docs: Add v2.0 Flask API backend roadmap
Plan for REST API backend (purple team/OPSEC/OSINT): - Phase 1: Project scaffold, SQLAlchemy models, podman - Phase 2: UDP collector for sensor data streams - Phase 3: Core API endpoints (sensors, devices, alerts, probes, events) - Phase 4: OSINT features (OUI lookup, BLE company ID mapping) - Phase 5: Fleet management API Port allocation: - TCP 5500: HTTP REST API - UDP 5500: Sensor data collector - UDP 5501: Sensor commands (outbound) Also documents completed v1.8 (HTTPS OTA) and v1.9 (multi-channel scanning, BLE fingerprinting) milestones.
This commit is contained in:
88
PROJECT.md
88
PROJECT.md
@@ -1,47 +1,97 @@
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# ESP32 Hacking Project
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## Overview
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Firmware customization and experimentation for ESP32 CSI (Channel State Information) sensors used in the [wifi-sensing](~/git/wifi-sensing/) project.
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Firmware and tooling for ESP32 CSI (Channel State Information) sensors used for passive wireless sensing, device tracking, and security monitoring (OPSEC/OSINT/Purple team).
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## Goals
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- Document current firmware and configuration
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- Add remote management commands (reboot, identify, status)
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- Implement OTA firmware updates
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- Explore BLE scanning for complementary presence detection
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- Optimize CSI data pipeline (adaptive rate, on-device processing)
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## Current State
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- 3x ESP32-DevKitC V1 deployed with stock `csi_recv_router` firmware
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- Firmware sends raw CSI data via UDP at ~100 pkt/s per device
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- No remote management capability (must physically access USB)
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- Custom ESP32 firmware with remote management, OTA updates, adaptive sampling
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- BLE scanning and WiFi probe/deauth detection for device intelligence
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- CSI-based presence detection without cameras
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- Flask REST API backend for data aggregation and OSINT queries
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- Fleet management for multiple sensors
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## Components
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| Component | Location | Description |
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|-----------|----------|-------------|
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| Firmware | `get-started/csi_recv_router/` | ESP32 sensor firmware (C, ESP-IDF) |
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| CLI Tools | `~/git/esp-tools/` | `esp-ctl`, `esp-fleet`, `esp-ota` |
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| Flask API | `~/git/esp32-web/` | REST API backend (Python, Flask) |
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## Current State (v1.9)
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- 3x ESP32-DevKitC V1 deployed with custom firmware
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- UDP data streams: CSI_DATA, BLE_DATA, PROBE_DATA, ALERT_DATA, EVENT
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- Remote management via UDP commands (port 5501)
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- OTA firmware updates (HTTP/HTTPS)
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- Presence detection via CSI baseline calibration
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- Multi-channel scanning for broader WiFi coverage
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- BLE fingerprinting (company_id, tx_power, flags)
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## Hardware
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| Device | Chip | IP Address | Location |
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|--------|------|------------|----------|
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| muddy-storm | ESP32-WROOM-32 | 192.168.129.29 | Living Room |
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| amber-maple | ESP32-WROOM-32 | 192.168.129.30 | Office |
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| hollow-acorn | ESP32-WROOM-32 | 192.168.129.31 | Kitchen |
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## Network Ports
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| Port | Protocol | Direction | Description |
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|------|----------|-----------|-------------|
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| 5500 | UDP | Sensors → Flask | Sensor data streams (CSI, BLE, probes, alerts, events) |
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| 5500 | TCP | Clients → Flask | REST API (HTTP) |
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| 5501 | UDP | Flask → Sensors | Sensor commands |
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## Data Streams (UDP 5500)
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| Stream | Format | Use Case |
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|--------|--------|----------|
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| CSI_DATA | hostname,count,mac,rssi,... | Motion/presence detection |
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| BLE_DATA | hostname,mac,rssi,type,name,company_id,tx_power,flags | Device fingerprinting |
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| PROBE_DATA | hostname,mac,rssi,ssid,channel | Device tracking, SSID enumeration |
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| ALERT_DATA | hostname,type,source,target,rssi | Wireless IDS (deauth detection) |
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| EVENT | hostname,key=value pairs | Motion, presence, calibration events |
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## Software Stack
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| Component | Version | Purpose |
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|-----------|---------|---------|
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| ESP-IDF | v5.5.2 | Development framework (`~/esp/esp-idf/`) |
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| esp-csi | latest | CSI extraction library |
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| FreeRTOS | (bundled) | RTOS kernel |
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| ESP-IDF | v5.5.2 | Firmware development framework |
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| Flask | 3.x | REST API backend |
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| SQLAlchemy | 2.x | Database ORM |
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| SQLite/PostgreSQL | - | Data storage |
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| podman | - | Container runtime |
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## Key Paths
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| Path | Description |
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|------|-------------|
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| `~/git/esp32-hacking/` | This project (firmware sources, docs) |
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| `~/git/wifi-sensing/` | Server application (receives CSI data) |
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| `~/git/esp32-web/` | Flask API backend (planned) |
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| `~/git/esp-tools/` | CLI tools (esp-ctl, esp-fleet, esp-ota) |
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| `~/esp/esp-idf/` | ESP-IDF toolchain |
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| `~/esp/esp-csi/` | Original esp-csi repo (build from here) |
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## Dependencies
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- ESP-IDF toolchain (`~/esp/esp-idf/`)
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- USB cable for initial flash (OTA planned)
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## API Endpoints (Planned)
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Base URL: `http://<host>:5500/api/v1`
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| Method | Endpoint | Description |
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|--------|----------|-------------|
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| GET | `/sensors` | List sensors with status |
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| GET | `/devices` | List discovered devices |
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| GET | `/alerts` | Alert feed with filters |
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| GET | `/probes` | Probe requests |
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| GET | `/events` | Sensor events |
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| POST | `/sensors/<id>/command` | Send command to sensor |
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| GET | `/stats` | Aggregate statistics |
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## References
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- [ESP-IDF Docs](https://docs.espressif.com/projects/esp-idf/en/latest/)
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- [ESP-CSI GitHub](https://github.com/espressif/esp-csi)
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- [ESP32 WiFi CSI API](https://docs.espressif.com/projects/esp-idf/en/latest/esp32/api-reference/network/esp_wifi.html)
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- [IEEE OUI Database](https://standards-oui.ieee.org/)
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- [Bluetooth Company Identifiers](https://www.bluetooth.com/specifications/assigned-numbers/company-identifiers/)
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79
ROADMAP.md
79
ROADMAP.md
@@ -131,9 +131,77 @@ Note: Promiscuous mode (probe/deauth capture) disabled on original ESP32 — bre
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- [x] presence= and pr_score= fields in STATUS reply
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- [x] NVS persistence for baseline (bl_amps blob, bl_nsub) and presence config
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- [ ] Tune presence threshold per room with real-world testing
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- [ ] Pi-side presence event handling in watch daemon
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## v2.0 - Hardware Upgrade (ESP32-S3/C6)
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## v1.8 - HTTPS OTA Support [DONE]
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- [x] Support HTTPS URLs for OTA updates (esp_https_ota)
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- [x] CI: Upload firmware to Gitea releases for OTA
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- [x] CI: Simplify deploy script to pure POSIX sh
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## v1.9 - Multi-Channel Scanning & BLE Fingerprinting [DONE]
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- [x] CHANSCAN command (ON/OFF/NOW/INTERVAL)
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- [x] Channel hopping (1-13) with 100ms dwell, pause CSI during scan
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- [x] chanscan= field in STATUS, chanscan_int NVS persistence
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- [x] BLE fingerprinting: company_id, tx_power, adv_flags in BLE_DATA
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- [x] Historical presence sessions support
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## v2.0 - Flask API Backend (Purple Team)
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REST API backend for OPSEC/OSINT/Purple team operations using ESP32 sensor fleet.
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API-first design; frontend dashboard deferred to v2.1+.
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- **HTTP API:** TCP 5500
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- **UDP Collector:** UDP 5500 (sensor data)
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- **Sensor Commands:** UDP 5501 (outbound)
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### Phase 1: Project Setup
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- [ ] Project scaffold (`~/git/esp32-web/`) with Flask + SQLAlchemy + Blueprints
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- [ ] Database schema: sensors, devices, sightings, alerts, events, probes
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- [ ] Containerfile for podman deployment
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- [ ] Makefile (build, run, dev, stop, logs)
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- [ ] pytest setup with fixtures
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### Phase 2: UDP Collector
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- [ ] Async UDP listener daemon (threading or asyncio)
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- [ ] Parse all sensor streams: CSI_DATA, BLE_DATA, PROBE_DATA, ALERT_DATA, EVENT
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- [ ] Store to database with timestamps
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- [ ] Sensor heartbeat tracking (online/offline status)
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- [ ] Run as background thread alongside Flask
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### Phase 3: Core API Endpoints
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- [ ] `GET /api/v1/sensors` — list sensors with status, uptime, last_seen
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- [ ] `GET /api/v1/sensors/<id>/status` — detailed sensor info
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- [ ] `POST /api/v1/sensors/<id>/command` — send UDP command (proxy)
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- [ ] `GET /api/v1/devices` — list all discovered devices (BLE + WiFi)
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- [ ] `GET /api/v1/devices/<mac>` — device profile (sightings, zones, vendor)
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- [ ] `GET /api/v1/alerts` — alert feed with pagination + filters
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- [ ] `GET /api/v1/probes` — probe requests with SSID enumeration
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- [ ] `GET /api/v1/events` — sensor events (motion, presence, calibration)
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### Phase 4: OSINT Features
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- [ ] MAC vendor lookup (IEEE OUI database)
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- [ ] BLE company_id to manufacturer mapping
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- [ ] `GET /api/v1/devices/<mac>/profile` — enriched device intel
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- [ ] `GET /api/v1/stats` — aggregate statistics (device counts, alert counts)
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- [ ] Export endpoints: `GET /api/v1/export/devices.csv`, `.json`
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### Phase 5: Fleet Management API
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- [ ] `GET /api/v1/sensors/<id>/config` — current sensor configuration
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- [ ] `PUT /api/v1/sensors/<id>/config` — update sensor settings
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- [ ] `POST /api/v1/sensors/<id>/ota` — trigger OTA update
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- [ ] `POST /api/v1/sensors/<id>/calibrate` — trigger baseline calibration
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- [ ] `GET /api/v1/sensors/<id>/history` — historical metrics
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## v2.1 - Web Dashboard (Future)
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Frontend dashboard using htmx + Pico CSS, built on top of v2.0 API.
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- [ ] Live sensor status dashboard
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- [ ] Device inventory table with search/filter
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- [ ] Alert timeline with severity badges
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- [ ] Presence heatmap per zone
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- [ ] Sensor fleet management UI
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## v3.0 - Hardware Upgrade (ESP32-S3/C6)
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Requires replacing current ESP32 (original) DevKitC V1 boards with ESP32-S3
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or ESP32-C6 modules. The original ESP32 lacks FTM and has CSI/promiscuous
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@@ -152,10 +220,11 @@ mode conflicts.
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## Future
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- AP+STA config portal (WIFI_MODE_APSTA, captive portal for initial setup)
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- ESP-NOW mesh (ESP32-to-ESP32 CSI)
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- Multi-channel scanning (hop across WiFi channels)
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- BLE device fingerprinting (identify phone models by advertisement patterns)
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- Historical presence logging (who was here, when, how long)
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- External sensor support (PIR, temp/humidity via GPIO)
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- Pin mapping for ESP32-DevKitC V1
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- Compare CSI quality: passive (router) vs active (ESP-NOW)
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- Multi-sensor deployment guide (placement, zones, triangulation)
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- Home Assistant integration (MQTT discovery, entity creation)
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- Grafana dashboards for long-term analytics
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- ML-based device classification (phone vs laptop vs IoT)
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- RSSI triangulation with 3+ sensors (approximate device location)
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52
TASKS.md
52
TASKS.md
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**Last Updated:** 2026-02-05
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## Current Sprint: v1.7+ — Presence Tuning & Integration
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## Current Sprint: v2.0 — Flask API Backend
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### P2 - Normal
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### P0 - Critical (Phase 1: Project Setup)
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- [ ] Create project scaffold `~/git/esp32-web/`
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- [ ] Flask app factory pattern with Blueprints
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- [ ] HTTP API on TCP 5500, UDP collector on UDP 5500
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- [ ] SQLAlchemy models: Sensor, Device, Sighting, Alert, Event, Probe
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- [ ] Containerfile for podman
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- [ ] Makefile (build, run, dev, stop, logs)
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- [ ] Basic pytest setup
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### P1 - High (Phase 2: UDP Collector)
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- [ ] UDP listener thread (parse CSI_DATA, BLE_DATA, PROBE_DATA, ALERT_DATA, EVENT)
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- [ ] Store parsed data to SQLite/PostgreSQL
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- [ ] Sensor heartbeat tracking (mark online/offline)
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- [ ] Integrate collector with Flask app lifecycle
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### P1 - High (Phase 3: Core API)
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- [ ] `GET /api/v1/sensors` — list sensors
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- [ ] `GET /api/v1/devices` — list devices (BLE + WiFi MACs)
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- [ ] `GET /api/v1/alerts` — alert feed with pagination
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- [ ] `GET /api/v1/probes` — probe requests
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- [ ] `GET /api/v1/events` — sensor events
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- [ ] `POST /api/v1/sensors/<id>/command` — send command to sensor
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### P2 - Normal (Phase 4: OSINT)
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- [ ] MAC vendor lookup (OUI database)
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- [ ] BLE company_id mapping
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- [ ] `GET /api/v1/stats` — aggregate statistics
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- [ ] Export endpoints (CSV, JSON)
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### P2 - Normal (Backlog from v1.x)
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- [ ] Tune presence threshold per room with real-world testing
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- [x] Pi-side presence event handling in watch daemon
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- [x] Firmware security audit (cppcheck + manual review — no issues found)
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- [ ] Power consumption measurements using POWERTEST + external meter
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- [ ] Test OTA rollback (flash bad firmware, verify auto-revert)
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- [ ] Create HA webhook automations for deauth_flood / unknown_probe
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### P3 - Low
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- [ ] Deep sleep mode with wake-on-CSI-motion
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@@ -19,6 +45,20 @@
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- [ ] Document esp-radar console features
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- [ ] Pin mapping for ESP32-DevKitC V1
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## Completed: v1.9 - Multi-Channel Scanning & BLE Fingerprinting
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- [x] CHANSCAN command (ON/OFF/NOW/INTERVAL)
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- [x] Channel hopping (1-13) with 100ms dwell, pause CSI during scan
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- [x] chanscan= field in STATUS, chanscan_int NVS persistence
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- [x] BLE fingerprinting: company_id, tx_power, adv_flags in BLE_DATA
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- [x] Historical presence sessions support
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## Completed: v1.8 - HTTPS OTA Support
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- [x] Support HTTPS URLs for OTA updates (esp_https_ota)
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- [x] CI: Upload firmware to Gitea releases for OTA
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- [x] CI: Simplify deploy script to pure POSIX sh
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## Completed: v1.7 - Baseline Calibration & Presence Detection
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- [x] CALIBRATE command (capture N seconds of CSI, average per-subcarrier amplitudes)
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@@ -172,7 +212,7 @@
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## Notes
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- Adaptive threshold varies by environment; 0.001-0.01 is a good starting range
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- NVS keys: `send_rate`, `tx_power`, `adaptive`, `threshold`, `ble_scan`, `target_ip`, `target_port`, `hostname`, `boot_count`, `csi_mode`, `hybrid_n`, `auth_secret`, `flood_thresh`, `flood_window`, `scan_rate`, `probe_rate`, `powersave`, `presence`, `pr_thresh`, `bl_nsub`, `bl_amps`
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- NVS keys (24 total): `send_rate`, `tx_power`, `adaptive`, `threshold`, `ble_scan`, `target_ip`, `target_port`, `hostname`, `boot_count`, `csi_mode`, `hybrid_n`, `auth_secret`, `flood_thresh`, `flood_window`, `scan_rate`, `probe_rate`, `powersave`, `presence`, `pr_thresh`, `bl_nsub`, `bl_amps`, `chanscan`, `chanscan_int`
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- EVENT packets include sensor hostname: `EVENT,<hostname>,motion=... rate=... wander=...`
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- ALERT_DATA format: `ALERT_DATA,<hostname>,<deauth|disassoc>,<sender_mac>,<target_mac>,<rssi>` or `ALERT_DATA,<hostname>,deauth_flood,<count>,<window_s>`
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- STATUS fields: `uptime=`, `uptime_s=`, `heap=`, `rssi=`, `channel=`, `tx_power=`, `rate=`, `csi_rate=`, `hostname=`, `version=`, `adaptive=`, `motion=`, `ble=`, `target=`, `temp=`, `csi_count=`, `boots=`, `rssi_min=`, `rssi_max=`, `csi_mode=`, `hybrid_n=`, `auth=`, `flood_thresh=`, `powersave=`, `presence=`, `pr_score=`
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65
TODO.md
65
TODO.md
@@ -1,28 +1,79 @@
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# ESP32 Hacking TODO
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## Flask API (`~/git/esp32-web/`)
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### Architecture
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- [ ] App factory pattern (`create_app()`)
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- [ ] Blueprints: `api`, `collector`
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- [ ] SQLAlchemy with migrations (Flask-Migrate)
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- [ ] Background UDP collector (threading or Celery)
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- [ ] Config from environment variables
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- [ ] Port 5500: HTTP API (TCP) + UDP collector (UDP) on same port number
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### Database Schema
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- [ ] `sensors` — id, hostname, ip, last_seen, status, config_json
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- [ ] `devices` — mac, type (ble/wifi), vendor, first_seen, last_seen
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- [ ] `sightings` — device_id, sensor_id, rssi, timestamp
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- [ ] `alerts` — sensor_id, type, source_mac, target_mac, rssi, timestamp
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- [ ] `probes` — device_id, sensor_id, ssid, rssi, channel, timestamp
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- [ ] `events` — sensor_id, event_type, payload_json, timestamp
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### API Endpoints
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- [ ] Sensors: list, detail, status, command, config, history
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- [ ] Devices: list, detail, profile, sightings
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- [ ] Alerts: list with filters (type, sensor, time range)
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- [ ] Probes: list, group by SSID, group by MAC
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- [ ] Events: list with filters
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- [ ] Stats: counts, activity graphs data
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- [ ] Export: CSV, JSON for devices/alerts/probes
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### UDP Collector
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- [ ] Parse CSI_DATA (hostname, count, mac, rssi, features)
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- [ ] Parse BLE_DATA (hostname, mac, rssi, type, name, company_id, tx_power, flags)
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- [ ] Parse PROBE_DATA (hostname, mac, rssi, ssid, channel)
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- [ ] Parse ALERT_DATA (hostname, type, source, target, rssi OR flood count)
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- [ ] Parse EVENT (hostname, key=value pairs)
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- [ ] Heartbeat timeout detection (mark sensor offline)
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### OSINT
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- [ ] IEEE OUI database (download + parse)
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- [ ] BLE company ID database (Bluetooth SIG)
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- [ ] Device fingerprinting by BLE advertisement patterns
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- [ ] Probe request SSID profiling (home networks, corporate, etc.)
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## Firmware
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- [ ] On-device CSI processing (send metrics, not raw)
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- [ ] Deep sleep mode with wake-on-CSI-motion
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- [ ] Battery-optimized duty cycling
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- [ ] AP+STA config portal (captive portal for initial setup)
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||||
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||||
## Tools (esp-ctl)
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- [ ] Multi-sensor BLE correlation (zone tracking by source sensor)
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- [ ] Migrate OSINT database to Flask API (esp-ctl becomes thin client)
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- [ ] `esp-ctl api` subcommand (query Flask API)
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||||
## Testing
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- [ ] Benchmark: CSI callback latency
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- [ ] Benchmark: UDP throughput at different rates
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- [ ] Power consumption measurements (per-mode: idle, CSI, BLE, probe)
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- [ ] API load testing (concurrent requests)
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## Documentation
|
||||
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||||
- [ ] Flask API: OpenAPI/Swagger spec
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||||
- [ ] Deployment guide (podman, systemd)
|
||||
- [ ] Pin mapping for ESP32-DevKitC V1
|
||||
- [ ] Compare CSI quality: passive (router) vs active (ESP-NOW)
|
||||
- [ ] Multi-sensor deployment guide (placement, zones, triangulation)
|
||||
|
||||
## Ideas
|
||||
|
||||
- ESP-NOW mesh for direct ESP32-to-ESP32 CSI
|
||||
- External PIR sensor for CSI ground truth validation
|
||||
- AP+STA config portal (captive portal for initial setup)
|
||||
- Multi-channel scanning (hop across WiFi channels)
|
||||
- RSSI triangulation with 3 sensors (approximate device location)
|
||||
- BLE device fingerprinting (identify phone models by advertisement patterns)
|
||||
- Historical presence logging (who was here, when, how long)
|
||||
- RSSI triangulation with 3+ sensors (approximate device location)
|
||||
- Home Assistant MQTT discovery integration
|
||||
- Grafana dashboards for long-term analytics
|
||||
- ML-based device classification (phone vs laptop vs IoT)
|
||||
- Webhook callbacks for alerts (Slack, Discord, ntfy)
|
||||
- Rate limiting and API authentication (JWT)
|
||||
|
||||
Reference in New Issue
Block a user