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Replace std-based channel selection (which incorrectly picked green for green-tinted VIN stickers) with per-pixel min(B,G,R). White text stays 255 in all channels while colored backgrounds drop to their weakest channel value, giving 2x contrast improvement. Add morphological opening after thresholding to remove noise speckles from car body surface that were confusing Tesseract's page segmentation. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
MotoVaultPro — Simplified Architecture
9-container architecture (6 application + 3 logging) with integrated platform feature.
Requirements
- Mobile + Desktop: Implement and test every feature on both.
- Docker-first, production-only: All testing and validation in containers.
- See
CLAUDE.mdfor development partnership guidelines.
Staging and Production Commands. NOT FOR DEVELOPMENT (containers)
make setup # build + start + migrate (uses mvp-* containers)
make start # start 5 services
make rebuild #
make logs # tail all logs
make migrate # run DB migrations
Documentation
- AI context:
.ai/context.json(architecture, quick start, metadata) - Sprint workflow:
.ai/workflow-contract.json(issue tracking) - Docs hub:
docs/README.md - Features:
backend/src/features/{name}/README.md - Frontend:
frontend/README.md - Backend core:
backend/src/core/README.md
URLs and Hosts
- Frontend:
https://motovaultpro.com - Backend health:
https://motovaultpro.com/api/health
Operational Commands
- View active environment on production:
sudo cat /opt/motovaultpro/config/deployment/state.json - Switch traffic between environments on production:
sudo ./scripts/ci/switch-traffic.sh blue instant - View which container images are running:
docker ps --format 'table {{.Names}}\t{{.Image}}' - Flush all redis cache:
docker compose exec -T mvp-redis sh -lc "redis-cli FLUSHALL" - Flush all backup data on staging before restoring:
docker compose exec mvp-postgres psql -U postgres -d motovaultpro -c "TRUNCATE TABLE backup_history, backup_schedules, backup_settings RESTART IDENTITY CASCADE;"
Development Workflow
MotoVaultPro Development Workflow
============================================================================
SPRINT ISSUE SELECTION
----------------------
+--------------------+ +---------------------+
| Gitea Issue Board | | status/backlog |
| (Source of Truth) |------->| |
+--------------------+ +----------+----------+
|
v
+---------------------+
| status/ready |
| (Current Sprint) |
+----------+----------+
|
Select smallest + highest priority
|
v
+---------------------+
| status/in-progress |
+----------+----------+
|
============================================================================
PRE-PLANNING SKILLS (Optional)
------------------------------
|
+-----------------------------------+-----------------------------------+
| | |
v v v
+------------------+ +------------------+ +------------------+
| CODEBASE | | PROBLEM | | DECISION |
| ANALYSIS SKILL | | ANALYSIS SKILL | | CRITIC SKILL |
+------------------+ +------------------+ +------------------+
| When: Unfamiliar | | When: Complex | | When: Uncertain |
| area | | problem | | approach |
+------------------+ +------------------+ +------------------+
============================================================================
PLANNER SKILL: PLANNING WORKFLOW
---------------------------------
+---------------------+
| PLANNING |
| (Context, Scope, |
| Decision, Refine) |
+----------+----------+
|
v
+---------------------------------------+
| PLAN REVIEW CYCLE |
| (All results posted to Issue) |
+---------------------------------------+
|
v
+---------------------+
+------>| QR: plan-complete- |
| | ness |
| +----------+----------+
| |
[FAIL] | [PASS] |
| v
| +---------------------+
| | QR: plan-code |
| | (RULE 0/1/2) |
| +----------+----------+
| |
[FAIL]-----+ [PASS] |
v
+---------------------+
+------>| TW: plan-scrub |
| +----------+----------+
| |
| v
| +---------------------+
| | QR: plan-docs |
| +----------+----------+
| |
[FAIL]-----+ [PASS] |
v
+---------------------+
| PLAN APPROVED |
+----------+----------+
|
============================================================================
EXECUTION
---------
|
v
+---------------------+
| Create Branch |
| issue-{N}-{slug} |
+----------+----------+
|
v
+---------------------------------------+
| MILESTONE EXECUTION |
| (Parallel Developer Agents) |
+---------------------------------------+
|
+---------------------------------------------------------+
| +---------------+ +---------------+ +---------------+
| | FEATURE AGENT | | FRONTEND | | PLATFORM |
| | (Backend) | | AGENT (React) | | AGENT |
| +-------+-------+ +-------+-------+ +-------+-------+
| | | |
| +------------------+------------------+
| |
| Delegate to DEVELOPER role-agent
| |
+---------------------------------------------------------+
|
v
+---------------------+
+------>| QR: post- |
| | implementation |
| +----------+----------+
| |
| [FAIL] | [PASS]
| | |
+------+ v
+---------------------+
| TW: Documentation |
+----------+----------+
|
============================================================================
PR AND REVIEW
-------------
|
v
+---------------------+
| Open PR |
| Fixes #{N} |
+----------+----------+
|
v
+---------------------+
| status/review |
+----------+----------+
|
v
+---------------------------------------+
| QUALITY AGENT |
| (Final Gatekeeper - ALL GREEN) |
+---------------------------------------+
|
+-----------------------+-----------------------+
v v v
+------------------+ +------------------+ +------------------+
| npm run lint | | npm run type- | | npm test |
| | | check | | |
+------------------+ +------------------+ +------------------+
| | |
v v v
+------------------+ +------------------+ +------------------+
| Mobile Viewport | | Desktop Viewport | | RULE 0/1/2 |
| (320px, 768px) | | (1920px) | | Review |
+------------------+ +------------------+ +------------------+
| | |
+-----------------------+-----------------------+
|
[FAIL] | [PASS]
| | |
v | v
+---------------+ | +---------------------+
| Fix & Iterate |<--------+ | PR APPROVED |
+---------------+ +----------+----------+
|
============================================================================
COMPLETION
----------
+---------------------+
| Merge PR to main |
+----------+----------+
|
v
+---------------------+
| status/done |
+----------+----------+
|
v
+---------------------+
| DOC-SYNC SKILL |
+---------------------+
============================================================================
LEGEND
------
Skills: codebase-analysis, problem-analysis, decision-critic, planner, doc-sync
Role-Agents: Developer, Technical Writer (TW), Quality Reviewer (QR), Debugger
Domain Agents: Feature Agent, Frontend Agent, Platform Agent, Quality Agent
Labels: status/backlog -> status/ready -> status/in-progress -> status/review -> status/done
Commits: {type}: {summary} (refs #{N}) | Types: feat, fix, chore, docs, refactor, test
Branches: issue-{N}-{slug} | Example: issue-42-add-fuel-report
SUB-ISSUE PATTERN (multi-file features)
----------------------------------------
Parent: #105 "feat: Add Grafana dashboards"
Sub: #106 "feat: Dashboard provisioning (#105)" <-- parent index in title
Branch: issue-105-add-grafana-dashboards <-- ONE branch, parent index
Commit: feat: add provisioning (refs #106) <-- refs specific sub-issue
PR: feat: Add Grafana dashboards (#105) <-- ONE PR, parent index
Body: Fixes #105, Fixes #106, Fixes #107... <-- closes all
QUALITY RULES
-------------
RULE 0 (CRITICAL): Production reliability - unhandled errors, security, resource exhaustion
RULE 1 (HIGH): Project conformance - mobile+desktop, naming conventions, CI/CD pass
RULE 2 (SHOULD_FIX): Structural quality - god objects, duplicate logic, dead code
```
See `.ai/workflow-contract.json` for the complete workflow specification.