|
| 1 | +# polar-flow-server |
| 2 | + |
| 3 | +Self-hosted health analytics server for Polar devices. Own your data, analyze it yourself. |
| 4 | + |
| 5 | +## What This Does |
| 6 | + |
| 7 | +Polar devices (watches, fitness trackers) collect health data: sleep, HRV, activity, exercises. The Polar API gives you access to this data, but only for the last 28-30 days. No long-term trends, no baselines, no recovery analysis. |
| 8 | + |
| 9 | +This server fixes that. It: |
| 10 | + |
| 11 | +1. **Syncs** your data from the Polar API automatically |
| 12 | +2. **Stores** everything in a local database (your data, your disk) |
| 13 | +3. **Analyzes** the data (HRV baselines, recovery scores, sleep debt, training load) |
| 14 | +4. **Exposes** a REST API so you can build dashboards, apps, or integrations |
| 15 | + |
| 16 | +Think of it as your personal health data warehouse with built-in analytics. |
| 17 | + |
| 18 | +## Why Self-Host |
| 19 | + |
| 20 | +- **Own your data** - Not locked into Polar's 28-day window |
| 21 | +- **Deep analysis** - HRV baselines over months/years, not days |
| 22 | +- **Privacy** - Your health data stays on your server |
| 23 | +- **Extensible** - Build your own dashboards, connect to other tools |
| 24 | +- **Free** - No subscription, no limits |
| 25 | + |
| 26 | +## Architecture |
| 27 | + |
| 28 | +``` |
| 29 | +Polar API → polar-flow SDK → Scheduler → Database → Analytics Engine → REST API |
| 30 | + ↓ |
| 31 | + Your Dashboard/App |
| 32 | +``` |
| 33 | + |
| 34 | +**Components:** |
| 35 | + |
| 36 | +- **Scheduler** - Fetches new data every hour using [polar-flow](https://github.com/StuMason/polar-flow) |
| 37 | +- **Database** - DuckDB (embedded) or TimescaleDB (production) |
| 38 | +- **Analytics** - HRV baselines, recovery scores, sleep debt calculations |
| 39 | +- **API** - FastAPI endpoints for querying your data |
| 40 | +- **MCP Server** (optional) - Claude Desktop integration for AI health insights |
| 41 | + |
| 42 | +## What You Get |
| 43 | + |
| 44 | +**Data Storage:** |
| 45 | +- Sleep data (scores, stages, HRV, breathing rate) |
| 46 | +- Nightly Recharge (ANS charge, recovery metrics) |
| 47 | +- Activities (steps, calories, distance, zones) |
| 48 | +- Exercises (workouts with heart rate, pace, samples) |
| 49 | + |
| 50 | +**Computed Metrics:** |
| 51 | +- HRV baselines (7-day, 30-day rolling averages) |
| 52 | +- HRV deviation from baseline (%) |
| 53 | +- Recovery status (recovered, recovering, strained) |
| 54 | +- Sleep debt tracking |
| 55 | +- Training load and readiness scores |
| 56 | + |
| 57 | +**API Endpoints:** |
| 58 | +- `/recovery/today` - Current recovery status |
| 59 | +- `/sleep/history` - Historical sleep data with computed metrics |
| 60 | +- `/activity/list` - Activity summaries |
| 61 | +- `/hrv/trends` - HRV trends and baselines |
| 62 | +- `/sync/trigger` - Manual sync endpoint |
| 63 | + |
| 64 | +## Prerequisites |
| 65 | + |
| 66 | +- A Polar device (watch, fitness tracker) |
| 67 | +- Polar AccessLink API credentials ([get them here](https://admin.polaraccesslink.com)) |
| 68 | +- Docker (easiest) or Python 3.11+ |
| 69 | +- 100MB disk space (grows with your data) |
| 70 | + |
| 71 | +## Quick Start |
| 72 | + |
| 73 | +### 1. Get Polar API Credentials |
| 74 | + |
| 75 | +1. Go to [admin.polaraccesslink.com](https://admin.polaraccesslink.com) |
| 76 | +2. Create a new client |
| 77 | +3. Set redirect URI to `http://localhost:8888/callback` |
| 78 | +4. Note your `CLIENT_ID` and `CLIENT_SECRET` |
| 79 | + |
| 80 | +### 2. Authenticate |
| 81 | + |
| 82 | +```bash |
| 83 | +docker run -it --rm \ |
| 84 | + -e CLIENT_ID=your_client_id \ |
| 85 | + -e CLIENT_SECRET=your_client_secret \ |
| 86 | + -v ~/.polar-flow:/root/.polar-flow \ |
| 87 | + stumason/polar-flow-server \ |
| 88 | + polar-flow auth |
| 89 | +``` |
| 90 | + |
| 91 | +This opens your browser, handles OAuth, and saves the token. |
| 92 | + |
| 93 | +### 3. Run the Server |
| 94 | + |
| 95 | +```bash |
| 96 | +docker run -d \ |
| 97 | + -p 8000:8000 \ |
| 98 | + -v ~/.polar-flow:/root/.polar-flow \ |
| 99 | + -v polar-data:/data \ |
| 100 | + --name polar-flow-server \ |
| 101 | + stumason/polar-flow-server |
| 102 | +``` |
| 103 | + |
| 104 | +That's it. The server starts syncing your data every hour. |
| 105 | + |
| 106 | +### 4. Check Your Data |
| 107 | + |
| 108 | +```bash |
| 109 | +curl http://localhost:8000/recovery/today |
| 110 | +``` |
| 111 | + |
| 112 | +## Installation |
| 113 | + |
| 114 | +### Docker (Recommended) |
| 115 | + |
| 116 | +See Quick Start above. |
| 117 | + |
| 118 | +### Docker Compose |
| 119 | + |
| 120 | +```yaml |
| 121 | +version: "3.8" |
| 122 | + |
| 123 | +services: |
| 124 | + polar-flow-server: |
| 125 | + image: stumason/polar-flow-server:latest |
| 126 | + ports: |
| 127 | + - "8000:8000" |
| 128 | + volumes: |
| 129 | + - ~/.polar-flow:/root/.polar-flow |
| 130 | + - polar-data:/data |
| 131 | + environment: |
| 132 | + - SYNC_INTERVAL_HOURS=1 |
| 133 | + restart: unless-stopped |
| 134 | + |
| 135 | +volumes: |
| 136 | + polar-data: |
| 137 | +``` |
| 138 | +
|
| 139 | +### From Source |
| 140 | +
|
| 141 | +```bash |
| 142 | +git clone https://github.com/StuMason/polar-flow-server.git |
| 143 | +cd polar-flow-server |
| 144 | + |
| 145 | +# Install dependencies |
| 146 | +uv sync |
| 147 | + |
| 148 | +# Authenticate |
| 149 | +uv run polar-flow auth |
| 150 | + |
| 151 | +# Run server |
| 152 | +uv run python -m polar_flow_server |
| 153 | +``` |
| 154 | + |
| 155 | +## Configuration |
| 156 | + |
| 157 | +Environment variables: |
| 158 | + |
| 159 | +- `DATABASE_PATH` - Path to DuckDB file (default: `/data/polar.db`) |
| 160 | +- `SYNC_INTERVAL_HOURS` - How often to sync (default: `1`) |
| 161 | +- `SYNC_ON_STARTUP` - Sync immediately on start (default: `true`) |
| 162 | +- `API_HOST` - API host (default: `0.0.0.0`) |
| 163 | +- `API_PORT` - API port (default: `8000`) |
| 164 | + |
| 165 | +## API Documentation |
| 166 | + |
| 167 | +Once running, visit `http://localhost:8000/docs` for interactive API documentation. |
| 168 | + |
| 169 | +Key endpoints: |
| 170 | + |
| 171 | +**Recovery:** |
| 172 | +- `GET /recovery/today` - Current recovery status with score and recommendation |
| 173 | +- `GET /recovery/history?days=7` - Recovery history |
| 174 | + |
| 175 | +**Sleep:** |
| 176 | +- `GET /sleep/history?days=30` - Sleep data with computed metrics |
| 177 | +- `GET /sleep/debt` - Current sleep debt |
| 178 | + |
| 179 | +**Activity:** |
| 180 | +- `GET /activity/list` - Recent activities |
| 181 | +- `GET /activity/trends` - Activity trends |
| 182 | + |
| 183 | +**HRV:** |
| 184 | +- `GET /hrv/trends?days=90` - HRV baselines and trends |
| 185 | + |
| 186 | +**Sync:** |
| 187 | +- `POST /sync/trigger` - Manually trigger data sync |
| 188 | +- `GET /sync/status` - Check sync status |
| 189 | + |
| 190 | +## Analytics Explained |
| 191 | + |
| 192 | +### HRV Baseline |
| 193 | + |
| 194 | +Calculates rolling median HRV over 7 and 30 days. Median is used instead of mean to reduce impact of outliers (bad sleep, alcohol, etc.). |
| 195 | + |
| 196 | +**Why it matters:** HRV below your baseline indicates stress, fatigue, or illness. HRV above baseline indicates good recovery. |
| 197 | + |
| 198 | +### Recovery Score |
| 199 | + |
| 200 | +Weighted combination of: |
| 201 | +- HRV deviation (40%) |
| 202 | +- Sleep score (30%) |
| 203 | +- ANS charge (20%) |
| 204 | +- Sleep duration (10%) |
| 205 | + |
| 206 | +**Scale:** 0-100 |
| 207 | +- 70+ = Recovered (ready for intense training) |
| 208 | +- 50-70 = Recovering (moderate training ok) |
| 209 | +- <50 = Strained (prioritize rest) |
| 210 | + |
| 211 | +### Sleep Debt |
| 212 | + |
| 213 | +Cumulative sleep deficit relative to your target (default 8 hours). Includes decay factor - old debt gradually diminishes. |
| 214 | + |
| 215 | +**Why it matters:** Sleep debt accumulates and impacts recovery, performance, and health. |
| 216 | + |
| 217 | +## MCP Server (Claude Integration) |
| 218 | + |
| 219 | +Optional feature for Claude Desktop users. Enables natural language queries: |
| 220 | + |
| 221 | +- "What's my recovery status?" |
| 222 | +- "Should I train hard today?" |
| 223 | +- "Show my HRV trends this month" |
| 224 | +- "Am I getting enough sleep?" |
| 225 | + |
| 226 | +Enable by setting `ENABLE_MCP=true`. |
| 227 | + |
| 228 | +## Development |
| 229 | + |
| 230 | +```bash |
| 231 | +# Run tests |
| 232 | +uv run pytest |
| 233 | + |
| 234 | +# Run with hot reload |
| 235 | +uv run uvicorn polar_flow_server.main:app --reload |
| 236 | + |
| 237 | +# Run sync manually |
| 238 | +uv run python -m polar_flow_server.sync |
| 239 | +``` |
| 240 | + |
| 241 | +## Contributing |
| 242 | + |
| 243 | +Contributions welcome! This is a personal project but PRs for bug fixes, new analytics, or features are appreciated. |
| 244 | + |
| 245 | +## License |
| 246 | + |
| 247 | +MIT |
| 248 | + |
| 249 | +## Acknowledgments |
| 250 | + |
| 251 | +Built on [polar-flow](https://github.com/StuMason/polar-flow), a modern Python SDK for the Polar AccessLink API. |
| 252 | + |
| 253 | +## Support |
| 254 | + |
| 255 | +This is a self-hosted tool. No support provided, but feel free to open issues for bugs or feature requests. |
| 256 | + |
| 257 | +If you want a managed version with dashboards, mobile apps, and support, check out [stumason.dev](https://stumason.dev). |
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