- Add TimeEffortProfile + StepAnalysis Pydantic schemas; serialised into RecipeSuggestion so the frontend receives active/passive/total minutes, effort label, and detected equipment per suggestion. - parse_time_effort() now drives max_total_min filter (falls back to step-count estimate when directions contain no explicit time mentions). - _PRODUCT_TOKEN_STOPWORDS: strips marketing/packaging words from multi-word product labels before adding individual ingredient tokens to pantry_set. "Organic Extra Firm Tofu" → adds "tofu"; improves packaged-food pantry match. - L1 candidate pool raised to 60 (was 20); min_match_ratio lowered to 0.35 (was 0.60) to keep enough results for plant-based / packaged-food pantries. - household.py: tighten import to pull HEIMDALL_URL/ADMIN_TOKEN from services.heimdall_orch (matches refactor in cloud_session.py). |
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| .forgejo/workflows | ||
| .github/workflows | ||
| app | ||
| config | ||
| 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)