            logger.debug(
+                "CalibrationSession.position: device=%s index=%d window=%d",
+                self._device_id,
+                index,
+                window,
+            )
+
+    async def stop(self) -> None:
+        """End the session: clear the device and restore the prior target.
+
+        Safe to call even if no session is active (no-op).
+        """
+        async with self._lock:
+            await self._teardown_locked(cancelled=False)
+
+    async def cancel(self) -> None:
+        """Alias for ``stop()`` — ends the session without applying calibration."""
+        async with self._lock:
+            await self._teardown_locked(cancelled=True)
+
+    def get_state(self) -> dict:
+        """Return a snapshot of the current session state for API responses."""
+        return {
+            "active": self._active,
+            "device_id": self._device_id,
+            "led_count": self._led_count,
+            "prior_target_id": self._prior_target_id,
+            "last_activity": (self._last_activity.isoformat() if self._last_activity else None),
+        }
+
+    # ── Internal ─────────────────────────────────────────────────────────────
+
+    async def _teardown_locked(self, cancelled: bool) -> None:
+        """Clear the device, restore the prior target, and reset state.
+
+        MUST be called with ``self._lock`` already held by the caller.
+        Safe to call when already inactive (no-op).
+        """
+        if not self._active:
+            return
+
+        device_id = self._device_id
+        manager = self._manager
+        prior_target_id = self._prior_target_id
+
+        # Cancel the idle watchdog — but only if we are NOT running inside it.
+        # Awaiting the current task would deadlock.
+        if (
+            self._timeout_task is not None
+            and self._timeout_task is not asyncio.current_task()
+            and not self._timeout_task.done()
+        ):
+            self._timeout_task.cancel()
+            try:
+                await self._timeout_task
+            except asyncio.CancelledError:
+                pass
+        self._timeout_task = None
+
+        # Reset state before side-effects so re-entrant calls are no-ops
+        self._active = False
+        self._device_id = None
+        self._led_count = 0
+        self._prior_target_id = None
+        self._last_activity = None
+        self._manager = None
+
+        if manager is None or device_id is None:
+            return
+
+        # 1. Clear the device to black
+        try:
+            await manager.send_clear_pixels(device_id)
+        except Exception as exc:
+            logger.warning(
+                "CalibrationSession._teardown: failed to clear pixels on %s: %s",
+                device_id,
+                exc,
+            )
+
+        # 2. Restore the prior target (if any)
+        if prior_target_id is not None:
+            try:
+                await manager.start_processing(prior_target_id)
+                logger.info(
+                    "CalibrationSession._teardown: restored target %s on device %s",
+                    prior_target_id,
+                    device_id,
+                )
+            except Exception as exc:
+                logger.error(
+                    "CalibrationSession._teardown: failed to restore target %s on " "device %s: %s",
+                    prior_target_id,
+                    device_id,
+                    exc,
+                )
+
+        action = "cancel" if cancelled else "stop"
+        logger.info(
+            "CalibrationSession.%s: session ended on device=%s prior_target=%s",
+            action,
+            device_id,
+            prior_target_id,
+        )
+
+    async def _idle_watchdog(self) -> None:
+        """Background task: auto-stop the session after IDLE_TIMEOUT_SECONDS.
+
+        Tries to acquire ``_lock`` when the timeout fires.  If the lock is
+        already held (e.g. a concurrent ``stop()`` is in progress) the
+        ``acquire`` will wait; once it gets the lock, ``_teardown_locked``
+        is a no-op if the session was already ended by the other caller.
+        """
+        try:
+            while True:
+                await asyncio.sleep(5)
+                if not self._active or self._last_activity is None:
+                    break
+                elapsed = (datetime.now(timezone.utc) - self._last_activity).total_seconds()
+                if elapsed >= IDLE_TIMEOUT_SECONDS:
+                    logger.warning(
+                        "CalibrationSession._idle_watchdog: session on device=%s "
+                        "idle for %.0fs — auto-stopping",
+                        self._device_id,
+                        elapsed,
+                    )
+                    async with self._lock:
+                        await self._teardown_locked(cancelled=False)
+                    break
+        except asyncio.CancelledError:
+            pass
+
+
+# ── Module-level singleton ────────────────────────────────────────────────────
+
+_session: CalibrationSession = CalibrationSession()
+
+
+def get_calibration_session() -> CalibrationSession:
+    """Return the module-level singleton ``CalibrationSession``."""
+    return _session

server/src/ledgrab/core/capture/screen_capture.py

@@ -159,6 +159,37 @@ def capture_display(display_index: int = 0) -> ScreenCapture:
         raise RuntimeError(f"Screen capture failed: {e}")
 
 
+def crop_screen_capture(
+    sc: ScreenCapture,
+    roi_x: float,
+    roi_y: float,
+    roi_width: float,
+    roi_height: float,
+) -> ScreenCapture:
+    """Crop a capture to a relative region-of-interest rectangle (fractions 0..1).
+
+    Sampling only a sub-rectangle of the frame lets a user exclude HUDs, task
+    bars, or letterboxing so they don't pollute the border colours. Returns the
+    original capture unchanged for a full-frame ROI (fast path). The cropped
+    image is a numpy view (no copy); out-of-range/degenerate ROIs are clamped so
+    at least a 1x1 region remains.
+    """
+    if roi_x <= 0.0 and roi_y <= 0.0 and roi_width >= 1.0 and roi_height >= 1.0:
+        return sc
+    h, w = sc.image.shape[:2]
+    x0 = max(0, min(w - 1, int(round(roi_x * w))))
+    y0 = max(0, min(h - 1, int(round(roi_y * h))))
+    x1 = max(x0 + 1, min(w, int(round((roi_x + roi_width) * w))))
+    y1 = max(y0 + 1, min(h, int(round((roi_y + roi_height) * h))))
+    cropped = sc.image[y0:y1, x0:x1]
+    return ScreenCapture(
+        image=cropped,
+        width=x1 - x0,
+        height=y1 - y0,
+        display_index=sc.display_index,
+    )
+
+
 def extract_border_pixels(screen_capture: ScreenCapture, border_width: int = 10) -> BorderPixels:
     """Extract border pixels from screen capture.
 

server/src/ledgrab/core/capture_engines/__init__.py

@@ -86,6 +86,18 @@ try:
 except ImportError:
     _has_mediaprojection = False
 
+# ── Android camera/webcam (Camera2 via Chaquopy bridge) ─────────────
+
+try:
+    from ledgrab.core.capture_engines.android_camera_engine import (
+        AndroidCameraEngine,
+        AndroidCameraCaptureStream,
+    )
+
+    _has_android_camera = True
+except ImportError:
+    _has_android_camera = False
+
 # ── Android root screenrecord (rooted Magisk devices) ───────────────
 
 try:
@@ -120,6 +132,8 @@ if _has_camera:
     EngineRegistry.register(CameraEngine)
 if _has_mediaprojection:
     EngineRegistry.register(MediaProjectionEngine)
+if _has_android_camera:
+    EngineRegistry.register(AndroidCameraEngine)
 if _has_root_screenrecord:
     EngineRegistry.register(RootScreenrecordEngine)
 EngineRegistry.register(DemoCaptureEngine)
@@ -152,5 +166,7 @@ if _has_camera:
     __all__ += ["CameraEngine", "CameraCaptureStream"]
 if _has_mediaprojection:
     __all__ += ["MediaProjectionEngine", "MediaProjectionCaptureStream"]
+if _has_android_camera:
+    __all__ += ["AndroidCameraEngine", "AndroidCameraCaptureStream"]
 if _has_root_screenrecord:
     __all__ += ["RootScreenrecordEngine", "RootScreenrecordCaptureStream"]

server/src/ledgrab/core/capture_engines/android_camera_engine.py

@@ -0,0 +1,430 @@
+"""Android camera (webcam) capture engine.
+
+Receives camera frames pushed from Kotlin (via Chaquopy) through a
+module-level frame queue.  The Kotlin :class:`CameraBridge` opens a
+camera with the Camera2 API, converts each frame to RGB, and calls
+:func:`push_frame` with raw RGB bytes.
+
+The physical camera is opened **on demand** — only while a capture
+stream is active.  :meth:`AndroidCameraCaptureStream.initialize` calls
+:func:`start_camera` (which signals the Kotlin bridge to open the
+camera) and :meth:`cleanup` calls :func:`stop_camera`.  This keeps the
+camera-in-use indicator and battery cost limited to actual use, unlike
+the always-on screen/audio capture.
+
+Mirrors the screen-capture bridge
+(``core/capture_engines/mediaprojection_engine.py``): a module-level
+queue plus push/last-frame fallback/drop-oldest, consumed through the
+standard :class:`CaptureEngine` / :class:`CaptureStream` interface so
+the live-stream and processing pipelines work unchanged.  Cameras are
+exposed as selectable "displays" exactly like the desktop OpenCV
+:class:`CameraEngine`.
+
+This engine is only available when running inside the LedGrab Android
+app (``is_android()``) with at least one camera the Kotlin bridge can
+enumerate.  All Java interop is lazy + guarded so this module imports
+cleanly on desktop CI.
+"""
+
+import json
+import queue
+import threading
+import time
+from typing import Any, Dict, List, Optional
+
+import numpy as np
+
+from ledgrab.core.capture_engines.base import (
+    CaptureEngine,
+    CaptureStream,
+    DisplayInfo,
+    ScreenCapture,
+)
+from ledgrab.utils import get_logger
+from ledgrab.utils.platform import is_android
+
+logger = get_logger(__name__)
+
+# ---------------------------------------------------------------------------
+# Frame queue — the bridge between Kotlin and Python
+# ---------------------------------------------------------------------------
+
+_frame_queue: "queue.Queue[ScreenCapture]" = queue.Queue(maxsize=2)
+_active = False
+_active_index = 0
+_frames_received = 0
+
+# Single-camera ownership. The Kotlin bridge supports exactly one open camera
+# at a time (it closes any prior camera on a new open), and all streams share
+# the one module-level frame queue. So the engine serializes ownership the way
+# the desktop CameraEngine does with its _camera_lock/_active_cv2_indices: the
+# first stream to initialize() owns the camera; a second stream on the SAME
+# camera attaches (ref-counted); a second stream on a DIFFERENT camera is
+# refused. Only the last owner to clean up actually stops the camera. Without
+# this, two concurrent android_camera sources on different displays would make
+# the second open silently steal the first's frames, and either stream's
+# cleanup would drain the shared queue out from under the other.
+_state_lock = threading.Lock()
+_owner_index: int | None = None  # display_index that currently owns the camera
+_owner_refs = 0  # number of streams attached to the active camera
+# Camera2 delivers frames continuously, but cache the last one so a
+# brief consumer stall still has something to read (mirrors
+# mediaprojection_engine's _last_frame).
+_last_frame: Optional["ScreenCapture"] = None
+
+# Enumeration cache.  is_available() is polled by the engine registry,
+# so the (cheap but non-free) Camera2 enumeration is cached briefly —
+# matching the desktop CameraEngine's 30 s TTL.
+_cam_cache: List[Dict[str, Any]] | None = None
+_cam_cache_time: float = 0.0
+_CAM_CACHE_TTL = 30.0  # seconds
+
+# Resolution presets shown in the UI.  Identical to the desktop
+# CameraEngine set so the data-driven capture-template config UI
+# (keyed by the "resolution" field name) renders the same dropdown.
+# "auto" lets the Kotlin bridge pick a balanced output size.
+_RESOLUTION_CHOICES: List[str] = [
+    "auto",
+    "640x480",
+    "1280x720",
+    "1920x1080",
+    "2560x1440",
+    "3840x2160",
+]
+
+
+def _parse_resolution(value: Any) -> tuple[int, int] | None:
+    """Parse a 'WxH' string into (width, height). None for 'auto'/invalid."""
+    if not isinstance(value, str):
+        return None
+    s = value.strip().lower()
+    if s in ("", "auto"):
+        return None
+    parts = s.replace("×", "x").split("x")
+    if len(parts) != 2:
+        return None
+    try:
+        w, h = int(parts[0]), int(parts[1])
+    except ValueError:
+        return None
+    if w <= 0 or h <= 0:
+        return None
+    return w, h
+
+
+# ---------------------------------------------------------------------------
+# Kotlin CameraBridge interop — lazy + guarded (never at import time)
+# ---------------------------------------------------------------------------
+
+
+def _camera_bridge():
+    """Return the Kotlin ``CameraBridge`` singleton, or None off-Android.
+
+    The ``from java import jclass`` import only resolves inside the
+    Chaquopy runtime, so it must never run at module import time (this
+    module is imported on desktop CI too).  Mirrors
+    ``core/devices/android_ble_transport.py``.
+    """
+    if not is_android():
+        return None
+    try:
+        from java import jclass  # type: ignore[import-not-found]
+    except ImportError as exc:
+        logger.debug("Chaquopy java interop not available: %s", exc)
+        return None
+    try:
+        return jclass("com.ledgrab.android.CameraBridge").INSTANCE
+    except Exception as exc:  # pragma: no cover - Android-only path
+        logger.debug("CameraBridge singleton unavailable: %s", exc)
+        return None
+
+
+def list_cameras() -> List[Dict[str, Any]]:
+    """Enumerate cameras via the Kotlin bridge.
+
+    Returns a list of ``{"index": int, "name": str, "facing": str}``
+    dicts in stable enumeration order, or ``[]`` off-Android / on error
+    / when the device has no cameras or CAMERA enumeration fails.
+    Monkeypatched in tests to inject a fake list without Android.
+    """
+    bridge = _camera_bridge()
+    if bridge is None:
+        return []
+    try:
+        raw = bridge.listCameras()  # JSON array string
+    except Exception as exc:  # pragma: no cover - Android-only path
+        logger.warning("CameraBridge.listCameras failed: %s", exc)
+        return []
+    try:
+        parsed = json.loads(str(raw))
+    except (ValueError, TypeError) as exc:  # pragma: no cover
+        logger.warning("CameraBridge.listCameras returned invalid JSON: %s", exc)
+        return []
+    cameras: List[Dict[str, Any]] = []
+    for i, entry in enumerate(parsed if isinstance(parsed, list) else []):
+        if not isinstance(entry, dict):
+            continue
+        cameras.append(
+            {
+                "index": int(entry.get("index", i)),
+                "name": str(entry.get("name") or f"Camera {i}"),
+                "facing": str(entry.get("facing") or "unknown"),
+            }
+        )
+    return cameras
+
+
+def _enumerate_cameras() -> List[Dict[str, Any]]:
+    """Cached camera enumeration (TTL ``_CAM_CACHE_TTL``)."""
+    global _cam_cache, _cam_cache_time
+    now = time.monotonic()
+    if _cam_cache is not None and (now - _cam_cache_time) < _CAM_CACHE_TTL:
+        return _cam_cache
+    _cam_cache = list_cameras()
+    _cam_cache_time = now
+    return _cam_cache
+
+
+def start_camera(index: int, width: int, height: int) -> bool:
+    """Signal the Kotlin bridge to open camera ``index`` (on demand).
+
+    ``width``/``height`` are the requested capture size (0 => let the
+    bridge pick a balanced default).  Returns True if the camera began
+    streaming.  False off-Android, when the bridge is unavailable, or
+    when the open failed (e.g. CAMERA permission denied, camera in use).
+    Monkeypatched in tests.
+    """
+    bridge = _camera_bridge()
+    if bridge is None:
+        return False
+    try:
+        return bool(bridge.startCamera(index, width, height))
+    except Exception as exc:  # pragma: no cover - Android-only path
+        logger.warning("CameraBridge.startCamera(%d) failed: %s", index, exc)
+        return False
+
+
+def stop_camera(index: int) -> None:
+    """Signal the Kotlin bridge to close the active camera.  No-op off-Android."""
+    bridge = _camera_bridge()
+    if bridge is None:
+        return
+    try:
+        bridge.stopCamera()
+    except Exception as exc:  # pragma: no cover - Android-only path
+        logger.debug("CameraBridge.stopCamera failed: %s", exc)
+
+
+def push_frame(rgb_bytes: bytes, width: int, height: int) -> None:
+    """Push one RGB frame from Kotlin into the capture pipeline.
+
+    Called from ``CameraBridge`` on its capture thread.  The byte buffer
+    is interpreted as tightly-packed RGB (``width * height * 3`` bytes,
+    3 bytes/pixel — NOT RGBA).  The buffer is copied out so Kotlin may
+    reuse its backing array; the oldest queued frame is dropped if the
+    consumer is slow.
+    """
+    global _frames_received, _last_frame
+    expected = width * height * 3
+    if expected <= 0:
+        return
+    arr = np.frombuffer(rgb_bytes, dtype=np.uint8)
+    if arr.size < expected:
+        # Short/malformed buffer — drop rather than reshape-crash.
+        return
+
+    # Copy out of the read-only frombuffer view (and off any reusable
+    # Kotlin buffer) so the queued frame owns its memory.  Mirrors
+    # mediaprojection_engine.push_frame's .copy().
+    rgb = arr[:expected].reshape((height, width, 3)).copy()
+
+    frame = ScreenCapture(
+        image=rgb,
+        width=width,
+        height=height,
+        display_index=_active_index,
+    )
+    _last_frame = frame
+
+    _frames_received += 1
+    if _frames_received == 1 or _frames_received % 100 == 0:
+        logger.info("Android camera: received %d frames", _frames_received)
+
+    # Drop oldest frame if queue is full (non-blocking).
+    try:
+        _frame_queue.put_nowait(frame)
+    except queue.Full:
+        try:
+            _frame_queue.get_nowait()
+        except queue.Empty:
+            pass
+        try:
+            _frame_queue.put_nowait(frame)
+        except queue.Full:
+            pass
+
+
+def shutdown() -> None:
+    """Deactivate the engine.  Called when the Android app stops."""
+    global _active
+    _active = False
+    logger.info("Android camera engine shut down")
+
+
+def _drain_queue() -> None:
+    """Discard any queued frames (stale frames from a prior session)."""
+    global _last_frame
+    while not _frame_queue.empty():
+        try:
+            _frame_queue.get_nowait()
+        except queue.Empty:
+            break
+    _last_frame = None
+
+
+# ---------------------------------------------------------------------------
+# CaptureStream
+# ---------------------------------------------------------------------------
+
+
+class AndroidCameraCaptureStream(CaptureStream):
+    """Reads camera frames pushed by Kotlin from the module-level queue.
+
+    Opening the physical camera is on demand: :meth:`initialize` asks
+    the Kotlin bridge to open the camera bound to ``display_index`` and
+    :meth:`cleanup` asks it to close.
+    """
+
+    def initialize(self) -> None:
+        if self._initialized:
+            return
+        if not is_android():
+            raise RuntimeError(
+                "Android camera engine not available. "
+                "This engine is only usable inside the Android app."
+            )
+
+        parsed = _parse_resolution(self.config.get("resolution", "auto"))
+        target_w, target_h = parsed if parsed is not None else (0, 0)
+
+        global _active, _active_index, _owner_index, _owner_refs
+        with _state_lock:
+            if _owner_index is not None and _owner_index != self.display_index:
+                # Another camera is already streaming — the bridge can only
+                # drive one at a time, so refuse rather than silently stealing
+                # the active camera's frames (mirrors the desktop CameraEngine's
+                # "already in use by another stream").
+                raise RuntimeError(
+                    f"Android camera {_owner_index} is already in use by another "
+                    f"capture; only one camera can stream at a time"
+                )
+            if _owner_index == self.display_index:
+                # Same camera already open — attach to it (ref-counted).
+                _owner_refs += 1
+                self._initialized = True
+                logger.info(
+                    "Android camera capture stream attached (camera=%d, refs=%d)",
+                    self.display_index,
+                    _owner_refs,
+                )
+                return
+
+            # No camera open — open this one. Drain stale frames first so the
+            # first captured frame is actually current.
+            _drain_queue()
+            if not start_camera(self.display_index, target_w, target_h):
+                raise RuntimeError(
+                    f"Failed to open Android camera {self.display_index} "
+                    f"(CAMERA permission denied, camera in use, or unavailable)"
+                )
+            _owner_index = self.display_index
+            _owner_refs = 1
+            _active = True
+            _active_index = self.display_index
+            self._initialized = True
+            logger.info("Android camera capture stream initialized (camera=%d)", self.display_index)
+
+    def capture_frame(self) -> ScreenCapture | None:
+        if not self._initialized:
+            self.initialize()
+        # Prefer a fresh frame; fall back to the last one on a brief stall.
+        try:
+            return _frame_queue.get(timeout=0.1)
+        except queue.Empty:
+            return _last_frame
+
+    def cleanup(self) -> None:
+        if self._initialized:
+            global _active, _owner_index, _owner_refs
+            with _state_lock:
+                _owner_refs -= 1
+                if _owner_refs <= 0:
+                    # Last owner released — actually stop the camera.
+                    stop_camera(self.display_index)
+                    _owner_index = None
+                    _owner_refs = 0
+                    _active = False
+                    _drain_queue()
+            self._initialized = False
+            logger.info("Android camera capture stream cleaned up (camera=%d)", self.display_index)
+        else:
+            self._initialized = False
+
+
+# ---------------------------------------------------------------------------
+# CaptureEngine
+# ---------------------------------------------------------------------------
+
+
+class AndroidCameraEngine(CaptureEngine):
+    """Android camera/webcam capture engine (Camera2 via Kotlin bridge).
+
+    Only available inside the LedGrab Android app with at least one
+    enumerable camera.  Each camera is exposed as a selectable
+    "display", mirroring the desktop OpenCV :class:`CameraEngine`.
+    Selected explicitly via ``engine_type="android_camera"`` in a
+    capture template — never auto-selected (priority 0, below
+    MediaProjection's 100).
+    """
+
+    ENGINE_TYPE = "android_camera"
+    ENGINE_PRIORITY = 0  # never auto-selected over MediaProjection (100); explicit only
+    HAS_OWN_DISPLAYS = True
+
+    @classmethod
+    def is_available(cls) -> bool:
+        return is_android() and len(_enumerate_cameras()) > 0
+
+    @classmethod
+    def get_default_config(cls) -> Dict[str, Any]:
+        return {"resolution": "auto"}
+
+    @classmethod
+    def get_config_choices(cls) -> Dict[str, List[str]]:
+        return {"resolution": list(_RESOLUTION_CHOICES)}
+
+    @classmethod
+    def get_available_displays(cls) -> List[DisplayInfo]:
+        displays: List[DisplayInfo] = []
+        for cam in _enumerate_cameras():
+            idx = cam["index"]
+            displays.append(
+                DisplayInfo(
+                    index=idx,
+                    name=cam["name"],
+                    width=0,
+                    height=0,
+                    x=idx * 500,
+                    y=0,
+                    is_primary=(idx == 0),
+                    refresh_rate=30,
+                )
+            )
+        return displays
+
+    @classmethod
+    def create_stream(
+        cls, display_index: int, config: Dict[str, Any]
+    ) -> AndroidCameraCaptureStream:
+        merged = {**cls.get_default_config(), **config}
+        return AndroidCameraCaptureStream(display_index, merged)

server/src/ledgrab/core/demo_seed.py

@@ -40,6 +40,11 @@ _AS_IDS = {
     "system": "as_demo0001",
 }
 
+_VS_IDS = {
+    "level": "vs_demo0001",
+    "boost": "vs_demo0002",
+}
+
 _TPL_ID = "tpl_demo0001"
 
 _SCENE_ID = "scene_demo0001"
@@ -86,6 +91,7 @@ def seed_demo_data(db: Database) -> None:
     _insert_entities(db, "picture_sources", _build_picture_sources())
     _insert_entities(db, "color_strip_sources", _build_color_strip_sources())
     _insert_entities(db, "audio_sources", _build_audio_sources())
+    _insert_entities(db, "value_sources", _build_value_sources())
     _insert_entities(db, "scene_presets", _build_scene_presets())
 
     logger.info("Demo seed data complete")
@@ -334,6 +340,40 @@ def _build_audio_sources() -> dict:
     }
 
 
+# ── Value Sources ──────────────────────────────────────────────────
+
+
+def _build_value_sources() -> dict:
+    """A static float source plus a template combinator that references it,
+    so demo mode showcases the Jinja template value source out of the box."""
+    return {
+        _VS_IDS["level"]: {
+            "id": _VS_IDS["level"],
+            "name": "Base Level",
+            "source_type": "static",
+            "description": "A constant brightness level (demo input for the template below)",
+            "tags": ["demo"],
+            "value": 0.5,
+            "created_at": _NOW,
+            "updated_at": _NOW,
+        },
+        _VS_IDS["boost"]: {
+            "id": _VS_IDS["boost"],
+            "name": "Boosted Level (template)",
+            "source_type": "template",
+            "return_type": "float",
+            "description": "Jinja combinator: clamps 1.5x the Base Level into [0,1]",
+            "tags": ["demo"],
+            "template": "clamp(level * 1.5)",
+            "inputs": [{"name": "level", "value_source_id": _VS_IDS["level"]}],
+            "default_value": 0.0,
+            "eval_interval": None,
+            "created_at": _NOW,
+            "updated_at": _NOW,
+        },
+    }
+
+
 # ── Scene Presets ──────────────────────────────────────────────────
 
 

server/src/ledgrab/core/devices/ddp_client.py

@@ -154,6 +154,15 @@ class DDPClient:
         all buses (observed in multi-bus setups). We reorder pixel channels
         here so the hardware receives the correct byte order directly.
 
+        TODO(ddp-multibus): currently UNUSED — ``send_pixels_numpy`` (the hot
+        send path) does NOT call this, so the per-bus color-order config
+        captured by ``set_buses`` is never applied to outgoing pixels. This
+        is intentionally left in place (not deleted) because it encodes real
+        multi-bus handling: if a multi-bus WLED setup needs per-bus byte
+        reordering, wire this into ``send_pixels_numpy`` before the payload
+        view is built (note it allocates a copy, so only call it when
+        ``self._buses`` actually requires reordering).
+
         Args:
             pixel_array: (N, 3) uint8 numpy array in RGB order
 

server/src/ledgrab/core/devices/device_config.py

@@ -23,6 +23,11 @@ class BaseDeviceConfig:
 class WLEDConfig(BaseDeviceConfig):
     device_type: Literal["wled"] = "wled"
     use_ddp: bool = False
+    # WLED native realtime UDP (port 21324) — mutually exclusive with use_ddp.
+    # realtime_timeout = seconds WLED stays in realtime after the last packet
+    # before reverting to its normal effect/preset (graceful auto-revert).
+    use_realtime: bool = False
+    realtime_timeout: int = 2
 
 
 @dataclass(frozen=True)

server/src/ledgrab/core/devices/wled_client.py

@@ -86,6 +86,8 @@ class WLEDClient(LEDClient):
         retry_attempts: int = 3,
         retry_delay: int = 1,
         use_ddp: bool = False,
+        use_realtime: bool = False,
+        realtime_timeout: int = 2,
     ):
         """Initialize WLED client.
 
@@ -95,12 +97,17 @@ class WLEDClient(LEDClient):
             retry_attempts: Number of retry attempts on failure
             retry_delay: Delay between retries in seconds
             use_ddp: Force DDP protocol (auto-enabled for >500 LEDs)
+            use_realtime: Use WLED native realtime UDP (port 21324) instead of DDP
+            realtime_timeout: Seconds WLED stays in realtime after the last packet
+                before reverting to its normal effect/preset (1-255)
         """
         self.url = url.rstrip("/")
         self.timeout = timeout
         self.retry_attempts = retry_attempts
         self.retry_delay = retry_delay
         self.use_ddp = use_ddp
+        self.use_realtime = use_realtime
+        self.realtime_timeout = realtime_timeout
 
         # Extract hostname/IP from URL for DDP
         parsed = urlparse(self.url)
@@ -108,6 +115,7 @@ class WLEDClient(LEDClient):
 
         self._client: httpx.AsyncClient | None = None
         self._ddp_client: DDPClient | None = None
+        self._realtime_client = None  # WledRealtimeClient when use_realtime
         self._connected = False
         self._pre_connect_state: dict | None = None
 
@@ -127,8 +135,9 @@ class WLEDClient(LEDClient):
             # Test connection by getting device info
             info = await self.get_info()
 
-            # Auto-enable DDP for large LED counts
-            if info.led_count > self.HTTP_MAX_LEDS and not self.use_ddp:
+            # Auto-enable DDP for large LED counts (unless the user explicitly
+            # chose native realtime UDP, which handles any size via DNRGB).
+            if info.led_count > self.HTTP_MAX_LEDS and not self.use_ddp and not self.use_realtime:
                 logger.info(
                     f"Device has {info.led_count} LEDs (>{self.HTTP_MAX_LEDS}), "
                     "auto-enabling DDP protocol"
@@ -138,8 +147,30 @@ class WLEDClient(LEDClient):
             # Snapshot device state BEFORE any mutations (for auto-restore)
             self._pre_connect_state = await self.snapshot_device_state()
 
+            # Create WLED native realtime UDP client if selected
+            if self.use_realtime:
+                from ledgrab.core.devices.wled_realtime_client import WledRealtimeClient
+
+                self._realtime_client = WledRealtimeClient(
+                    self.host, rgbw=info.rgbw, timeout_secs=self.realtime_timeout
+                )
+                await self._realtime_client.connect()
+                try:
+                    await self._request(
+                        "POST",
+                        "/json/state",
+                        json_data={"on": True, "lor": 0, "AudioReactive": {"on": False}},
+                    )
+                except Exception as e:
+                    logger.warning(f"Could not configure device for realtime UDP: {e}")
+                logger.info(
+                    "WLED native realtime UDP enabled (port 21324, %ds timeout, %s)",
+                    self.realtime_timeout,
+                    "RGBW" if info.rgbw else "RGB",
+                )
+
             # Create DDP client if needed
-            if self.use_ddp:
+            elif self.use_ddp:
                 self._ddp_client = DDPClient(self.host, rgbw=False)
                 # Pass per-bus config so DDP client can apply per-bus color reordering
                 if info.buses:
@@ -191,6 +222,9 @@ class WLEDClient(LEDClient):
         if self._ddp_client:
             await self._ddp_client.close()
             self._ddp_client = None
+        if self._realtime_client:
+            await self._realtime_client.close()
+            self._realtime_client = None
         self._connected = False
         logger.debug(f"Closed connection to {self.url}")
 
@@ -201,8 +235,10 @@ class WLEDClient(LEDClient):
 
     @property
     def supports_fast_send(self) -> bool:
-        """True when DDP is active and ready for fire-and-forget sends."""
-        return self.use_ddp and self._ddp_client is not None
+        """True when DDP or native realtime UDP is active (fire-and-forget)."""
+        return (self.use_ddp and self._ddp_client is not None) or (
+            self.use_realtime and self._realtime_client is not None
+        )
 
     async def _request(
         self,
@@ -384,7 +420,10 @@ class WLEDClient(LEDClient):
                 raise ValueError(f"Invalid RGB values at index {idx}: {tuple(pixel_arr[idx])}")
         validated_pixels = pixel_arr.astype(np.uint8) if pixel_arr.dtype != np.uint8 else pixel_arr
 
-        # Use DDP protocol if enabled
+        # Native realtime UDP takes precedence, then DDP, then HTTP
+        if self.use_realtime and self._realtime_client:
+            self._realtime_client.send_pixels_numpy(validated_pixels)
+            return True
         if self.use_ddp and self._ddp_client:
             return await self._send_pixels_ddp(validated_pixels, brightness)
         else:
@@ -485,8 +524,10 @@ class WLEDClient(LEDClient):
             pixels: numpy array (N, 3) uint8 or list of (R, G, B) tuples
             brightness: Global brightness (0-255)
         """
-        if not self.use_ddp or not self._ddp_client:
-            raise RuntimeError("send_pixels_fast requires DDP; use send_pixels for HTTP")
+        if not (self.use_ddp and self._ddp_client) and not (
+            self.use_realtime and self._realtime_client
+        ):
+            raise RuntimeError("send_pixels_fast requires DDP or realtime UDP; use send_pixels")
 
         if isinstance(pixels, np.ndarray):
             pixel_array = pixels
@@ -494,6 +535,9 @@ class WLEDClient(LEDClient):
             pixel_array = np.array(pixels, dtype=np.uint8)
 
         # Note: brightness already applied by processor loop (_cached_brightness)
+        if self.use_realtime and self._realtime_client:
+            self._realtime_client.send_pixels_numpy(pixel_array)
+        else:
             self._ddp_client.send_pixels_numpy(pixel_array)
 
     # ===== LEDClient abstraction methods =====

server/src/ledgrab/core/devices/wled_provider.py

@@ -86,6 +86,8 @@ class WLEDDeviceProvider(LEDDeviceProvider):
         return WLEDClient(
             config.device_url,
             use_ddp=config.use_ddp,
+            use_realtime=config.use_realtime,
+            realtime_timeout=config.realtime_timeout,
         )
 
     async def check_health(self, url: str, http_client, prev_health=None) -> DeviceHealth:

server/src/ledgrab/core/devices/wled_realtime_client.py

@@ -0,0 +1,153 @@
+"""WLED native realtime UDP client (port 21324).
+
+WLED exposes a family of "realtime" UDP protocols separate from DDP. Compared to
+the DDP path this gives three user-visible wins for the device LedGrab drives
+most:
+
+* **Auto-revert** — every packet carries a *timeout* byte. If LedGrab stops
+  streaming (host hiccup, sleep, crash), WLED returns to its normal effect /
+  preset after that many seconds instead of freezing on the last frame.
+* **Correct RGBW whites** — the DRGBW variant carries an explicit white channel,
+  so RGBW strips are driven correctly instead of leaving W uncontrolled.
+* **Lighter on weak Wi-Fi** — raw RGB with a 2-byte header, no DDP framing.
+
+Unlike the DDP path, WLED applies the configured per-bus color order itself in
+realtime mode, so this sender transmits plain RGB (no manual reordering) — the
+user's WLED colour-order setting just works.
+
+Packet layout (first byte selects the protocol)::
+
+    DRGB  (2): [2][timeout]                 + R G B   per LED   (<= 490 LEDs)
+    DRGBW (3): [3][timeout]                 + R G B W per LED   (<= 367 LEDs)
+    DNRGB (4): [4][timeout][start_hi][start_lo] + R G B per LED (chunked, 489/pkt)
+
+The ``timeout`` byte is in **seconds** (1-255). DNRGB carries a 16-bit start
+index so strips larger than one packet are sent as several chunks.
+
+Ref: https://kno.wled.ge/interfaces/udp-realtime/
+"""
+
+from __future__ import annotations
+
+import asyncio
+
+import numpy as np
+
+from ledgrab.utils import get_logger
+
+logger = get_logger(__name__)
+
+REALTIME_PORT = 21324
+
+# Protocol selector (first byte).
+_DRGB = 2
+_DRGBW = 3
+_DNRGB = 4
+
+# Per-protocol LED capacity (bounded by the ~1500-byte UDP payload).
+_MAX_DRGB = 490  # 2 + 490*3 = 1472
+_MAX_DRGBW = 367  # 2 + 367*4 = 1470
+_MAX_DNRGB_CHUNK = 489  # 4 + 489*3 = 1471
+
+# Default seconds WLED stays in realtime after the last packet before reverting.
+DEFAULT_REALTIME_TIMEOUT = 2
+
+
+def _clamp_timeout(seconds: int) -> int:
+    """Clamp the realtime timeout to the on-wire 1-255 range."""
+    return max(1, min(255, int(seconds)))
+
+
+class WledRealtimeClient:
+    """Fire-and-forget UDP sender for WLED native realtime protocols."""
+
+    def __init__(
+        self,
+        host: str,
+        port: int = REALTIME_PORT,
+        rgbw: bool = False,
+        timeout_secs: int = DEFAULT_REALTIME_TIMEOUT,
+    ) -> None:
+        self.host = host
+        self.port = port
+        self.rgbw = rgbw
+        self.timeout_secs = _clamp_timeout(timeout_secs)
+        self._transport: asyncio.DatagramTransport | None = None
+        self._protocol: asyncio.DatagramProtocol | None = None
+        # Reusable RGBW scratch (resized on demand) so the hot path doesn't
+        # allocate a fresh (N, 4) array per frame.
+        self._rgbw_buf: np.ndarray | None = None
+        self._rgbw_buf_n: int = 0
+
+    async def connect(self) -> bool:
+        """Open the UDP datagram endpoint to the device."""
+        loop = asyncio.get_running_loop()
+        self._transport, self._protocol = await loop.create_datagram_endpoint(
+            asyncio.DatagramProtocol, remote_addr=(self.host, self.port)
+        )
+        logger.info(
+            "WLED realtime client connected to %s:%d (timeout %ds, %s)",
+            self.host,
+            self.port,
+            self.timeout_secs,
+            "RGBW" if self.rgbw else "RGB",
+        )
+        return True
+
+    async def close(self) -> None:
+        """Close the datagram endpoint."""
+        if self._transport is not None:
+            self._transport.close()
+            self._transport = None
+            self._protocol = None
+        logger.debug("Closed WLED realtime connection to %s:%d", self.host, self.port)
+
+    @property
+    def is_connected(self) -> bool:
+        return self._transport is not None
+
+    def _ensure_rgbw_buf(self, n: int) -> np.ndarray:
+        """Return an ``(n, 4)`` uint8 RGBW buffer with the white channel zeroed."""
+        if self._rgbw_buf is None or self._rgbw_buf_n != n:
+            self._rgbw_buf = np.zeros((n, 4), dtype=np.uint8)
+            self._rgbw_buf_n = n
+        return self._rgbw_buf
+
+    def build_packets(self, pixels: np.ndarray) -> list[bytes]:
+        """Build the realtime UDP packet(s) for one ``(N, 3)`` uint8 RGB frame.
+
+        Exposed (and pure) for unit testing the wire format. Picks DRGBW for
+        RGBW strips within range, DRGB for small RGB strips, otherwise DNRGB
+        chunks. The white channel is sent as 0 (colour comes from the RGB LEDs).
+        """
+        pixels = np.ascontiguousarray(pixels, dtype=np.uint8)
+        n = len(pixels)
+        t = self.timeout_secs
+        if n == 0:
+            return []
+
+        if self.rgbw and n <= _MAX_DRGBW:
+            buf = self._ensure_rgbw_buf(n)
+            buf[:, 0:3] = pixels
+            # white channel already zeroed and left at 0
+            return [bytes([_DRGBW, t]) + buf.tobytes()]
+
+        if n <= _MAX_DRGB and not self.rgbw:
+            return [bytes([_DRGB, t]) + pixels.tobytes()]
+
+        # DNRGB: 16-bit start index, chunked. Covers >490 RGB and >367 RGBW
+        # (the white channel is dropped for oversized RGBW strips).
+        packets: list[bytes] = []
+        for start in range(0, n, _MAX_DNRGB_CHUNK):
+            end = min(start + _MAX_DNRGB_CHUNK, n)
+            header = bytes([_DNRGB, t, (start >> 8) & 0xFF, start & 0xFF])
+            packets.append(header + pixels[start:end].tobytes())
+        return packets
+
+    def send_pixels_numpy(self, pixels: np.ndarray) -> bool:
+        """Send one frame of ``(N, 3)`` uint8 RGB pixels (fire-and-forget)."""
+        if self._transport is None:
+            return False
+        for packet in self.build_packets(pixels):
+            self._transport.sendto(packet)
+        return True

server/src/ledgrab/core/game_integration/adapters/cs2_adapter.py

@@ -260,7 +260,10 @@ class CS2Adapter(GameAdapter):
 
         auth_section = payload.get("auth", {})
         actual_token = auth_section.get("token", "")
-        return bool(actual_token and actual_token == expected_token)
+        if not actual_token:
+            return False
+        # Constant-time comparison to avoid a timing oracle.
+        return secrets.compare_digest(actual_token, expected_token)
 
     @classmethod
     def get_config_schema(cls) -> dict[str, Any]:

server/src/ledgrab/core/game_integration/adapters/dota2_adapter.py

@@ -177,7 +177,10 @@ class Dota2Adapter(GameAdapter):
 
         auth_section = payload.get("auth", {})
         actual_token = auth_section.get("token", "")
-        return bool(actual_token and actual_token == expected_token)
+        if not actual_token:
+            return False
+        # Constant-time comparison to avoid a timing oracle.
+        return secrets.compare_digest(actual_token, expected_token)
 
     @classmethod
     def get_config_schema(cls) -> dict[str, Any]:

server/src/ledgrab/core/game_integration/adapters/generic_webhook_adapter.py

@@ -4,6 +4,7 @@ Allows users to define custom JSON path mappings via the adapter_config
 rather than a YAML file. Delegates all parsing logic to MappingAdapter.
 """
 
+import secrets
 from typing import Any, ClassVar
 
 from ledgrab.core.game_integration.base_adapter import GameAdapter
@@ -54,11 +55,18 @@ class GenericWebhookAdapter(GameAdapter):
         payload: dict[str, Any],
         adapter_config: dict[str, Any],
     ) -> bool:
-        """Validate auth using a configurable header token."""
+        """Validate auth using a configurable header token.
+
+        Secure-by-default: this adapter is explicitly network-facing
+        (it accepts unauthenticated HTTP POSTs from anywhere on the LAN),
+        so a missing/empty ``auth_token`` REJECTS the request rather than
+        accepting it. A token must be configured for ingestion to work.
+        """
         expected_token = adapter_config.get("auth_token")
         if not expected_token:
-            # No auth configured
-            return True
+            # No token configured — reject (secure-by-default for a
+            # network-facing adapter; an open webhook is a LAN attack surface).
+            return False
 
         auth_header = adapter_config.get("auth_header", "Authorization")
         actual_value = headers.get(auth_header, "")
@@ -67,18 +75,27 @@ class GenericWebhookAdapter(GameAdapter):
         if actual_value.startswith("Bearer "):
             actual_value = actual_value[7:]
 
-        return bool(actual_value and actual_value == expected_token)
+        if not actual_value:
+            return False
+
+        # Constant-time comparison to avoid a token-length/timing oracle.
+        return secrets.compare_digest(actual_value, expected_token)
 
     @classmethod
     def get_config_schema(cls) -> dict[str, Any]:
         """Return generic webhook config schema."""
         return {
             "type": "object",
+            "required": ["auth_token"],
             "properties": {
                 "auth_token": {
                     "type": "string",
                     "title": "Auth Token",
-                    "description": "Optional token for authenticating incoming webhooks.",
+                    "description": (
+                        "Required token for authenticating incoming webhooks. "
+                        "Without it, ingestion is rejected (this adapter is "
+                        "network-facing and secure-by-default)."
+                    ),
                 },
                 "auth_header": {
                     "type": "string",
@@ -136,15 +153,17 @@ class GenericWebhookAdapter(GameAdapter):
             "HTTP POST requests with JSON payloads.\n\n"
             "**Steps:**\n"
             "1. Configure your event mappings above — map JSON paths to standard events\n"
-            "2. Set an auth token (optional but recommended)\n"
+            "2. Set an auth token (REQUIRED — without it incoming webhooks are rejected)\n"
             "3. Point your game/application to:\n"
             "   `POST http://<YOUR_IP>:8080/api/v1/game-integrations/<ID>/event`\n\n"
             "**Mapping example:**\n"
             "- Source path: `player.stats.health` → Event: `health` (min: 0, max: 100)\n"
             "- Source path: `events.kill_count` → Event: `kill` (trigger: on_increase)\n\n"
-            "**Auth:**\n"
+            "**Auth (required):**\n"
             "- Set `Authorization: Bearer <token>` header in your webhook sender\n"
             "- Or configure a custom auth header name in the adapter config\n"
+            "- A token is mandatory: this endpoint is reachable from the LAN, so\n"
+            "  an unconfigured token rejects all incoming events.\n"
         )
 
 

server/src/ledgrab/core/game_integration/mapping_adapter.py

@@ -10,6 +10,7 @@ The MappingAdapter class is a concrete GameAdapter whose behavior is
 entirely driven by the parsed YAML definition.
 """
 
+import secrets
 import time
 from pathlib import Path
 from typing import Any
@@ -241,7 +242,10 @@ class MappingAdapter(GameAdapter):
             expected_key = "auth_token"
             expected_value = adapter_config.get(expected_key, "")
             actual_value = headers.get(header_name, "")
-            return bool(expected_value and actual_value == expected_value)
+            if not (expected_value and actual_value):
+                return False
+            # Constant-time comparison to avoid a timing oracle.
+            return secrets.compare_digest(actual_value, expected_value)
 
         logger.warning(f"Unknown auth type '{auth_type}' in mapping adapter '{self._name}'")
         return False

server/src/ledgrab/core/processing/color_strip/picture.py

@@ -18,7 +18,7 @@ from ledgrab.core.capture.calibration import (
     CalibrationConfig,
     create_pixel_mapper,
 )
-from ledgrab.core.capture.screen_capture import extract_border_pixels
+from ledgrab.core.capture.screen_capture import crop_screen_capture, extract_border_pixels
 from ledgrab.storage.bindable import bfloat
 from ledgrab.utils import get_logger
 from ledgrab.utils.frame_limiter import FrameLimiter
@@ -296,7 +296,19 @@ class PictureColorStripStream(ColorStripStream):
                             t1 = time.perf_counter()
                             led_colors = mapper.map_lines_to_leds(frames_dict)
                         else:
-                            border_pixels = extract_border_pixels(frame, calibration.border_width)
+                            src = frame
+                            bw = calibration.border_width
+                            if calibration.has_roi:
+                                src = crop_screen_capture(
+                                    frame,
+                                    calibration.roi_x,
+                                    calibration.roi_y,
+                                    calibration.roi_width,
+                                    calibration.roi_height,
+                                )
+                                # Border width must stay within the cropped size.
+                                bw = max(1, min(bw, min(src.width, src.height) // 4))
+                            border_pixels = extract_border_pixels(src, bw)
                             t1 = time.perf_counter()
                             led_colors = mapper.map_border_to_leds(border_pixels)
                         t2 = time.perf_counter()

server/src/ledgrab/core/processing/composite_stream.py

@@ -8,7 +8,7 @@ import numpy as np
 
 from ledgrab.core.processing.color_strip_stream import ColorStripStream
 from ledgrab.storage.bindable import bfloat
-from ledgrab.utils import get_logger
+from ledgrab.utils import clamp01, get_logger
 from ledgrab.utils.frame_limiter import FrameLimiter
 
 logger = get_logger(__name__)
@@ -69,6 +69,9 @@ class CompositeColorStripStream(ColorStripStream):
 
         # (src_len, dst_len) -> (src_x, dst_x, buffer) cache for zone resizing
         self._resize_cache: Dict[tuple, tuple] = {}
+        # (src_len, target_n) -> (src_x, dst_x) cache for full-strip resizing
+        # (output reuses the preallocated self._resize_buf from _ensure_pool)
+        self._resize_linspace_cache: Dict[tuple, tuple] = {}
         # layer_index -> (source_id, consumer_id, stream)
         self._sub_streams: Dict[int, tuple] = {}
         # layer_index -> (vs_id, value_stream)
@@ -176,7 +179,7 @@ class CompositeColorStripStream(ColorStripStream):
                 if i in self._brightness_streams:
                     _vs_id, vs = self._brightness_streams[i]
                     try:
-                        result.append(vs.get_value())
+                        result.append(clamp01(vs.get_value()))
                     except Exception:
                         result.append(None)
                 else:
@@ -314,8 +317,14 @@ class CompositeColorStripStream(ColorStripStream):
         n_src = len(colors)
         if n_src == target_n:
             return colors
-        src_x = np.linspace(0, 1, n_src)
-        dst_x = np.linspace(0, 1, target_n)
+        # Cache the (src_x, dst_x) linspace arrays keyed by (n_src, target_n)
+        # exactly like the zone path, so they are not reallocated every frame.
+        lkey = (n_src, target_n)
+        linspaces = self._resize_linspace_cache.get(lkey)
+        if linspaces is None:
+            linspaces = (np.linspace(0, 1, n_src), np.linspace(0, 1, target_n))
+            self._resize_linspace_cache[lkey] = linspaces
+        src_x, dst_x = linspaces
         buf = self._resize_buf
         for ch in range(3):
             np.copyto(
@@ -660,10 +669,14 @@ class CompositeColorStripStream(ColorStripStream):
                         if layer.get("reverse", False):
                             colors = colors[::-1].copy()
 
-                        # Apply per-layer brightness from value source
+                        # Apply per-layer brightness from value source.
+                        # clamp01 is finite-safe: it rejects nan/inf (which would
+                        # crash the int() cast) and pins out-of-range values into
+                        # [0,1] so the uint16 fixed-point multiply can't wrap on a
+                        # negative. bri == 1.0 correctly skips the scale (no-op).
                         if i in self._brightness_streams:
                             _vs_id, vs = self._brightness_streams[i]
-                            bri = vs.get_value()
+                            bri = clamp01(vs.get_value())
                             if bri < 1.0:
                                 colors = (colors.astype(np.uint16) * int(bri * 256) >> 8).astype(
                                     np.uint8

server/src/ledgrab/core/processing/device_test_mode.py

@@ -137,16 +137,34 @@ class DeviceTestModeMixin:
         await self._send_pixels_to_device(device_id, pixels)
 
     async def _send_clear_pixels(self, device_id: str) -> None:
-        """Send all-black pixels to clear LED output."""
+        """Send all-black pixels to clear LED output.
+
+        This is the explicit teardown path — unlike the per-frame
+        ``_send_pixels_to_device`` swallow, a clear that must actually take
+        effect retries once before giving up, so a single transient send
+        error doesn't leave the device lit after a session ends.
+        """
         ds = self._devices[device_id]
         pixels = [(0, 0, 0)] * ds.led_count
-        await self._send_pixels_to_device(device_id, pixels)
+        try:
+            client = await self._get_idle_client(device_id)
+            await client.send_pixels(pixels)
+        except Exception as e:
+            logger.warning(f"Clear send to {device_id} failed, retrying once: {e}")
+            client = await self._get_idle_client(device_id)
+            await client.send_pixels(pixels)
 
     async def _send_pixels_to_device(self, device_id: str, pixels) -> None:
         """Send pixels to a device via cached idle client.
 
         Reuses a cached connection to avoid repeated serial reconnections
         (which trigger Arduino bootloader reset on Adalight devices).
+
+        Send failures are logged and swallowed (best-effort per-frame send).
+        Callers that need a *guaranteed* clear — e.g. session teardown that
+        must "never leave the device dark" — must NOT rely on this returning
+        cleanly; use ``_send_clear_pixels`` (which retries once) and treat a
+        propagated exception as a failed clear.
         """
         try:
             client = await self._get_idle_client(device_id)

server/src/ledgrab/core/processing/effect_stream.py

@@ -973,13 +973,18 @@ class EffectColorStripStream(ColorStripStream):
         # Use noise at very low frequency for blob movement
         np.multiply(self._s_arange, scale * 0.03, out=self._s_f32_a)
 
-        # Two blob layers at different speeds for organic movement
+        # Two blob layers at different speeds for organic movement.
+        # fbm() returns a shared internal buffer that the next fbm() call
+        # overwrites, so each layer must be copied out — write into the
+        # preallocated scratch buffers instead of allocating per frame.
         self._s_f32_a += t * speed * 0.1
-        layer1 = self._noise.fbm(self._s_f32_a, octaves=3).copy()
+        layer1 = self._s_layer1
+        np.copyto(layer1, self._noise.fbm(self._s_f32_a, octaves=3))
 
         np.multiply(self._s_arange, scale * 0.05, out=self._s_f32_a)
         self._s_f32_a += t * speed * 0.07 + 100.0
-        layer2 = self._noise.fbm(self._s_f32_a, octaves=2).copy()
+        layer2 = self._s_layer2
+        np.copyto(layer2, self._noise.fbm(self._s_f32_a, octaves=2))
 
         # Combine: create blob-like shapes with soft edges
         combined = self._s_f32_a

server/src/ledgrab/core/processing/os_notification_listener.py

@@ -8,6 +8,8 @@ Supported platforms:
 - **Windows**: polls toast notifications via winrt UserNotificationListener
   (falls back to winsdk if winrt packages are not installed)
 - **Linux**: monitors org.freedesktop.Notifications via D-Bus (dbus-next)
+- **Android**: receives notifications pushed from a Kotlin NotificationListenerService
+  via Chaquopy (push-based; see push_notification() and _AndroidBackend)
 """
 
 import asyncio
@@ -17,9 +19,10 @@ import platform
 import threading
 import time
 from pathlib import Path
-from typing import Dict, List, Optional, Set
+from typing import Callable, Dict, List, Optional, Set
 
 from ledgrab.utils import get_logger
+from ledgrab.utils.platform import is_linux
 
 logger = get_logger(__name__)
 
@@ -30,15 +33,71 @@ _HISTORY_MAX = 50
 # Module-level singleton for dependency access
 _instance: Optional["OsNotificationListener"] = None
 
+# Push target for the Android backend — set by _AndroidBackend.start(), read by
+# push_notification(). None when the Android backend isn't running (desktop / server down).
+_android_target: Callable[[str | None], None] | None = None
+
 
 def get_os_notification_listener() -> Optional["OsNotificationListener"]:
     """Return the global OsNotificationListener instance (or None)."""
     return _instance
 
 
+def push_notification(app_name: str | None) -> None:
+    """Receive an Android notification pushed from Kotlin via Chaquopy.
+
+    Called by the LedGrabNotificationListener service through
+    ``Python.getInstance().getModule(...).callAttr("push_notification", label)``.
+    Routes the posting app's display label into the active listener's
+    ``_on_new_notification`` handler. No-op when the Android backend isn't running,
+    so a notification arriving before the server is ready (or on desktop) is safely
+    ignored.
+    """
+    # Snapshot into a local first: stop() may null _android_target concurrently, but an
+    # in-flight push then still completes against the prior callback. Do NOT collapse this
+    # into `if _android_target is not None: _android_target(...)` — that reintroduces a
+    # TOCTOU None-deref race.
+    cb = _android_target
+    if cb is None:
+        return
+    try:
+        cb(app_name)
+    except Exception as exc:  # never let a JNI-side call crash the bound service
+        logger.warning("push_notification callback error: %s", exc)
+
+
 # ── Platform backends ──────────────────────────────────────────────────
 
 
+class _AndroidBackend:
+    """Push-based backend — notifications arrive from Kotlin via push_notification().
+
+    Unlike the Windows/Linux backends (which poll or eavesdrop on a thread), Android
+    notifications are delivered by a Kotlin NotificationListenerService across the
+    Chaquopy JNI boundary into the module-level push_notification() receiver, so
+    start()/stop() simply register/clear the receiver target.
+    """
+
+    def __init__(self, on_notification):
+        self._on_notification = on_notification
+
+    @staticmethod
+    def probe() -> bool:
+        """Return True when running on Android (Chaquopy)."""
+        from ledgrab.utils.platform import is_android
+
+        return is_android()
+
+    def start(self) -> None:
+        global _android_target
+        _android_target = self._on_notification
+        logger.info("OS notification listener: Android backend active")
+
+    def stop(self) -> None:
+        global _android_target
+        _android_target = None
+
+
 def _import_winrt_notifications():
     """Try to import WinRT notification APIs: winrt first, then winsdk fallback.
 
@@ -193,7 +252,9 @@ class _LinuxBackend:
     @staticmethod
     def probe() -> bool:
         """Return True if this backend can run on the current system."""
-        if platform.system() != "Linux":
+        # is_linux() excludes Android, which also reports platform.system() == "Linux"
+        # but has no D-Bus session — defense-in-depth beyond probe ordering.
+        if not is_linux():
             return False
         try:
             import dbus_next  # noqa: F401
@@ -312,8 +373,9 @@ class OsNotificationListener:
         global _instance
         _instance = self
 
-        # Try platform backends in order
-        for backend_cls in (_WindowsBackend, _LinuxBackend):
+        # Try platform backends in order (Android first — it reports platform.system()
+        # == "Linux", so probing it ahead of _LinuxBackend is the robust ordering).
+        for backend_cls in (_AndroidBackend, _WindowsBackend, _LinuxBackend):
             if backend_cls.probe():
                 self._backend = backend_cls(on_notification=self._on_new_notification)
                 self._backend.start()

server/src/ledgrab/core/processing/power_limit.py

@@ -0,0 +1,58 @@
+"""Automatic brightness limiting (ABL) — keep a strip within a PSU current budget.
+
+Estimates the current an addressable LED strip would draw for a frame of
+already-brightness-scaled RGB bytes and, if it exceeds the configured budget,
+returns a uniform scale factor to bring it back under budget. This prevents the
+classic under-spec'd-PSU failure mode: a full-white scene browning out the rail
+(voltage sag -> red/orange shift, flicker, controller resets) — which reads to a
+new user as "this software is broken".
+
+Model: one addressable LED at full white ``(255, 255, 255)`` draws
+``milliamps_per_led`` mA, and current scales linearly with the sum of channel
+values, so a frame's draw is::
+
+    estimated_ma = sum(channel_bytes) * milliamps_per_led / (255 * 3)
+
+(``255 * 3 = 765`` channel-units == one LED at full white.) Standby/idle current
+is intentionally ignored: the limiter only needs to catch the high-draw frames
+that cause brownouts, and the default 55 mA/LED already carries real-world
+headroom. The same convention as WLED's "maximum current" setting.
+"""
+
+from __future__ import annotations
+
+import numpy as np
+
+# Channel units in one LED at full white (R + G + B = 255 * 3).
+_FULL_WHITE_UNITS = 765.0
+
+# Typical full-white draw of a single WS2812/SK6812-class LED, in mA.
+DEFAULT_MILLIAMPS_PER_LED = 55
+
+
+def estimate_current_ma(colors: np.ndarray, milliamps_per_led: int) -> float:
+    """Estimate strip draw (mA) for already-brightness-scaled RGB bytes.
+
+    ``colors`` is an ``(N, 3)`` uint8 array of the values actually sent to the
+    strip. Full white over ``N`` LEDs returns ``N * milliamps_per_led``.
+    """
+    if milliamps_per_led <= 0 or colors.size == 0:
+        return 0.0
+    channel_sum = float(int(colors.sum()))
+    return channel_sum * milliamps_per_led / _FULL_WHITE_UNITS
+
+
+def power_limit_scale(colors: np.ndarray, max_milliamps: int, milliamps_per_led: int) -> float:
+    """Return a scale in ``(0, 1]`` that keeps estimated draw within budget.
+
+    Returns ``1.0`` when limiting is disabled (``max_milliamps <= 0``) or the
+    frame is already within budget. Because current is linear in the channel
+    values, scaling every pixel by ``max_milliamps / estimated`` lands the frame
+    exactly on the budget.
+    """
+    if max_milliamps <= 0 or milliamps_per_led <= 0:
+        return 1.0
+    estimated = estimate_current_ma(colors, milliamps_per_led)
+    if estimated <= max_milliamps:
+        return 1.0
+    return max_milliamps / estimated

server/src/ledgrab/core/processing/processor_manager.py

@@ -44,6 +44,7 @@ from ledgrab.core.processing.sync_clock_manager import SyncClockManager
 from ledgrab.core.weather.weather_manager import WeatherManager
 from ledgrab.core.processing.device_health import DeviceHealthMixin
 from ledgrab.core.processing.device_test_mode import DeviceTestModeMixin
+from ledgrab.core.capture.calibration_session import CalibrationChaseMixin
 from ledgrab.utils import get_logger
 
 logger = get_logger(__name__)
@@ -106,7 +107,9 @@ class DeviceState:
     zone_mode: str = "combined"
 
 
-class ProcessorManager(AutoRestartMixin, DeviceHealthMixin, DeviceTestModeMixin):
+class ProcessorManager(
+    AutoRestartMixin, DeviceHealthMixin, DeviceTestModeMixin, CalibrationChaseMixin
+):
     """Manages devices and delegates target processing to TargetProcessor instances.
 
     Devices are registered for health monitoring.
@@ -407,6 +410,8 @@ class ProcessorManager(AutoRestartMixin, DeviceHealthMixin, DeviceTestModeMixin)
         min_brightness_threshold: int = 0,
         adaptive_fps: bool = False,
         protocol: str = "ddp",
+        max_milliamps: int = 0,
+        milliamps_per_led: int = 55,
     ):
         """Register a WLED target processor."""
         if target_id in self._processors:
@@ -425,6 +430,8 @@ class ProcessorManager(AutoRestartMixin, DeviceHealthMixin, DeviceTestModeMixin)
             min_brightness_threshold=min_brightness_threshold,
             adaptive_fps=adaptive_fps,
             protocol=protocol,
+            max_milliamps=max_milliamps,
+            milliamps_per_led=milliamps_per_led,
             ctx=self._build_context(),
         )
         self._processors[target_id] = proc

server/src/ledgrab/core/processing/value_kinds.py

@@ -193,6 +193,7 @@ def _build_ha_entity(source, d: ValueStreamDeps):
         min_ha_value=source.min_ha_value,
         max_ha_value=source.max_ha_value,
         smoothing=source.smoothing,
+        normalize=source.normalize,
         ha_manager=d.ha_manager,
     )
 
@@ -232,6 +233,7 @@ def _build_system_metrics(source, _d: ValueStreamDeps):
         sensor_label=source.sensor_label,
         poll_interval=source.poll_interval,
         smoothing=source.smoothing,
+        normalize=source.normalize,
     )
 
 
@@ -249,6 +251,7 @@ def _build_game_event(source, d: ValueStreamDeps):
         smoothing=source.smoothing,
         default_value=source.default_value,
         timeout=source.timeout,
+        normalize=source.normalize,
         event_bus=d.event_bus,
     )
 
@@ -263,10 +266,25 @@ def _build_http(source, d: ValueStreamDeps):
         min_value=source.min_value,
         max_value=source.max_value,
         smoothing=source.smoothing,
+        normalize=source.normalize,
         http_endpoint_store=d.http_endpoint_store,
     )
 
 
+def _build_template(source, d: ValueStreamDeps):
+    # References other value sources via d.value_stream_manager (recursively
+    # acquired in start()), exactly like _build_gradient_map.
+    from ledgrab.core.processing.value_stream import TemplateValueStream
+
+    return TemplateValueStream(
+        template=source.template,
+        inputs=source.inputs,
+        default_value=source.default_value,
+        eval_interval=source.eval_interval,
+        value_stream_manager=d.value_stream_manager,
+    )
+
+
 # ---------------------------------------------------------------------------
 # Registry
 # ---------------------------------------------------------------------------
@@ -290,6 +308,7 @@ STREAM_BUILDERS: dict[str, StreamBuilder] = {
     "system_metrics": _build_system_metrics,
     "game_event": _build_game_event,
     "http": _build_http,
+    "template": _build_template,
 }
 
 

server/src/ledgrab/core/processing/value_stream.py

@@ -33,7 +33,12 @@ import numpy as np
 
 from ledgrab.core.processing import metric_readers as _metric_readers
 from ledgrab.storage.base_store import EntityNotFoundError
-from ledgrab.utils import get_logger
+from ledgrab.utils import clamp01, get_logger
+from ledgrab.utils.template_expr import (
+    TemplateValidationError,
+    compile_template,
+    finalize_result,
+)
 
 # Compiled once — used by ``_extract_simple_path`` on every poll.
 _NAME_HEAD_RE = re.compile(r"^([^\[]*)")
@@ -53,6 +58,12 @@ if TYPE_CHECKING:
 
 logger = get_logger(__name__)
 
+# Runtime cap on recursive value-stream acquisition (referencing sources like
+# template / gradient_map re-enter acquire() from start()). Higher than the
+# storage-level MAX_VALUE_SOURCE_DEPTH (8) so legitimate chains never trip it;
+# it only fires on a cycle that bypassed storage validation.
+_MAX_ACQUIRE_DEPTH = 12
+
 
 # ---------------------------------------------------------------------------
 # Base class
@@ -904,6 +915,7 @@ class HAEntityValueStream(ValueStream):
         min_ha_value: float = 0.0,
         max_ha_value: float = 100.0,
         smoothing: float = 0.0,
+        normalize: bool = True,
         ha_manager: Any | None = None,
     ):
         self._ha_source_id = ha_source_id
@@ -912,6 +924,7 @@ class HAEntityValueStream(ValueStream):
         self._min_ha = min_ha_value
         self._max_ha = max_ha_value
         self._smoothing = smoothing
+        self._normalize_enabled = normalize
         self._ha_manager = ha_manager
         self._prev_value: float | None = None
         self._raw_value: float | None = None
@@ -976,16 +989,23 @@ class HAEntityValueStream(ValueStream):
 
         self._raw_value = raw
 
-        # Normalize to [0, 1]
+        if self._normalize_enabled:
+            # Normalize to [0, 1] via the configured min/max range.
             ha_range = self._max_ha - self._min_ha
             if abs(ha_range) < 1e-9:
                 normalized = 0.5
             else:
                 normalized = (raw - self._min_ha) / ha_range
-
             normalized = max(0.0, min(1.0, normalized))
+        else:
+            # Skip the rescale: treat the raw reading as already a 0–1 fraction
+            # (finite-safe clamp). The un-clamped magnitude stays on
+            # get_raw_value(); get_value() never leaves [0, 1] either way.
+            normalized = clamp01(raw)
 
-        # EMA smoothing
+        # EMA smoothing — both branches produce a [0, 1] value, so _prev_value
+        # is always normalized and flipping ``normalize`` live never blends a
+        # raw magnitude against a fraction.
         if self._smoothing > 0.0 and self._prev_value is not None:
             normalized = self._smoothing * self._prev_value + (1.0 - self._smoothing) * normalized
 
@@ -1009,6 +1029,7 @@ class HAEntityValueStream(ValueStream):
         self._min_ha = source.min_ha_value
         self._max_ha = source.max_ha_value
         self._smoothing = source.smoothing
+        self._normalize_enabled = source.normalize
 
         # If HA source changed, swap runtime
         if source.ha_source_id != old_ha_source and self._ha_manager:
@@ -1052,6 +1073,7 @@ class HTTPValueStream(ValueStream):
         min_value: float,
         max_value: float,
         smoothing: float,
+        normalize: bool = True,
         http_endpoint_store: "HTTPEndpointStore" | None = None,
     ) -> None:
         self._endpoint_id = endpoint_id
@@ -1060,6 +1082,7 @@ class HTTPValueStream(ValueStream):
         self._min_value = min_value
         self._max_value = max_value
         self._smoothing = smoothing
+        self._normalize_enabled = normalize
         self._http_endpoint_store = http_endpoint_store
         self._task: asyncio.Task | None = None
         self._raw_value: Any = None
@@ -1099,12 +1122,19 @@ class HTTPValueStream(ValueStream):
         except (TypeError, ValueError):
             return self._prev_normalized if self._prev_normalized is not None else 0.0
 
+        if self._normalize_enabled:
             rng = self._max_value - self._min_value
             if abs(rng) < 1e-9:
                 normalized = 0.5
             else:
                 normalized = (numeric - self._min_value) / rng
             normalized = max(0.0, min(1.0, normalized))
+        else:
+            # Skip the rescale: treat the extracted number as already a 0–1
+            # fraction (finite-safe clamp). The verbatim extracted value (which
+            # may be non-numeric) stays on get_raw_value(); get_value() is always
+            # a float in [0, 1].
+            normalized = clamp01(numeric)
 
         if self._smoothing > 0.0 and self._prev_normalized is not None:
             normalized = (
@@ -1128,6 +1158,7 @@ class HTTPValueStream(ValueStream):
         self._min_value = source.min_value
         self._max_value = source.max_value
         self._smoothing = source.smoothing
+        self._normalize_enabled = source.normalize
 
     async def _poll_loop(self) -> None:
         from ledgrab.utils.safe_source import safe_request_bounded
@@ -1365,6 +1396,168 @@ class GradientMapValueStream(ValueStream):
                     self._inner_stream = None
 
 
+# ---------------------------------------------------------------------------
+# Template (Jinja expression combinator)
+# ---------------------------------------------------------------------------
+
+
+class TemplateValueStream(ValueStream):
+    """Evaluates a hardened sandboxed-Jinja expression over the live values of
+    other value sources (the system's float combinator).
+
+    Acquires each referenced input stream from the manager on ``start()`` and
+    releases it on ``stop()`` — the same ref-counted protocol as
+    :class:`GradientMapValueStream`, but over a *set* of inputs. Acquisition is
+    tracked per unique ``value_source_id`` so two variables bound to the same
+    source share one ref. ``get_value()`` builds a primitives-only context
+    (each input's normalized ``get_value()`` plus a float-only ``raw`` dict),
+    evaluates the compiled expression, then coerces / NaN-guards / clamps the
+    result. Any error — or an uncompilable template — falls back to
+    ``default_value``. An optional ``eval_interval`` caches the last result to
+    bound steady-state evaluation cost.
+    """
+
+    def __init__(
+        self,
+        template: str,
+        inputs: List[dict],
+        default_value: float = 0.0,
+        eval_interval: float | None = None,
+        value_stream_manager: "ValueStreamManager" | None = None,
+    ):
+        self._template = template
+        self._inputs = [dict(i) for i in (inputs or [])]
+        self._default = max(0.0, min(1.0, float(default_value)))
+        self._eval_interval = float(eval_interval) if eval_interval else 0.0
+        self._vsm = value_stream_manager
+        self._streams_by_id: Dict[str, ValueStream] = {}  # value_source_id -> stream
+        self._expr = self._compile(template)
+        self._last_value: float = self._default
+        self._last_eval: float = 0.0
+        self._has_value = False
+        self._error_logged = False
+
+    @staticmethod
+    def _compile(template: str):
+        """Compile once; return ``None`` (→ always default) on invalid template.
+
+        Creation should already have rejected invalid templates via the factory;
+        this is defense in depth so a bad row never crashes the engine.
+        """
+        try:
+            return compile_template(template)
+        except TemplateValidationError as e:
+            logger.warning("TemplateValueStream: invalid template, using default (%s)", e)
+            return None
+
+    @staticmethod
+    def _unique_ids(inputs: List[dict]) -> set:
+        return {i["value_source_id"] for i in inputs if i.get("value_source_id")}
+
+    def start(self) -> None:
+        if not self._vsm:
+            return
+        for vs_id in self._unique_ids(self._inputs):
+            try:
+                self._streams_by_id[vs_id] = self._vsm.acquire(vs_id)
+            except Exception as e:
+                logger.warning("TemplateValueStream: failed to acquire input %s: %s", vs_id, e)
+
+    def stop(self) -> None:
+        if self._vsm:
+            for vs_id in list(self._streams_by_id):
+                try:
+                    self._vsm.release(vs_id)
+                except Exception as e:
+                    logger.debug("TemplateValueStream: release %s failed: %s", vs_id, e)
+        self._streams_by_id.clear()
+        self._has_value = False
+
+    def get_value(self) -> float:
+        if self._expr is None:
+            return self._default
+
+        if (
+            self._eval_interval > 0.0
+            and self._has_value
+            and (time.monotonic() - self._last_eval) < self._eval_interval
+        ):
+            return self._last_value
+
+        try:
+            ctx: Dict[str, Any] = {}
+            raw: Dict[str, float] = {}
+            for inp in self._inputs:
+                name = inp.get("name")
+                vs_id = inp.get("value_source_id")
+                if not name or not vs_id:
+                    continue
+                stream = self._streams_by_id.get(vs_id)
+                if stream is None:
+                    continue
+                ctx[name] = float(stream.get_value())
+                getter = getattr(stream, "get_raw_value", None)
+                if getter is not None:
+                    rv = getter()
+                    if rv is not None:
+                        try:
+                            raw[name] = float(rv)
+                        except (TypeError, ValueError):
+                            # Non-numeric raw values never cross into the sandbox.
+                            pass
+            ctx["raw"] = raw
+            # Globals (min/max/abs/round/clamp) resolve from SANDBOX_ENV.globals.
+            value = finalize_result(self._expr(**ctx), self._default)
+        except Exception as e:
+            if not self._error_logged:
+                logger.warning("TemplateValueStream eval error (using default): %s", e)
+                self._error_logged = True
+            value = self._default
+
+        self._last_value = value
+        self._last_eval = time.monotonic()
+        self._has_value = True
+        return value
+
+    def update_source(self, source: "ValueSource") -> None:
+        from ledgrab.storage.value_source import TemplateValueSource
+
+        if not isinstance(source, TemplateValueSource):
+            return
+
+        if source.template != self._template:
+            self._template = source.template
+            self._expr = self._compile(source.template)
+            self._error_logged = False
+
+        self._default = max(0.0, min(1.0, float(source.default_value)))
+        self._eval_interval = float(source.eval_interval) if source.eval_interval else 0.0
+
+        new_inputs = [dict(i) for i in (source.inputs or [])]
+        old_ids = set(self._streams_by_id)
+        new_ids = self._unique_ids(new_inputs)
+
+        if self._vsm:
+            # Release-before-acquire (mirrors GradientMapValueStream); safe under
+            # ref-counting. Unchanged ids keep their existing stream untouched.
+            for vs_id in old_ids - new_ids:
+                try:
+                    self._vsm.release(vs_id)
+                except Exception as e:
+                    logger.debug("TemplateValueStream: release %s failed: %s", vs_id, e)
+                self._streams_by_id.pop(vs_id, None)
+            for vs_id in new_ids - old_ids:
+                try:
+                    self._streams_by_id[vs_id] = self._vsm.acquire(vs_id)
+                except Exception as e:
+                    logger.warning("TemplateValueStream: acquire %s failed: %s", vs_id, e)
+
+        # Rebuild inputs (re-keys variable names on rename even when id unchanged,
+        # since get_value() maps name -> stream via value_source_id each tick).
+        self._inputs = new_inputs
+        self._has_value = False
+
+
 # ---------------------------------------------------------------------------
 # CSS Extract
 # ---------------------------------------------------------------------------
@@ -1501,6 +1694,7 @@ class SystemMetricsValueStream(ValueStream):
         sensor_label: str = "",
         poll_interval: float = 1.0,
         smoothing: float = 0.0,
+        normalize: bool = True,
     ):
         self._metric = metric
         self._min_val = min_value
@@ -1510,6 +1704,7 @@ class SystemMetricsValueStream(ValueStream):
         self._sensor_label = sensor_label
         self._poll_interval = max(0.1, poll_interval)
         self._smoothing = smoothing
+        self._normalize_enabled = normalize
         self._prev_value: float | None = None
         self._raw_value: float | None = None
         self._last_poll: float = 0.0
@@ -1548,10 +1743,16 @@ class SystemMetricsValueStream(ValueStream):
         raw = self._read_metric()
         self._raw_value = raw
 
-        # Normalize
+        if self._normalize_enabled:
             normalized = self._normalize(raw)
+        else:
+            # Skip the rescale: treat the raw reading as already a 0–1 fraction
+            # (finite-safe clamp). The un-clamped reading stays on
+            # get_raw_value(); get_value() never leaves [0, 1].
+            normalized = clamp01(raw)
 
-        # EMA smoothing
+        # EMA smoothing — both branches output [0, 1], so _prev_value is always
+        # normalized and a live ``normalize`` flip never blends raw vs fraction.
         if self._smoothing > 0.0 and self._prev_value is not None:
             normalized = self._smoothing * self._prev_value + (1.0 - self._smoothing) * normalized
 
@@ -1599,6 +1800,7 @@ class SystemMetricsValueStream(ValueStream):
         self._sensor_label = source.sensor_label
         self._poll_interval = max(0.1, source.poll_interval)
         self._smoothing = source.smoothing
+        self._normalize_enabled = source.normalize
 
 
 # ---------------------------------------------------------------------------
@@ -1644,6 +1846,10 @@ class ValueStreamManager:
         self._http_endpoint_store = http_endpoint_store
         self._streams: Dict[str, ValueStream] = {}  # vs_id → stream
         self._ref_counts: Dict[str, int] = {}  # vs_id → ref count
+        # Recursion-depth backstop for referencing sources (template / gradient
+        # map). A cycle that slipped past storage validation (e.g. a hand-edited
+        # DB or restored backup) would otherwise overflow the stack at acquire().
+        self._acquire_depth = 0
         # Tracks which clock_id (if any) was acquired for each stream so we
         # can release/swap it without re-querying the store at teardown time.
         self._stream_clock_ids: Dict[str, str] = {}  # vs_id → clock_id
@@ -1659,9 +1865,29 @@ class ValueStreamManager:
             logger.info(f"Shared value stream {vs_id} (refs={self._ref_counts[vs_id]})")
             return self._streams[vs_id]
 
+        if self._acquire_depth >= _MAX_ACQUIRE_DEPTH:
+            logger.warning(
+                "Value source acquire depth limit (%d) reached at %s; returning "
+                "static fallback (possible reference cycle)",
+                _MAX_ACQUIRE_DEPTH,
+                vs_id,
+            )
+            # The intermediate referencing streams built while descending a
+            # cyclic chain are not stop()'d here — but this only triggers on a
+            # stored cycle that storage validation already rejects (e.g. a
+            # hand-edited DB / corrupt restore), so those transient objects are
+            # simply garbage-collected. Normal graphs never reach this depth.
+            return StaticValueStream(0.5)
+
         source = self._value_source_store.get_source(vs_id)
+        # Increment around create+start: a referencing stream (template /
+        # gradient_map) re-enters acquire() from its own start().
+        self._acquire_depth += 1
+        try:
             stream = self._create_stream(source, vs_id)
             stream.start()
+        finally:
+            self._acquire_depth -= 1
         self._streams[vs_id] = stream
         self._ref_counts[vs_id] = 1
         logger.info(f"Acquired value stream {vs_id} (type={source.source_type})")

server/src/ledgrab/core/processing/wled_target_processor.py

@@ -17,6 +17,7 @@ from ledgrab.core.devices.led_client import (
     get_device_capabilities,
 )
 from ledgrab.core.capture.screen_capture import get_available_displays
+from ledgrab.core.processing.power_limit import DEFAULT_MILLIAMPS_PER_LED, power_limit_scale
 from ledgrab.core.processing.target_processor import (
     ProcessingMetrics,
     TargetContext,
@@ -62,6 +63,8 @@ class WledTargetProcessor(TargetProcessor):
         min_brightness_threshold: int = 0,
         adaptive_fps: bool = False,
         protocol: str = "ddp",
+        max_milliamps: int = 0,
+        milliamps_per_led: int = 55,
         ctx: TargetContext = None,
     ):
         from ledgrab.storage.bindable import BindableFloat, bfloat
@@ -81,6 +84,13 @@ class WledTargetProcessor(TargetProcessor):
         self._min_brightness_threshold = int(bfloat(min_brightness_threshold, 0.0))
         self._adaptive_fps = adaptive_fps
         self._protocol = protocol
+        # Automatic brightness limiting (ABL). 0 mA budget = disabled.
+        self._max_milliamps = max(0, int(max_milliamps or 0))
+        self._milliamps_per_led = max(1, int(milliamps_per_led or DEFAULT_MILLIAMPS_PER_LED))
+        # Reusable scratch for in-place power scaling (allocated on first use).
+        self._power_u16: np.ndarray | None = None
+        self._power_out: np.ndarray | None = None
+        self._power_n = 0
 
         # Adaptive FPS / liveness probe runtime state
         self._effective_fps: int = self._target_fps
@@ -146,9 +156,15 @@ class WledTargetProcessor(TargetProcessor):
         from ledgrab.core.devices.device_config import WLEDConfig as _WLEDConfig
 
         config = _dev.to_config()
-        # use_ddp is a target-derived protocol setting — override on WLEDConfig
+        # The target's protocol selects how we drive a WLED device:
+        #   "ddp"  -> DDP UDP (4048)   "udp" -> WLED native realtime UDP (21324)
+        #   "http" -> JSON API         (use_ddp and use_realtime are exclusive)
         if isinstance(config, _WLEDConfig):
-            config = _replace(config, use_ddp=(self._protocol == "ddp"))
+            config = _replace(
+                config,
+                use_ddp=(self._protocol == "ddp"),
+                use_realtime=(self._protocol == "udp"),
+            )
         self._device_config = config
 
         # Connect to LED device
@@ -313,6 +329,12 @@ class WledTargetProcessor(TargetProcessor):
                 self._adaptive_fps = settings["adaptive_fps"]
                 if not self._adaptive_fps:
                     self._effective_fps = self._target_fps
+            if "max_milliamps" in settings:
+                self._max_milliamps = max(0, int(settings["max_milliamps"] or 0))
+            if "milliamps_per_led" in settings:
+                self._milliamps_per_led = max(
+                    1, int(settings["milliamps_per_led"] or DEFAULT_MILLIAMPS_PER_LED)
+                )
         logger.info(f"Updated settings for target {self._target_id}")
 
     def update_device(self, device_id: str) -> None:
@@ -717,10 +739,19 @@ class WledTargetProcessor(TargetProcessor):
 
         self._last_preview_data = data
 
-        async def _send_safe(ws):
+        # Bound each per-client send to roughly one frame interval so a slow or
+        # backpressured preview WebSocket can never throttle the device send
+        # cadence. Clients that time out or error are dropped from the set.
+        eff_fps = self._effective_fps if self._effective_fps > 0 else 30
+        send_timeout = 1.0 / eff_fps
+
+        async def _send_safe(ws) -> bool:
             try:
-                await ws.send_bytes(data)
+                await asyncio.wait_for(ws.send_bytes(data), timeout=send_timeout)
                 return True
+            except asyncio.TimeoutError:
+                logger.debug("LED preview broadcast WS send timed out (slow client dropped)")
+                return False
             except Exception as e:
                 logger.debug("LED preview broadcast WS send failed: %s", e)
                 return False
@@ -787,8 +818,33 @@ class WledTargetProcessor(TargetProcessor):
         np.copyto(out, blend, casting="unsafe")  # float32 → uint8
         return out
 
+    def _apply_power_limit(self, colors: np.ndarray) -> np.ndarray:
+        """Scale ``colors`` down to stay within the PSU current budget (ABL).
+
+        Returns ``colors`` unchanged when limiting is disabled or the frame is
+        already within budget; otherwise returns a scaled copy in a reusable
+        scratch buffer (the input is never mutated — it may be a shared frame).
+        """
+        if self._max_milliamps <= 0:
+            return colors
+        scale = power_limit_scale(colors, self._max_milliamps, self._milliamps_per_led)
+        if scale >= 1.0:
+            return colors
+        factor = int(scale * 256)  # 0..255 fixed-point multiplier
+        n = len(colors)
+        if self._power_u16 is None or self._power_n != n:
+            self._power_n = n
+            self._power_u16 = np.empty((n, 3), dtype=np.uint16)
+            self._power_out = np.empty((n, 3), dtype=np.uint8)
+        np.copyto(self._power_u16, colors, casting="unsafe")
+        self._power_u16 *= factor
+        self._power_u16 >>= 8
+        np.copyto(self._power_out, self._power_u16, casting="unsafe")
+        return self._power_out
+
     async def _send_to_device(self, send_colors: np.ndarray) -> float:
         """Send colors to LED device and return send time in ms."""
+        send_colors = self._apply_power_limit(send_colors)
         t_start = time.perf_counter()
         if self._led_client.supports_fast_send:
             self._led_client.send_pixels_fast(send_colors)

server/src/ledgrab/core/scenes/playlist_engine.py

@@ -0,0 +1,312 @@
+"""Playlist engine — background loop that auto-cycles a scene playlist.
+
+A playlist is an ordered, timed sequence of scene presets. The engine drives
+**at most one** playlist at a time: starting a new playlist transparently stops
+any currently-running one. Each cycle re-reads the playlist from the store, so
+edits (and deletion) take effect at the next cycle boundary without a restart.
+
+The actual state application reuses ``scene_activator.apply_scene_state`` — the
+same code path the scene-presets API and the automation engine use — so a
+playlist step behaves exactly like manually activating that preset.
+"""
+
+import asyncio
+import random
+from dataclasses import dataclass
+from datetime import datetime, timezone
+from typing import List
+
+from ledgrab.storage.scene_playlist import ScenePlaylist, clamp_duration
+from ledgrab.utils import get_logger
+
+logger = get_logger(__name__)
+
+
+@dataclass
+class PlaylistRuntimeState:
+    """Volatile runtime state of the (single) active playlist. Not persisted."""
+
+    playlist_id: str
+    playlist_name: str
+    current_index: int
+    item_count: int
+    current_preset_id: str | None
+    started_at: datetime
+    step_started_at: datetime
+    step_duration: float
+
+    def to_dict(self) -> dict:
+        return {
+            "is_running": True,
+            "playlist_id": self.playlist_id,
+            "playlist_name": self.playlist_name,
+            "current_index": self.current_index,
+            "item_count": self.item_count,
+            "current_preset_id": self.current_preset_id,
+            "started_at": self.started_at.isoformat(),
+            "step_started_at": self.step_started_at.isoformat(),
+            "step_duration": self.step_duration,
+        }
+
+
+_IDLE_STATE = {
+    "is_running": False,
+    "playlist_id": None,
+    "playlist_name": None,
+    "current_index": 0,
+    "item_count": 0,
+    "current_preset_id": None,
+    "started_at": None,
+    "step_started_at": None,
+    "step_duration": 0.0,
+}
+
+
+class PlaylistError(Exception):
+    """Raised when a playlist cannot be started (empty / not found)."""
+
+
+class PlaylistEngine:
+    """Cycles a scene playlist's presets on a timer, one playlist at a time."""
+
+    def __init__(
+        self,
+        playlist_store,
+        scene_preset_store,
+        target_store,
+        processor_manager,
+    ):
+        self._playlist_store = playlist_store
+        self._scene_preset_store = scene_preset_store
+        self._target_store = target_store
+        self._manager = processor_manager
+
+        self._task: asyncio.Task | None = None
+        self._state: PlaylistRuntimeState | None = None
+        # Serialises start/stop so overlapping API calls can't leave two
+        # cycling tasks alive at once.
+        self._lifecycle_lock = asyncio.Lock()
+
+    # ===== Public control API =====
+
+    async def start_playlist(self, playlist_id: str) -> PlaylistRuntimeState:
+        """Start cycling ``playlist_id``, stopping any current playlist first.
+
+        Raises ``PlaylistError`` if the playlist is unknown or has no items.
+        """
+        try:
+            playlist = self._playlist_store.get_playlist(playlist_id)
+        except Exception as exc:  # EntityNotFoundError / ValueError
+            raise PlaylistError(f"Playlist not found: {playlist_id}") from exc
+
+        if not playlist.items:
+            raise PlaylistError(f"Playlist '{playlist.name}' has no items")
+
+        async with self._lifecycle_lock:
+            await self._cancel_task()
+
+            now = datetime.now(timezone.utc)
+            first_item = playlist.items[0]
+            self._state = PlaylistRuntimeState(
+                playlist_id=playlist.id,
+                playlist_name=playlist.name,
+                current_index=0,
+                item_count=len(playlist.items),
+                current_preset_id=first_item.scene_preset_id,
+                started_at=now,
+                step_started_at=now,
+                step_duration=clamp_duration(first_item.duration_seconds),
+            )
+            self._task = asyncio.create_task(self._run(playlist.id))
+
+        self._fire_event("started")
+        logger.info("Playlist '%s' started (%d items)", playlist.name, len(playlist.items))
+        return self._state
+
+    async def stop(self) -> None:
+        """Stop the active playlist (if any). Leaves the last scene applied."""
+        async with self._lifecycle_lock:
+            was_running = self._task is not None
+            await self._cancel_task()
+            stopped_id = self._state.playlist_id if self._state else None
+            self._state = None
+        if was_running:
+            self._fire_event("stopped", playlist_id=stopped_id)
+            logger.info("Playlist stopped")
+
+    async def stop_if_running(self, playlist_id: str) -> None:
+        """Stop the playlist only if ``playlist_id`` is the one running.
+
+        Used when a playlist is deleted or edited so a stale snapshot can't keep
+        cycling. The read-compare and the stop happen atomically under the
+        lifecycle lock so a concurrent natural-end / start can't slip a
+        different playlist in between the check and the stop.
+        """
+        async with self._lifecycle_lock:
+            state = self._state
+            if state is None or state.playlist_id != playlist_id:
+                return
+            was_running = self._task is not None
+            await self._cancel_task()
+            stopped_id = self._state.playlist_id if self._state else playlist_id
+            self._state = None
+        if was_running:
+            self._fire_event("stopped", playlist_id=stopped_id)
+            logger.info("Playlist stopped")
+
+    # ===== Query API (used by routes) =====
+
+    def is_running(self) -> bool:
+        # Snapshot the task ref so a concurrent clear (set to None at an await
+        # boundary) can't turn the deref into an attribute error mid-read.
+        task = self._task
+        return task is not None and not task.done()
+
+    def get_running_playlist_id(self) -> str | None:
+        state = self._state
+        return state.playlist_id if state else None
+
+    def get_state(self) -> dict:
+        # Snapshot both refs once: the event loop won't preempt this sync method
+        # between the reads, but snapshotting also guards against ever returning
+        # a half-cleared state (running True while _state is already None).
+        state = self._state
+        task = self._task
+        if state is not None and task is not None and not task.done():
+            return state.to_dict()
+        return dict(_IDLE_STATE)
+
+    # ===== Internal =====
+
+    async def _cancel_task(self) -> None:
+        """Cancel and await the cycling task. Caller holds the lifecycle lock."""
+        task = self._task
+        self._task = None
+        if task is None:
+            return
+        task.cancel()
+        try:
+            await task
+        except asyncio.CancelledError:
+            pass
+        except Exception as exc:  # pragma: no cover - defensive
+            logger.error("Playlist task raised on cancel: %s", exc, exc_info=True)
+
+    async def _run(self, playlist_id: str) -> None:
+        """Cycle the playlist until cancelled, the playlist ends, or it errors."""
+        try:
+            while True:
+                # Re-read each cycle so edits/deletes apply at the boundary.
+                try:
+                    playlist = self._playlist_store.get_playlist(playlist_id)
+                except Exception:
+                    logger.info("Playlist %s removed while running; stopping", playlist_id)
+                    break
+
+                if not playlist.items:
+                    logger.info("Playlist '%s' has no items; stopping", playlist.name)
+                    break
+
+                applied_any = await self._run_cycle(playlist)
+
+                if not playlist.loop:
+                    break
+                if not applied_any:
+                    # Every item referenced a missing preset — a looping
+                    # playlist would otherwise spin with no dwell. Bail out.
+                    logger.warning(
+                        "Playlist '%s' applied no valid presets this cycle; stopping",
+                        playlist.name,
+                    )
+                    break
+
+            # Natural end (non-loop or guard). Clear state without recursing
+            # through stop() (which would try to cancel this very task). Take
+            # the lifecycle lock so the clear + 'stopped' event are atomic with
+            # respect to a concurrent start/stop/stop_if_running — otherwise the
+            # two could interleave and emit duplicate or contradictory terminal
+            # events. _run never calls _cancel_task and never otherwise holds
+            # this lock, so acquiring it here cannot deadlock; if a canceller
+            # holding the lock cancels us while we wait to acquire it, the
+            # acquire raises CancelledError and we fall through to the handler.
+            ended_id = None
+            should_fire = False
+            async with self._lifecycle_lock:
+                # Re-check under the lock: a concurrent start_playlist may have
+                # replaced us while we waited. Only clear if we're still current.
+                if self._task is asyncio.current_task():
+                    self._task = None
+                    ended_id = self._state.playlist_id if self._state else None
+                    self._state = None
+                    should_fire = True
+            if should_fire:
+                self._fire_event("stopped", playlist_id=ended_id)
+                logger.info("Playlist '%s' finished", playlist_id)
+        except asyncio.CancelledError:
+            raise
+        except Exception as exc:  # pragma: no cover - defensive
+            logger.error("Playlist run loop error: %s", exc, exc_info=True)
+
+    async def _run_cycle(self, playlist: ScenePlaylist) -> bool:
+        """Run one pass over the playlist's items. Returns True if any applied."""
+        order = self._resolve_order(playlist)
+        applied_any = False
+
+        for index, item in enumerate(order):
+            duration = clamp_duration(item.duration_seconds)
+            if self._state is not None:
+                self._state.current_index = index
+                self._state.current_preset_id = item.scene_preset_id
+                self._state.step_started_at = datetime.now(timezone.utc)
+                self._state.step_duration = duration
+
+            applied = await self._apply_item(item.scene_preset_id)
+            if applied:
+                applied_any = True
+                self._fire_event("advanced", index=index, preset_id=item.scene_preset_id)
+                # Only dwell on scenes we actually applied; skip missing ones
+                # immediately so the cycle doesn't stall on a dead reference.
+                await asyncio.sleep(duration)
+
+        return applied_any
+
+    def _resolve_order(self, playlist: ScenePlaylist) -> List:
+        if playlist.shuffle and len(playlist.items) > 1:
+            shuffled = list(playlist.items)
+            random.shuffle(shuffled)  # noqa: S311 - cosmetic ordering, not security
+            return shuffled
+        return list(playlist.items)
+
+    async def _apply_item(self, preset_id: str) -> bool:
+        """Apply one scene preset. Returns False if it could not be applied."""
+        if not self._scene_preset_store or not self._target_store or not self._manager:
+            logger.warning("Playlist engine missing stores; cannot apply %s", preset_id)
+            return False
+        try:
+            preset = self._scene_preset_store.get_preset(preset_id)
+        except Exception:
+            logger.warning("Playlist references missing scene preset %s (skipped)", preset_id)
+            return False
+
+        from ledgrab.core.scenes.scene_activator import apply_scene_state
+
+        _status, errors = await apply_scene_state(preset, self._target_store, self._manager)
+        if errors:
+            logger.warning("Playlist step '%s' applied with errors: %s", preset.name, errors)
+        return True
+
+    def _fire_event(self, action: str, **extra) -> None:
+        if self._manager is None:
+            return
+        try:
+            self._manager.fire_event(
+                {
+                    "type": "playlist_state_changed",
+                    "action": action,
+                    "playlist_id": extra.get("playlist_id")
+                    or (self._state.playlist_id if self._state else None),
+                    **{k: v for k, v in extra.items() if k != "playlist_id"},
+                }
+            )
+        except Exception as exc:
+            logger.error("Playlist event fire failed: %s", exc, exc_info=True)

server/src/ledgrab/core/scenes/scene_activator.py

@@ -93,7 +93,7 @@ async def apply_scene_state(
                 proc = processor_manager.get_processor(ts.target_id)
                 if proc and proc.is_running:
                     css_changed = "color_strip_source_id" in changed
-                    brightness_changed = "brightness" in changed
+                    brightness_changed = "brightness_value_source_id" in changed
                     settings_changed = "fps" in changed
                     if css_changed:
                         target.sync_with_manager(

server/src/ledgrab/core/value_sources/game_event_value_source.py

@@ -15,7 +15,7 @@ import time
 from typing import TYPE_CHECKING
 
 from ledgrab.core.processing.value_stream import ValueStream
-from ledgrab.utils import get_logger
+from ledgrab.utils import clamp01, get_logger
 
 if TYPE_CHECKING:
     from ledgrab.core.game_integration.event_bus import GameEventBus
@@ -41,6 +41,7 @@ class GameEventValueStream(ValueStream):
         smoothing: float = 0.0,
         default_value: float = 0.5,
         timeout: float = 5.0,
+        normalize: bool = True,
         event_bus: "GameEventBus" | None = None,
     ) -> None:
         self._event_type = event_type
@@ -49,10 +50,15 @@ class GameEventValueStream(ValueStream):
         self._smoothing = max(0.0, min(1.0, smoothing))
         self._default_value = max(0.0, min(1.0, default_value))
         self._timeout = max(0.0, timeout)
+        # When False, skip the min/max rescale: the [0,1] output clamps the raw
+        # value as-is. get_value() stays in [0,1] either way; the un-clamped
+        # value is exposed via get_raw_value() for templates/automations.
+        self._normalize_enabled = normalize
         self._event_bus = event_bus
 
         self._lock = threading.Lock()
         self._current_value: float = self._default_value
+        self._current_raw: float | None = None
         self._last_event_time: float | None = None
         self._subscription_id: str | None = None
         self._has_received_event: bool = False
@@ -82,11 +88,18 @@ class GameEventValueStream(ValueStream):
             self._subscription_id = None
         with self._lock:
             self._current_value = self._default_value
+            self._current_raw = None
             self._last_event_time = None
             self._has_received_event = False
 
     def get_value(self) -> float:
-        """Return current normalized value (0.0-1.0), or default if timed out."""
+        """Return current value in [0,1], or default_value if timed out.
+
+        Always in [0,1]: ``_current_value`` holds the smoothed output computed
+        at event time under the active ``normalize`` mode (rescaled, or the raw
+        value clamped into [0,1]). ``default_value`` is itself in [0,1], so the
+        timeout fallback is valid in both modes.
+        """
         with self._lock:
             if not self._has_received_event:
                 return self._default_value
@@ -98,6 +111,15 @@ class GameEventValueStream(ValueStream):
 
             return self._current_value
 
+    def get_raw_value(self) -> float | None:
+        """Return the last raw game value before normalization.
+
+        ``None`` until the first event arrives (mirrors HA/HTTP/SystemMetrics).
+        Exposes the un-clamped magnitude to template ``raw[]`` and automations.
+        """
+        with self._lock:
+            return self._current_raw
+
     def get_color(self) -> tuple:
         """Game event value source only provides scalars, not colors."""
         raise NotImplementedError("GameEventValueStream does not produce colors")
@@ -115,6 +137,7 @@ class GameEventValueStream(ValueStream):
             self._smoothing = max(0.0, min(1.0, source.smoothing))
             self._default_value = max(0.0, min(1.0, source.default_value))
             self._timeout = max(0.0, source.timeout)
+            self._normalize_enabled = source.normalize
 
     def _on_event(self, event: "GameEvent") -> None:
         """EventBus callback — normalize and apply smoothing.
@@ -122,14 +145,17 @@ class GameEventValueStream(ValueStream):
         Called from the publisher's thread; must be thread-safe.
         """
         raw_value = event.value
-        normalized = self._normalize(raw_value)
+        # Output is always in [0,1]: rescale via min/max, or (normalize off)
+        # clamp the raw value as-is. The un-clamped raw is kept for get_raw_value().
+        out = self._normalize(raw_value) if self._normalize_enabled else clamp01(raw_value)
 
         with self._lock:
+            self._current_raw = raw_value
             if self._smoothing > 0.0 and self._has_received_event:
                 alpha = 1.0 - self._smoothing
-                normalized = alpha * normalized + self._smoothing * self._current_value
+                out = alpha * out + self._smoothing * self._current_value
 
-            self._current_value = normalized
+            self._current_value = out
             self._last_event_time = time.monotonic()
             self._has_received_event = True
 

server/src/ledgrab/demo.py

@@ -15,6 +15,7 @@ def main():
 
     import uvicorn
     from ledgrab.config import get_config
+    from ledgrab.shutdown_state import GRACEFUL_SHUTDOWN_TIMEOUT
 
     config = get_config()
     uvicorn.run(
@@ -22,7 +23,14 @@ def main():
         host=config.server.host,
         port=config.server.port,
         log_level=config.server.log_level.lower(),
+        # Access logging is handled by the _access_log middleware (with token
+        # attribution); disable uvicorn's to avoid duplicate lines.
+        access_log=False,
         reload=False,
+        # Bound the graceful-shutdown wait so Ctrl+C with the UI open still
+        # runs the lifespan shutdown instead of hanging on a lingering events
+        # WebSocket — see shutdown_state.
+        timeout_graceful_shutdown=GRACEFUL_SHUTDOWN_TIMEOUT,
     )
 
 

server/src/ledgrab/main.py

@@ -2,6 +2,7 @@
 
 import asyncio
 import sys
+import time
 from contextlib import asynccontextmanager
 from pathlib import Path
 from typing import Awaitable
@@ -34,6 +35,7 @@ import ledgrab.core.audio  # noqa: F401 — trigger engine auto-registration
 from ledgrab.storage.value_source_store import ValueSourceStore
 from ledgrab.storage.automation_store import AutomationStore
 from ledgrab.storage.scene_preset_store import ScenePresetStore
+from ledgrab.storage.scene_playlist_store import ScenePlaylistStore
 from ledgrab.storage.sync_clock_store import SyncClockStore
 from ledgrab.storage.color_strip_processing_template_store import (
     ColorStripProcessingTemplateStore,
@@ -46,6 +48,7 @@ from ledgrab.core.weather.weather_manager import WeatherManager
 from ledgrab.storage.home_assistant_store import HomeAssistantStore
 from ledgrab.core.home_assistant.ha_manager import HomeAssistantManager
 from ledgrab.core.automations.automation_engine import AutomationEngine
+from ledgrab.core.scenes.playlist_engine import PlaylistEngine
 from ledgrab.storage.game_integration_store import GameIntegrationStore
 from ledgrab.core.game_integration.event_bus import GameEventBus
 import ledgrab.core.game_integration.adapters  # noqa: F401 — register built-in adapters
@@ -74,7 +77,7 @@ config = get_config()
 
 # The shutdown-complete signal is owned by a leaf module so ``__main__``
 # can import it without dragging in this module's heavy global state.
-from ledgrab.shutdown_state import shutdown_complete  # noqa: E402
+from ledgrab.shutdown_state import GRACEFUL_SHUTDOWN_TIMEOUT, shutdown_complete  # noqa: E402
 
 
 def _migrate_legacy_data_location() -> None:
@@ -156,6 +159,7 @@ audio_template_store = AudioTemplateStore(db)
 value_source_store = ValueSourceStore(db)
 automation_store = AutomationStore(db)
 scene_preset_store = ScenePresetStore(db)
+scene_playlist_store = ScenePlaylistStore(db)
 sync_clock_store = SyncClockStore(db)
 cspt_store = ColorStripProcessingTemplateStore(db)
 gradient_store = GradientStore(db)
@@ -277,6 +281,15 @@ async def lifespan(app: FastAPI):
         value_source_store=value_source_store,
     )
 
+    # Create playlist engine — auto-cycles scene presets, one playlist at a
+    # time. Idle (no background task) until a playlist is started via the API.
+    playlist_engine = PlaylistEngine(
+        playlist_store=scene_playlist_store,
+        scene_preset_store=scene_preset_store,
+        target_store=output_target_store,
+        processor_manager=processor_manager,
+    )
+
     # Create auto-backup engine — derive paths from database location so that
     # demo mode auto-backups go to data/demo/ instead of data/.
     _data_dir = Path(config.storage.database_file).parent
@@ -313,7 +326,9 @@ async def lifespan(app: FastAPI):
         value_source_store=value_source_store,
         automation_store=automation_store,
         scene_preset_store=scene_preset_store,
+        scene_playlist_store=scene_playlist_store,
         automation_engine=automation_engine,
+        playlist_engine=playlist_engine,
         auto_backup_engine=auto_backup_engine,
         sync_clock_store=sync_clock_store,
         sync_clock_manager=sync_clock_manager,
@@ -435,6 +450,16 @@ async def lifespan(app: FastAPI):
     # would talk to processors mid-shutdown.
     await _bounded("automation_engine.stop", automation_engine.stop(), timeout=1.5)
 
+    # Stop the playlist engine so its cycling task can't apply scenes mid-shutdown.
+    await _bounded("playlist_engine.stop", playlist_engine.stop(), timeout=1.0)
+
+    # Tear down any active calibration session BEFORE stop_all so the device
+    # isn't left stuck in the white-chase and its prior target is restored.
+    # stop() is a no-op when no session is active.
+    from ledgrab.core.capture.calibration_session import get_calibration_session
+
+    await _bounded("calibration_session.stop", get_calibration_session().stop(), timeout=1.0)
+
     # Stop discovery watcher and OS notification listener so they stop
     # firing events into a shutting-down processor manager.
     if discovery_watcher is not None:
@@ -577,6 +602,33 @@ async def _security_headers(request: Request, call_next):
     return response
 
 
+# Middleware: structured access log enriched with the authenticated token's
+# friendly label (the key name from auth.api_keys), so requests can be
+# attributed to a specific client (e.g. "homeassistant" vs "android"). The
+# label is set onto request.state by verify_api_key; endpoints without auth
+# (or failed auth) log "unauthenticated". Only the label is logged — never the
+# token secret. Registered last so it runs outermost: it measures total
+# handling time and always records the final status, even on error.
+@app.middleware("http")
+async def _access_log(request: Request, call_next):
+    start = time.perf_counter()
+    status_code = 500
+    try:
+        response = await call_next(request)
+        status_code = response.status_code
+        return response
+    finally:
+        logger.info(
+            "http_request",
+            method=request.method,
+            path=request.url.path,
+            status=status_code,
+            token=getattr(request.state, "auth_label", None) or "unauthenticated",
+            client=request.client.host if request.client else None,
+            duration_ms=round((time.perf_counter() - start) * 1000, 1),
+        )
+
+
 # ── Auth-gated OpenAPI surface ────────────────────────────────────────────
 # Re-add the docs endpoints we disabled above, now protected by the same
 # Bearer auth as the rest of the API. When auth is unconfigured, loopback
@@ -645,5 +697,13 @@ if __name__ == "__main__":
         host=config.server.host,
         port=config.server.port,
         log_level=config.server.log_level.lower(),
+        # Our _access_log middleware emits a richer structured line (incl. the
+        # authenticated token label), so suppress uvicorn's default access log
+        # to avoid two lines per request.
+        access_log=False,
         reload=False,  # Disabled due to watchfiles infinite reload loop
+        # Bound the graceful-shutdown wait so Ctrl+C with the UI open still
+        # runs the lifespan shutdown (stop targets + DB checkpoint) instead of
+        # hanging on a lingering events WebSocket — see shutdown_state.
+        timeout_graceful_shutdown=GRACEFUL_SHUTDOWN_TIMEOUT,
     )

server/src/ledgrab/shutdown_state.py

@@ -16,3 +16,15 @@ they release Windows / unblock only once cleanup is genuinely done.
 import threading
 
 shutdown_complete: threading.Event = threading.Event()
+
+# Bound uvicorn's graceful-shutdown wait (``uvicorn.Config(timeout_graceful_shutdown=...)``).
+# uvicorn defaults this to ``None`` — ``Server.shutdown()`` then waits *forever*
+# for open connections (and their tasks) to drain before it runs the lifespan
+# shutdown. The events WebSocket handler blocks on ``queue.get()`` and the
+# browser auto-reconnects, so connections never drain on their own. Without a
+# bound, the lifespan shutdown — which stops LED targets and checkpoints the
+# DB — never runs: targets stay lit and the process can't exit (leftover
+# processor threads). Shared by both the desktop (__main__) and Android
+# (android_entry) launchers. Keep it small so OS-shutdown cleanup still fits
+# Windows' ~20 s budget; it is spent BEFORE the lifespan's own ~16 s budget.
+GRACEFUL_SHUTDOWN_TIMEOUT: int = 3

server/src/ledgrab/static/css/automations.css

@@ -74,6 +74,19 @@
     font-size: 0.85rem;
 }
 
+/* Android-only: shown in the application rule when Usage Access is missing,
+   so the foreground-app rule can't fire until the user grants it on the TV. */
+.rule-usage-warning {
+    margin-bottom: 10px;
+    padding: 8px 12px;
+    border-radius: 6px;
+    font-size: 0.85rem;
+    line-height: 1.35;
+    color: var(--warning-color, #ff9800);
+    background: color-mix(in srgb, var(--warning-color, #ff9800) 12%, transparent);
+    border: 1px solid color-mix(in srgb, var(--warning-color, #ff9800) 35%, transparent);
+}
+
 .btn-remove-rule {
     background: none;
     border: none;
@@ -139,6 +152,50 @@
     border-left: 1px solid var(--border-color);
 }
 
+/* Weekday + timezone scheduling (time_of_day rule) */
+.rule-weekday-block,
+.rule-tz-block {
+    margin-top: 12px;
+}
+.rule-field-label {
+    display: block;
+    font-size: 0.65rem;
+    font-weight: 700;
+    text-transform: uppercase;
+    letter-spacing: 0.06em;
+    color: var(--text-muted);
+    margin-bottom: 6px;
+}
+.weekday-chips {
+    display: flex;
+    flex-wrap: wrap;
+    gap: 6px;
+}
+.weekday-chip {
+    flex: 1 1 auto;
+    min-width: 40px;
+    padding: 6px 8px;
+    font-size: 0.75rem;
+    font-weight: 600;
+    border: 1px solid var(--border-color);
+    border-radius: 6px;
+    background: var(--card-bg);
+    color: var(--text-muted);
+    cursor: pointer;
+    transition: background 0.12s, color 0.12s, border-color 0.12s;
+}
+.weekday-chip:hover {
+    border-color: var(--primary-color);
+}
+.weekday-chip.active {
+    background: var(--primary-color);
+    border-color: var(--primary-color);
+    color: #fff;
+}
+.rule-tz-block input.rule-timezone {
+    width: 100%;
+}
+
 .time-range-label {
     font-size: 0.65rem;
     font-weight: 700;