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Randall Stillwell 3864219f0a Backfill: prefer fieldData over top-level + auto-load .env
While running the backfill against production we found that many
cards had user-corrected values trapped in fieldData with stale
OCR originals in the top-level column (e.g. LaGay: top-level
email "lagayferters@yahoo.com" vs fieldData "lagayfenters@yahoo.com").

The previous "only promote when top-level is empty" rule skipped
these — so the list view, search, and CSV export still showed the
stale OCR data even though the detail view showed the correction.

New rule:
  - When fieldData[canonical] is non-empty, promote it to the
    top-level column (regardless of whether the top-level column
    already has a value). Reasoning: pre-fix, the UI saved
    non-core edits only to fieldData, so any non-empty
    fieldData[canonical] is the user's most recent value (or
    matches the OCR original — harmless either way). Verified
    against the prod DB that fieldData never contains
    firstName/lastName/name, so there is no risk of reverting
    user-edited names.

Also:
  - Adds `import "dotenv/config"` so `npx tsx` picks up .env.
  - Logs fill-empty vs overwrite counts and a sample of conflicts
    (top-level → fieldData) so the dry-run is easy to audit.

Applied against prod: 23 form fields flipped, ~3127 values
promoted across 901 cards, 282 names recomputed. Re-run dry-run
reports 0 remaining changes.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-23 15:09:08 -05:00
.convoys Bootstrap agent-context pipeline (L1 + L2 + L3) 2026-05-23 14:55:18 -05:00
.cursor Bootstrap agent-context pipeline (L1 + L2 + L3) 2026-05-23 14:55:18 -05:00
.github Bootstrap agent-context pipeline (L1 + L2 + L3) 2026-05-23 14:55:18 -05:00
docs Bootstrap agent-context pipeline (L1 + L2 + L3) 2026-05-23 14:55:18 -05:00
prisma Add change password to profile, persist all profile fields to DB 2026-04-17 15:35:24 -05:00
public Add OG/Twitter sharing metadata and screenshot for all marketing pages 2026-04-16 20:34:26 -05:00
scripts Backfill: prefer fieldData over top-level + auto-load .env 2026-05-23 15:09:08 -05:00
src Bootstrap agent-context pipeline (L1 + L2 + L3) 2026-05-23 14:55:18 -05:00
tests/smoke Bootstrap agent-context pipeline (L1 + L2 + L3) 2026-05-23 14:55:18 -05:00
.agent-context-manifest.yml Bootstrap agent-context pipeline (L1 + L2 + L3) 2026-05-23 14:55:18 -05:00
.dockerignore Build Echo OCR app: full-stack response card scanner 2026-03-10 07:17:45 -05:00
.env.example Add in-app Contact Support dialog and Help Center docs 2026-04-24 15:10:56 -05:00
.gitignore Bootstrap agent-context pipeline (L1 + L2 + L3) 2026-05-23 14:55:18 -05:00
AGENTS.md Bootstrap agent-context pipeline (L1 + L2 + L3) 2026-05-23 14:55:18 -05:00
components.json feat: initial commit 2026-03-09 15:31:45 -05:00
docker-compose.yml Build Echo OCR app: full-stack response card scanner 2026-03-10 07:17:45 -05:00
Dockerfile Lower build memory ceiling to 1024MB and clean npm cache in deps layer 2026-04-07 23:14:09 -05:00
eslint.config.mjs Initial commit from Create Next App 2026-03-09 15:31:21 -05:00
next.config.ts Add SFTP support: replace FTP-only TLS toggle with protocol selector 2026-04-17 15:12:54 -05:00
package-lock.json Add SFTP support: replace FTP-only TLS toggle with protocol selector 2026-04-17 15:12:54 -05:00
package.json Bootstrap agent-context pipeline (L1 + L2 + L3) 2026-05-23 14:55:18 -05:00
postcss.config.mjs Initial commit from Create Next App 2026-03-09 15:31:21 -05:00
prisma.config.ts Build Echo OCR app: full-stack response card scanner 2026-03-10 07:17:45 -05:00
README.md Build Echo OCR app: full-stack response card scanner 2026-03-10 07:17:45 -05:00
start.sh Remove --skip-generate flag from prisma db push 2026-03-10 14:03:20 -05:00
tsconfig.json Bootstrap agent-context pipeline (L1 + L2 + L3) 2026-05-23 14:55:18 -05:00
vercel.json Migrate to Vercel + Supabase + Upstash production stack 2026-04-15 23:51:44 -05:00

Echo OCR

OCR-powered response card scanner and management tool for Echo Life Church.

Scans front/back of paper response cards (PDF or images), extracts structured data using a local Ollama vision model, stores results in PostgreSQL, and serves them through a modern filterable table UI.

Stack

  • Next.js 15 (App Router) + Tailwind CSS v4 + shadcn/ui
  • TanStack Table for data tables with filtering, sorting, pagination
  • Prisma + PostgreSQL for data storage
  • Ollama (local LLM) for OCR via vision models (LLaVA 7B recommended)
  • MinIO (S3-compatible) for PDF/image storage
  • Docker for deployment via Coolify

Local Development

Prerequisites

  • Node.js 18+
  • Docker + Docker Compose (for PostgreSQL + MinIO)
  • Ollama running locally with a vision model (ollama pull llava:7b)
  • GraphicsMagick (brew install graphicsmagick) for PDF-to-image conversion

Setup

# Install dependencies
npm install

# Start local PostgreSQL + MinIO
docker compose up -d postgres minio

# Create MinIO bucket (visit http://localhost:9001, login minioadmin/minioadmin)

# Push database schema
npm run db:push

# Start dev server
npm run dev

Open http://localhost:3000.

Environment Variables

Copy .env.example to .env and configure:

cp .env.example .env

Deployment (Coolify)

See the deployment section in the project plan for step-by-step Coolify setup instructions including PostgreSQL, MinIO bucket creation, Ollama configuration, and Traefik routing.

API Endpoints

Method Path Description
GET /api/cards List cards (filters, pagination, search)
POST /api/cards Create a card
GET /api/cards/[id] Get card with presigned image URLs
PUT /api/cards/[id] Update card fields
DELETE /api/cards/[id] Delete card and images
POST /api/cards/[id]/export Mark card as exported
POST /api/upload Upload PDF/images for OCR
GET /api/jobs List processing jobs
GET /api/stats Card count statistics
GET/PUT /api/settings App settings
POST /api/watch Start/stop folder monitoring
GET /api/images/[...path] Proxy images from MinIO