Use cases/Personal Life

Health & Symptom Tracker

Track food, sleep, and symptoms over weeks to find patterns — what triggers headaches, what worsens reflux, what helps energy.

Personal Lifeeasy~10m setup
Tools
memorymemory_search
Channels
telegramios
Uses
cron

The "I think this thing makes me feel bad but I'm not sure" pattern is solvable with three weeks of casual logging. The trouble is that nobody keeps a paper journal long enough. Texting your bot when you eat or feel something off lowers the friction enough for the data to actually accumulate.

What it does

  • Casual logging via chat — "had pasta at 8pm" or "headache, mild"
  • Auto-categorises into food / sleep / symptoms / activity
  • Weekly correlation report: "On the 4 days you ate dairy, you had headaches in 3." — pattern detection without statistical-significance promises
  • Reminder cron — "haven't logged anything in 12 hours, remember to capture if anything's off"
  • Privacy-first: data lives in your local memory, never leaves your server

What you'll need

  • Memory for storage
  • Cron for reminders + weekly summary
  • Honesty about what you ate

Setup

1. Set the capture rules

Send to Flowly
Remember: When I send something that looks like a food/symptom/activity log (short, declarative, has a time or a what), categorise and store: - "ate <X>" / "had <X>" → food - "<symptom> <severity>" — headache mild, reflux 7/10 — symptoms - "slept <hours>" / "bedtime <time>" / "woke <time>" → sleep - "<activity> <duration>" — walked 40min, gym 1hr — activity - "feeling <state>" — tired, foggy, energetic — wellbeing Store with timestamp + category tag. Reply with just ✓ unless I'm asking a question.

2. Reminder cron

Send to Flowly
Set up cron "health-checkin" three times daily — 11 AM, 3 PM, 9 PM: If nothing has been logged in the last 5 hours, send: > "Anything to log? — food, symptom, sleep, energy, mood." Skip the reminder if I logged something in the last hour.

3. Weekly correlation report

Send to Flowly
Every Sunday at 7 PM, generate a report from this week's logs: 1. Counts by category — "this week you logged X foods, Y symptoms..." 2. Symptom heatmap — for each symptom logged, list the foods/sleep patterns within 12 hours before 3. Pattern flags — when a symptom appeared 3+ times, surface the most common preceding factor with this exact phrasing: "Tentative pattern: <factor> preceded <symptom> in N of M cases. This is suggestive, not proof — log a few more weeks." 4. NEVER make medical claims. Use words like "tentative", "suggestive", "appears alongside" — never "causes" or "is caused by" 5. Send as Telegram message

Tips

  • Three weeks before patterns emerge. A week of data is too noisy. Be patient before drawing conclusions.
  • Keep entries short. "Pasta dinner, glass of wine" — not three sentences. Friction is the enemy.
  • Don't trust correlations on small samples. The agent surfaces patterns; you decide whether to test them by elimination diet, earlier bedtime, etc.
  • This is not medical advice. Patterns help conversations with your doctor. They don't replace them.
  • Stop tracking when you have answers. Once you confirm dairy triggers your headaches, don't keep logging dairy forever. Tracking is for diagnosis; lifestyle changes are for after.