A mobile app that helps you responsibly get rid of large, awkward, or non-traditional items. Photograph an item, let AI identify it, and the app figures out the simplest correct path: throw it in the right home bin, or — if it needs special handling — research real local disposal pathways (donation, city bulky pickup, junk haulers, mattress/e-waste/HHW collectives, reuse events) grounded in live web search. It can fill in a hauler's booking form for you while you watch, or text every local junk hauler at once and stream their price quotes back in real time. A profile tracks how many items you've donated, sold, and kept out of the landfill.
Built with Expo / React Native + Supabase, and a Python / FastAPI backend that orchestrates a multi-agent pipeline over Google Gemini, Browserbase, Redis (cache + vector RAG), and Twilio (hauler SMS bids) — with full tracing via Arize Phoenix and silent-failure capture via Sentry.
┌──────────────────────── Expo app (src/) ────────────────────────┐
Onboarding ──────▶│ permissions → address/zip → "build my local guide" │
(once per loc.) └──────────────────────────────┬──────────────────────────────────┘
│ POST /api/research
▼
Browserbase search × N + Gemini ──▶ persistent location
(curbside, bulky, HHW/e-waste, RAG in Redis
donation, mattress, reuse…) (location_rag:{zip})
Scan item ─▶ /api/identify (Gemini vision) ─▶ Confirm (+ optional "it's broken" note)
│
▼
/api/triage ──┬─ disposableAtHome → "put it in the {trash|recycling}" (home-disposal)
(RAG-grounded)│
└─ needs special pathway
│
▼
/api/disposal-options ── Browserbase (category-aware search) + RAG + Gemini ──▶ ranked
DisposalCards (donation / city_bulky_pickup / junk_haulers /
recycling_collective / hhw / ewaste), Redis-cached
│
▼ user taps a card
/api/card-detail ── two cooperating Redis agents:
Agent 1 research_card_detail (next steps + eligibility constraints, RAG + fetch)
Agent 2 decide_action (summary + recommendation, routes the UI mode)
│
┌───────────────┼───────────────────┬───────────────────────────────┐
▼ ▼ ▼ ▼
mode "summary" mode "form" mode "phone" junk-haulers path
(read + link) Agent S fills the show number to call ┌─────────────────────┐
booking form in a │ /api/haulers/bids │
live Browserbase │ Browserbase finds │
browser (review + │ local haulers w/ │
submit yourself) │ phones → Twilio │
│ texts them ALL → │
│ replies stream back │
│ as price quotes │
└─────────────────────┘
│
▼
/api/chat ── ask follow-up questions, grounded in the location RAG + on-screen cards
│
▼
confirm-disposal ──▶ recorded to Supabase (history + profile stats)
The donate / sell / discard framing, profile stats, and history all live in Supabase; everything AI- or web-grounded runs on the backend so the Gemini / Browserbase / Twilio keys never ship in the app.
┌─────────────────────────┐ ┌──────────────────────────────────────────┐
│ Expo mobile app (src/) │ │ Python FastAPI backend (backend/) │
│ │ │ │
│ • Supabase auth │──JWT───▶│ deps/auth verify Supabase JWT │
│ • Expo Router flow │ │ rrr_identify Gemini vision │
│ • disposal-context │ │ rrr_location_research Browserbase+Gemini │
│ • onboarding-context │ │ rrr_triage home-bin vs special │
│ • WebView live views │ │ rrr_disposal cards (Browserbase+RAG) │
│ • bid quote polling │ │ rrr_card_agent 2 Redis agents │
│ │ │ rrr_chat RAG-grounded chat │
│ │ │ agent_s Agent S form-fill │
│ │ │ rrr_haulers Browserbase hauler disc. │
│ │ │ twilio_bids/_sms SMS bid blast + webhook │
└─────────────────────────┘ └───────────────┬────────────────────────────┘
│ │
▼ ┌──────────┬───────┼──────────┬──────────────┐
Supabase (Postgres+Storage) ▼ ▼ ▼ ▼ ▼
Gemini API Browserbase Redis Stack Twilio (SMS)
(vision + (web search (cache-aside + blast haulers,
text + + fetch + vector RAG + collect quote
embeddings) live sess.) location RAG) replies via webhook
Observability: Arize Phoenix (OpenInference tracing of every agent/LLM stage)
Sentry (captures silent failures hidden behind graceful fallbacks)
- Gemini does vision identification, all text synthesis, and 3072-dim embeddings.
- Browserbase powers live web search + page fetch (so disposal options and haulers are real, not hallucinated) and full cloud browser sessions that Agent S drives via Playwright over CDP, streamed to the phone in a WebView.
- Redis Stack is three things: a cache-aside layer (TTL'd), a vector index for semantic item-query matching, and the persistent location RAG (no TTL) built once during onboarding and shared by triage, cards, card-detail, and chat. It's also the source of truth for live bid sessions (so the SMS webhook and the polling GET agree).
- Twilio runs the junk-hauler bids: after Browserbase discovers local haulers with phone numbers, the backend texts them all a templated quote request in parallel; each reply hits an inbound webhook, gets parsed for a price, and streams into the UI.
- Agent S (
agent_s.py) fills a pickup/booking form in a live Browserbase browser. It is intentionally conservative — it never submits; the user reviews and submits in the live view. - Graceful degradation everywhere: no Twilio number, Browserbase fetch misses, Gemini
JSON-parse failures, Redis/geoip errors all fall back cleanly — and each is reported to
Sentry via
capture_silent_failure()so smooth UX never hides a real failure. Seesentry.md.
| Endpoint | Agent / service | Purpose |
|---|---|---|
GET /health |
— | Public health check |
POST /api/research |
rrr_location_research |
One-time onboarding research → persistent location RAG in Redis |
POST /api/identify |
rrr_identify |
Gemini vision item identification (structured JSON) |
POST /api/triage |
rrr_triage |
First pass: home trash/recycling vs. a special pathway (RAG-grounded) |
POST /api/disposal-options |
rrr_disposal |
Browserbase + RAG + Gemini → ranked DisposalCards (Redis-cached) |
POST /api/card-detail |
rrr_card_agent |
Two Redis agents: research the pathway, then recommend an action/mode |
POST /api/chat |
rrr_chat |
Follow-up Q&A grounded in the location RAG + on-screen cards |
POST /api/agent/form |
agent_s |
Start Agent S filling a booking form in a live Browserbase session |
GET /api/agent/form/{id} |
agent_s |
Poll Agent S form-fill session status |
POST /api/haulers |
rrr_haulers |
Browserbase + Gemini hauler discovery (real businesses w/ phones) |
POST /api/haulers/bids |
twilio_bids |
Discover haulers + text them all a quote request (returns a bid session) |
GET /api/haulers/bids/{id} |
twilio_bids |
Poll the bid session — quotes stream in as haulers reply |
POST /api/haulers/sms-webhook |
twilio_bids |
Twilio inbound webhook — a hauler's reply becomes a quote |
POST /api/schedule |
rrr_schedule |
Gemini scheduling-confirmation copy |
POST /api/services |
rrr_service_discovery |
Browserbase + Gemini donate/sell/discard service discovery |
GET/POST /api/location/* |
geoip / location |
IP location detect + municipal rule sets |
POST /api/recycle, /api/recycle/upload |
agent/orchestrator |
Legacy recycling-instruction pipeline (text/image) |
GET /debug/sentry-test |
— | Emits a test Sentry event (remove/protect in prod) |
/api/* routes verify a Supabase JWT when AUTH_REQUIRED=true; in dev
(AUTH_REQUIRED=false) they allow anonymous access and attach the user id when a token
is present. The Twilio webhook is unauthenticated (called by Twilio) and optionally
verifies the X-Twilio-Signature header.
- Node.js 20+ (mobile app) and Python 3.11+ (backend)
- Docker for Redis Stack (the Search module powers the vector index + RAG)
- A Supabase project
- A Google Gemini API key — https://aistudio.google.com/apikey
- A Browserbase API key + matching project ID — https://browserbase.com (the project ID must belong to the same account/project that issued the key)
- (optional) a Twilio account (SMS hauler bids), a Sentry DSN, and an Arize Phoenix endpoint + key
- The app runs in Expo Go for quick testing; live Browserbase views render in a
react-native-webview.
- Create a project at https://supabase.com.
- Authentication → Providers → Email: enable email/password.
- SQL editor → run
supabase/schema.sql(createsprofilesanditems, the leaderboard view, theitem-photosbucket, stats triggers, and RLS on everything). - Project Settings → API → copy the Project URL and anon/publishable key.
- (optional) add a test user with Auto Confirm User for an easy dev login.
npm install
cp .env.example .envFill in .env:
EXPO_PUBLIC_SUPABASE_URL=https://your-project.supabase.co
EXPO_PUBLIC_SUPABASE_ANON_KEY=your-anon-or-publishable-key
EXPO_PUBLIC_API_URL=http://localhost:8000
# Optional
EXPO_PUBLIC_SENTRY_DSN= # same DSN works for app + backend
# Dev-only: prefill the login form so you don't retype an account each reload
# EXPO_PUBLIC_DEV_EMAIL=admin@rrr.test
# EXPO_PUBLIC_DEV_PASSWORD=your-dev-password
npx expo start --clearScan the QR with Expo Go (phone + computer on the same Wi-Fi).
.envis gitignored.EXPO_PUBLIC_*values are embedded in the app bundle — fine for the Supabase anon key (protected by RLS). Gemini / Browserbase / Twilio keys are never in the app; they live only on the backend. On a physical device setEXPO_PUBLIC_API_URLto your machine's LAN IP (e.g.http://192.168.x.x:8000), notlocalhost.
cd backend
python -m venv .venv
.venv\Scripts\activate # Windows
# source .venv/bin/activate # macOS / Linux
pip install -r requirements.txt
cp app/.env.example app/.envFill in backend/app/.env (only the keys matter; the rest have sane defaults):
GOOGLE_API_KEY=your-gemini-key
GEMINI_MODEL=gemini-2.5-flash
BROWSERBASE_API_KEY=your-browserbase-key
BROWSERBASE_PROJECT_ID=your-browserbase-project-id # must match the key's account
REDIS_ENABLED=true
REDIS_URL=redis://localhost:6379/0
# Twilio — optional; enables the hauler SMS "bids" flow. Without it, the app still
# discovers haulers and shows tap-to-call numbers (no auto-texting).
TWILIO_ACCOUNT_SID=
TWILIO_AUTH_TOKEN=
TWILIO_FROM_NUMBER= # E.164 SMS-capable number, e.g. +14155551234
TWILIO_VALIDATE_SIGNATURE=false # verify X-Twilio-Signature on the inbound webhook
# Optional Supabase JWT verification (leave false for dev)
SUPABASE_URL=
SUPABASE_ANON_KEY=
AUTH_REQUIRED=false
# Observability (optional)
SENTRY_DSN= # captures silent failures; blank = disabled
PHOENIX_COLLECTOR_ENDPOINT= # Arize Phoenix tracing; blank = disabled
PHOENIX_API_KEY=
Agent S form automation needs Playwright's Chromium once:
playwright install chromiumStart Redis Stack (provides the Search module the vector index + RAG need):
docker run -d --name recycle-redis -p 6379:6379 redis/redis-stack-server:latest
# after a reboot: docker start recycle-redisRedis holds cache + vector index + the persistent location RAG + live bid sessions. The RAG (built once per zip during onboarding) has no TTL so it survives restarts; everything else is TTL'd. Skip cleanly with
REDIS_ENABLED=false— the backend still boots and degrades.
Run the backend (bind all interfaces so a physical device can reach it):
uvicorn app.main:app --reload --host 0.0.0.0 --port 8000Twilio webhook: for haulers to reply, Twilio must reach
POST /api/haulers/sms-webhook. In local dev, expose the backend with a tunnel (e.g.ngrok http 8000) and set that URL as the Messaging webhook on your Twilio number.
Verify: http://localhost:8000/health → {"ok":true,"status":"ok"}. From the phone's
browser, http://<your-LAN-IP>:8000/health should match (allow Python through the
firewall if it times out).
src/
app/ Expo Router screens
(auth)/ login, signup
(tabs)/ index (home), history, profile
onboarding.tsx permissions → address → build local RAG
camera.tsx full-screen capture
flow/ processing → confirm → triage →
home-disposal | (location) → results → action →
agent-form | confirm-disposal · chat
item/[id].tsx item detail
components/ ui, flow, disposal, chat, camera, item, leaderboard, effects
contexts/ auth-context, onboarding-context, disposal-context
hooks/ use-auth, use-profile, use-items, use-camera,
use-theme, use-follow-through
services/ supabase, auth, api, onboarding, items, storage
constants/theme.ts warm flat design system (light-mode only)
types/, utils/
backend/
app/
main.py FastAPI app, Sentry init, Phoenix tracing, router wiring
config.py settings (reads app/.env and backend/.env)
observability.py Phoenix spans + Sentry capture_silent_failure()
api/ rrr (agentic), location, recycle routers
deps/auth.py Supabase JWT verification
schemas/rrr.py request/response models
services/
rrr_identify.py Gemini vision identification
rrr_location_research.py onboarding research → persistent location RAG
rrr_triage.py home-bin vs special-pathway triage
rrr_disposal.py ranked DisposalCards (Browserbase + RAG + Gemini)
rrr_card_agent.py two cooperating Redis agents (detail + recommendation)
rrr_chat.py RAG-grounded follow-up chat
agent_s.py Agent S form-fill over a live Browserbase session
rrr_haulers.py Browserbase + Gemini hauler discovery (real phones)
twilio_bids.py multi-hauler SMS bid orchestration + inbound reply handling
twilio_sms.py thin Twilio SMS wrapper (graceful when unconfigured)
rrr_schedule.py scheduling-confirmation copy
browserbase.py search / fetch / live sessions
gemini.py, embeddings.py, vision.py
cache.py, item_index.py (Redis cache + vector index), geoip.py
agent/, rules_cache.py, ... (legacy recycle orchestrator)
data/ bundled municipal rule sets (berkeley, stanford, ucla, ann_arbor)
evals/ Phoenix eval harness + sentry_probe.py
requirements.txt
supabase/schema.sql DB schema + RLS policies
sentry.md observability writeup: what Sentry catches that the app hides
- Gemini / Browserbase / Twilio keys are backend-only and never reach the app.
- When
AUTH_REQUIRED=true, the backend verifies the Supabase JWT before doing any work. The Twilio inbound webhook is called by Twilio (no app JWT) and can verify theX-Twilio-Signatureheader (TWILIO_VALIDATE_SIGNATURE=true). - All Supabase tables have Row Level Security; the anon key can only touch the signed-in user's rows. The leaderboard view exposes aggregate counts + a non-PII handle.
- Agent S never auto-submits — it pre-fills the form in a live browser the user watches; the user reviews and submits. Hauler bids are sent to businesses' public quote lines, not personal numbers.
- Every external dependency degrades gracefully and reports the masked failure to
Sentry (see
sentry.md). Phoenix traces every agent and LLM call. .envfiles are gitignored in both the app (.env) and backend (backend/app/.env).