Switches to OrchestratedScheduler in cloud mode so concurrent recipe_llm jobs fan out across all registered cf-orch GPU nodes instead of serializing on one. Under load this eliminates poll timeouts from queue backup. USE_ORCH_SCHEDULER env var gives explicit control independent of CLOUD_MODE: unset follow CLOUD_MODE (cloud=orch, local=local) true OrchestratedScheduler always (e.g. multi-GPU local rig) false LocalScheduler always (e.g. cloud single-GPU dev instance) ImportError fallback: if circuitforge_orch is not installed and orch is requested, logs a warning and falls back to LocalScheduler gracefully. |
||
|---|---|---|
| .forgejo/workflows | ||
| .github/workflows | ||
| app | ||
| docker/web | ||
| docs | ||
| frontend | ||
| scripts | ||
| tests | ||
| .cliff.toml | ||
| .env.example | ||
| .gitignore | ||
| .gitleaks.toml | ||
| .gitleaksignore | ||
| compose.cloud.yml | ||
| compose.override.yml | ||
| compose.yml | ||
| Dockerfile | ||
| environment.yml | ||
| LICENSE-BSL | ||
| LICENSE-MIT | ||
| manage.sh | ||
| mkdocs.yml | ||
| PRIVACY.md | ||
| pyproject.toml | ||
| README.md | ||
🥝 Kiwi
Part of the CircuitForge LLC "AI for the tasks the system made hard on purpose" suite.
Pantry tracking and leftover recipe suggestions.
Scan barcodes, photograph receipts, and get recipe ideas based on what you already have — before it expires.
LLM support is optional. Inventory tracking, barcode scanning, expiry alerts, CSV export, and receipt upload all work without any LLM configured. AI features (receipt OCR, recipe suggestions, meal planning) activate when a backend is available and are BYOK-unlockable at any tier.
Status: Beta · CircuitForge LLC
Documentation · circuitforge.tech
What it does
- Inventory tracking — add items by barcode scan, receipt upload, or manually
- Expiry alerts — know what's about to go bad
- Recipe browser — browse the full recipe corpus by cuisine, meal type, dietary preference, or main ingredient; pantry match percentage shown inline (Free)
- Saved recipes — bookmark any recipe with notes, a 0–5 star rating, and free-text style tags (Free); organize into named collections (Paid)
- Receipt OCR — extract line items from receipt photos automatically (Paid tier, BYOK-unlockable)
- Recipe suggestions — four levels from pantry-match to full LLM generation (Paid tier, BYOK-unlockable)
- Style auto-classifier — LLM suggests style tags (comforting, hands-off, quick, etc.) for saved recipes (Paid tier, BYOK-unlockable)
- Leftover mode — prioritize nearly-expired items in recipe ranking (Free, 5/day; unlimited at Paid+)
- LLM backend config — configure inference via
circuitforge-coreenv-var system; BYOK unlocks Paid AI features at any tier - Feedback FAB — in-app feedback button; status probed on load, hidden if CF feedback endpoint unreachable
Stack
- Frontend: Vue 3 SPA (Vite + TypeScript)
- Backend: FastAPI + SQLite (via
circuitforge-core) - Auth: CF session cookie → Directus JWT (cloud mode)
- Licensing: Heimdall (free tier auto-provisioned at signup)
Running locally
cp .env.example .env
./manage.sh build
./manage.sh start
# Web: http://localhost:8511
# API: http://localhost:8512
Cloud instance
./manage.sh cloud-build
./manage.sh cloud-start
# Served at menagerie.circuitforge.tech/kiwi (JWT-gated)
Tiers
| Feature | Free | Paid | Premium |
|---|---|---|---|
| Inventory CRUD | ✓ | ✓ | ✓ |
| Barcode scan | ✓ | ✓ | ✓ |
| Receipt upload | ✓ | ✓ | ✓ |
| Expiry alerts | ✓ | ✓ | ✓ |
| CSV export | ✓ | ✓ | ✓ |
| Recipe browser (domain/category) | ✓ | ✓ | ✓ |
| Save recipes + notes + star rating | ✓ | ✓ | ✓ |
| Style tags (manual, free-text) | ✓ | ✓ | ✓ |
| Receipt OCR | BYOK | ✓ | ✓ |
| Recipe suggestions (L1–L4) | BYOK | ✓ | ✓ |
| Named recipe collections | — | ✓ | ✓ |
| LLM style auto-classifier | — | BYOK | ✓ |
| Meal planning | — | ✓ | ✓ |
| Multi-household | — | — | ✓ |
| Leftover mode (5/day) | ✓ | ✓ | ✓ |
BYOK = bring your own LLM backend (configure ~/.config/circuitforge/llm.yaml)
License
Discovery/pipeline layer: MIT AI features: BSL 1.1 (free for personal non-commercial self-hosting)