loseit
by the-mace
README.md
# LoseIt local MCP
A local pipeline: Playwright scrapes your LoseIt data daily → stores it in
SQLite → an MCP server reads it into Claude Desktop. There is no public
LoseIt API, so this reads your own account through the web UI and keeps
the data on your machine. Login goes through the token endpoint the LoseIt
iOS app uses, and the scraper refreshes that token on every run, so the
daily job stays signed in without a manual re-login every 14 days. The
scraper may need updates if LoseIt changes their site.
**License:** MIT (see [LICENSE](LICENSE)).
## Dependency updates
Dependabot opens weekly PRs for Python packages and GitHub Actions, plus
security updates as they appear. CI runs the unit tests on every PR (including
Dependabot’s). When that CI run succeeds, a separate workflow auto-approves
and squash-merges Dependabot PRs — so broken bumps never merge, and tests
are only defined in one place. Re-run `pip install -r requirements.txt` (and
`playwright install chromium` after Playwright bumps) on machines that
already have a checkout.
## Privacy note
Login tokens (`tokens.json`), session cookies (`state.json`), SQLite
food/weight history, and logs live under `~/.loseit-data/` (outside this
repo). Do not commit that directory, any `tokens.json` or `state.json`, or
`*.db` files. Your password is never stored. The included `.gitignore` is set up to keep
them out.
## 1. Install dependencies
```bash
cd /path/to/loseit-mcp-local
python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
playwright install chromium
```
## 2. Log in once
```bash
python src/scraper.py login
```
Enter your LoseIt email and password at the prompt (the password is not
shown or stored). This logs in through the same token endpoint the iOS app
uses, which has no CAPTCHA, and saves an access/refresh token pair to
`~/.loseit-data/tokens.json` (mode 600). Every `run` trades the refresh
token for a new 14-day access token and writes it into the browser session
at `~/.loseit-data/state.json`, so daily runs stay logged in on their own.
`python src/scraper.py login --browser` is the old flow: log in by hand in
a real browser window. It gets no refresh token, so it lasts 14 days.
## 3. Run the scraper
Selectors in `src/scraper.py` were captured against LoseIt's GWT web UI and
**will break** when that DOM changes. If a run fails after a LoseIt deploy,
re-record with:
```bash
playwright codegen --load-storage=~/.loseit-data/state.json https://www.loseit.com
```
…and update the locators in `src/scraper.py`.
Test on a small range first, with a visible browser:
```bash
python src/scraper.py run --since 2026-07-10 --headed
```
Check the data landed correctly:
```bash
sqlite3 ~/.loseit-data/loseit.db "SELECT * FROM daily_summary ORDER BY date DESC LIMIT 5;"
```
Headless (how the scheduled job runs):
```bash
python src/scraper.py run
```
## 4. Schedule the daily run (+ optional email alerts)
Two launchd jobs (macOS):
| Job | When | What |
|-----|------|------|
| `com.loseit-mcp.scraper` | 06:00 | Scrape via `scripts/run-scraper.sh`. On failure, emails you if configured. On success, writes `~/.loseit-data/last_success` and sends the daily summary email if configured. |
| `com.loseit-mcp.scraper-health` | 12:00 | If `last_success` is older than 36h (or missing and DB is stale), emails a STALE alert (at most once per day) if configured. |
Alerts send through local sendmail/postfix when `LOSEIT_ALERT_EMAIL` is
set. Attempts are logged to `~/.loseit-data/logs/alert.log`. Test with:
```bash
LOSEIT_ALERT_EMAIL=you@example.com bash scripts/send-alert.sh --test
```
### Daily summary email (optional)
Set `LOSEIT_DAILY_SUMMARY_EMAIL` and, after each successful scrape, the job
emails the day it just fetched (yesterday) to that address, subject
`LoseIt daily YYYY-MM-DD`. It sends through the same sendmail path as the
alerts and is logged in `alert.log`; a send failure does not fail the scrape.
The body is plain text meant for a bot to parse but still readable:
```
format: loseit-daily/1
date: 2026-07-10
calorie_budget: 2000
calories_eaten: 1500
... (every daily_summary nutrient, same names as the DB)
weight: 180.2
weight_units: lb
water_fl_oz: 64
notes: Felt good
food: meal|name|brand|quantity|units|calories
Breakfast|Eggs||2|Each|140
```
Every key is always present (empty when there is no value). Text never
contains `|` or newlines. Preview or resend a day by hand:
```bash
.venv/bin/python src/daily_email.py --date 2026-07-10
.venv/bin/python src/daily_email.py --date 2026-07-10 \
| LOSEIT_ALERT_EMAIL=you@example.com bash scripts/send-alert.sh --to bot@example.com "LoseIt daily 2026-07-10"
```
The address lives only in the installed launchd plist, never in the repo.
Install the agents (paths are filled in from this checkout — nothing
machine-specific is stored in the repo):
```bash
# recommended: pass your alert address at install time
bash scripts/install-launchd.sh --email you@example.com
# add the daily summary email
bash scripts/install-launchd.sh --email you@example.com --summary-email bot@example.com
# or without email (failures only show up in local logs)
bash scripts/install-launchd.sh
```
`install-launchd.sh` copies the shell wrappers to `~/.loseit-data/bin/` and
points launchd at those copies. macOS TCC blocks launchd from *executing*
scripts under `~/Documents` (Python in the project tree is fine). Re-run
the installer after you edit the scripts so the copies stay in sync.
Test immediately:
```bash
launchctl start com.loseit-mcp.scraper
tail -f ~/.loseit-data/logs/scraper.log
```
Test the health check:
```bash
launchctl start com.loseit-mcp.scraper-health
# or: bash scripts/health-check.sh
```
Uninstall:
```bash
bash scripts/uninstall-launchd.sh
```
## 5. Wire the MCP server into Claude Desktop
Add to `~/Library/Application Support/Claude/claude_desktop_config.json`
(merge into `mcpServers` if the file already has other entries). Use the
**absolute** path to this checkout:
```json
{
"mcpServers": {
"loseit": {
"command": "/ABSOLUTE/PATH/TO/loseit-mcp-local/.venv/bin/python",
"args": ["/ABSOLUTE/PATH/TO/loseit-mcp-local/src/loseit_mcp.py"]
}
}
}
```
Fully quit and reopen Claude Desktop. You should see 4 tools under a
`loseit` connector: `get_daily_summary`, `get_food_log`,
`get_weight_history`, `get_water_log`.
## Notes
- The MCP server only ever reads local SQLite — it never talks to LoseIt
itself. All the network activity is in `scraper.py`, run on its own
schedule.
- Scope: daily summary (including aggregate exercise calories burned and
the day's nutrient totals from the My Nutrients tab: protein, carbs, fat,
saturated fat, fiber, sugars, sodium, cholesterol), food log, weight, and
water. Food log rows carry calories only; per-item nutrients are not
scraped. Individual exercise entries are not scraped.
- Persistent logs live under `~/.loseit-data/logs/`. Success stamp:
`~/.loseit-data/last_success`.
- If LoseIt rejects the saved refresh token (for example after a password
change, or if the Mac was off long enough for the access token to expire),
`run` fails with a message saying so; redo step 2
(`.venv/bin/python src/scraper.py login`), then
`.venv/bin/python src/scraper.py run` to catch up.
- Each fetched day's food log is replaced with exactly what LoseIt shows,
so edited and deleted entries drop out. A day is only replaced when its
meal list loaded and adds up to the day's Food total.
- A weight that exactly repeats the previous stored day is treated as a
missed sync (LoseIt shows the last weigh-in on days with none) and is not
stored. Neither that nor a day with no weigh-in fails the run.
- If the food log, Weight, or Water Intake widget can't be read for a day
(usually a LoseIt redeploy), `run` still saves everything else, then
exits non-zero naming the widget and days, so the failure alert fires.
- After a Playwright version bump, run `.venv/bin/python -m playwright install chromium`
or the next `run` fails with "Executable doesn't exist".
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