Email Triage
Scan your IMAP inbox, classify emails into priority categories, and surface the ones that need attention. Uses a local LLM (Ollama) for intelligent classification with a rule-based heuristic fallback when Ollama is unavailable.
Prerequisites
- Python 3.10+
- IMAP-accessible email account (Gmail, Fastmail, self-hosted, etc.)
- Ollama (optional) — for AI-powered classification. Without it, the script uses keyword-based heuristics that still work well for common patterns.
Categories
| Icon |
Category |
Description |
| 🔴 |
urgent |
Outages, security alerts, legal, payment failures, time-critical |
| 🟡 |
needs-response |
Business inquiries, questions, action items requiring a reply |
| 🔵 |
informational |
Receipts, confirmations, newsletters, automated notifications |
| ⚫ |
spam |
Marketing, promotions, unsolicited junk |
Configuration
All configuration is via environment variables:
| Variable |
Required |
Default |
Description |
IMAP_HOST |
✅ |
— |
IMAP server hostname |
IMAP_PORT |
— |
993 |
IMAP port (SSL) |
IMAP_USER |
✅ |
— |
IMAP username / email address |
IMAP_PASS |
✅ |
— |
IMAP password or app-specific password |
EMAIL_TRIAGE_STATE |
— |
./data/email-triage.json |
Path to the JSON state file |
OLLAMA_URL |
— |
http://127.0.0.1:11434 |
Ollama API endpoint |
OLLAMA_MODEL |
— |
qwen2.5:7b |
Ollama model for classification |
Commands
# Scan inbox and classify new unread emails
python3 scripts/email-triage.py scan
# Scan with verbose output (shows each classification)
python3 scripts/email-triage.py scan --verbose
# Dry run — scan and classify but don't save state
python3 scripts/email-triage.py scan --dry-run
# Show unsurfaced important emails (urgent + needs-response)
python3 scripts/email-triage.py report
# Same as report but JSON output (for programmatic use)
python3 scripts/email-triage.py report --json
# Mark reported emails as surfaced (so they don't appear again)
python3 scripts/email-triage.py mark-surfaced
# Show triage statistics
python3 scripts/email-triage.py stats
How It Works
- Connects to IMAP over SSL and fetches unread messages (up to 20 per scan).
- Deduplicates by Message-ID (or a hash of subject + sender as fallback) so emails are never classified twice.
- Classifies each email using Ollama if available, otherwise falls back to keyword heuristics.
- Stores state in a local JSON file — tracks category, reason, and whether the email has been surfaced.
report surfaces only unsurfaced urgent and needs-response emails, sorted by priority.mark-surfaced flags reported emails so they won't appear in future reports.- Auto-prunes state to the most recent 200 entries to prevent unbounded growth.
Integration Tips
- Heartbeat / cron: Run
scan periodically, then report --json to check for items needing attention.
- Agent workflow:
scan → report --json → act on results → mark-surfaced.
- Without Ollama: The heuristic classifier handles common patterns (automated notifications, marketing, urgent keywords) well. Ollama adds nuance for ambiguous emails.
- App passwords: If your provider uses 2FA, generate an app-specific password for IMAP access.
1---2name: email-triage3description: IMAP email scanning and triage with AI classification via a local Ollama LLM. Scans unread emails, categorizes them as urgent, needs-response, informational, or spam, and surfaces important messages for agent consumption. Works standalone with heuristic fallback — Ollama optional but recommended.4---56# Email Triage78Scan your IMAP inbox, classify emails into priority categories, and surface the ones that need attention. Uses a local LLM (Ollama) for intelligent classification with a rule-based heuristic fallback when Ollama is unavailable.910## Prerequisites1112- **Python 3.10+**13- **IMAP-accessible email account** (Gmail, Fastmail, self-hosted, etc.)14- **Ollama** *(optional)* — for AI-powered classification. Without it, the script uses keyword-based heuristics that still work well for common patterns.1516## Categories1718| Icon | Category | Description |19|------|----------|-------------|20| 🔴 | `urgent` | Outages, security alerts, legal, payment failures, time-critical |21| 🟡 | `needs-response` | Business inquiries, questions, action items requiring a reply |22| 🔵 | `informational` | Receipts, confirmations, newsletters, automated notifications |23| ⚫ | `spam` | Marketing, promotions, unsolicited junk |2425## Configuration2627All configuration is via environment variables:2829| Variable | Required | Default | Description |30|----------|----------|---------|-------------|31| `IMAP_HOST` | ✅ | — | IMAP server hostname |32| `IMAP_PORT` | — | `993` | IMAP port (SSL) |33| `IMAP_USER` | ✅ | — | IMAP username / email address |34| `IMAP_PASS` | ✅ | — | IMAP password or app-specific password |35| `EMAIL_TRIAGE_STATE` | — | `./data/email-triage.json` | Path to the JSON state file |36| `OLLAMA_URL` | — | `http://127.0.0.1:11434` | Ollama API endpoint |37| `OLLAMA_MODEL` | — | `qwen2.5:7b` | Ollama model for classification |3839## Commands4041```bash42# Scan inbox and classify new unread emails43python3 scripts/email-triage.py scan4445# Scan with verbose output (shows each classification)46python3 scripts/email-triage.py scan --verbose4748# Dry run — scan and classify but don't save state49python3 scripts/email-triage.py scan --dry-run5051# Show unsurfaced important emails (urgent + needs-response)52python3 scripts/email-triage.py report5354# Same as report but JSON output (for programmatic use)55python3 scripts/email-triage.py report --json5657# Mark reported emails as surfaced (so they don't appear again)58python3 scripts/email-triage.py mark-surfaced5960# Show triage statistics61python3 scripts/email-triage.py stats62```6364## How It Works65661. **Connects to IMAP** over SSL and fetches unread messages (up to 20 per scan).672. **Deduplicates** by Message-ID (or a hash of subject + sender as fallback) so emails are never classified twice.683. **Classifies** each email using Ollama if available, otherwise falls back to keyword heuristics.694. **Stores state** in a local JSON file — tracks category, reason, and whether the email has been surfaced.705. **`report`** surfaces only unsurfaced urgent and needs-response emails, sorted by priority.716. **`mark-surfaced`** flags reported emails so they won't appear in future reports.727. **Auto-prunes** state to the most recent 200 entries to prevent unbounded growth.7374## Integration Tips7576- **Heartbeat / cron:** Run `scan` periodically, then `report --json` to check for items needing attention.77- **Agent workflow:** `scan` → `report --json` → act on results → `mark-surfaced`.78- **Without Ollama:** The heuristic classifier handles common patterns (automated notifications, marketing, urgent keywords) well. Ollama adds nuance for ambiguous emails.79- **App passwords:** If your provider uses 2FA, generate an app-specific password for IMAP access.
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