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CLAUDE.md — AgentForge x Ghostfolio
Project Overview
This is AgentForge x Ghostfolio — an AI-powered financial agent layer being built on top of Ghostfolio, an open-source wealth management application. The goal is to add a conversational AI assistant that can analyze portfolios, provide market insights, execute trades, assess risk, and help users manage their finances through natural language.
What Ghostfolio Is (The Foundation)
Ghostfolio is a privacy-first, open-source personal finance dashboard for tracking stocks, ETFs, funds, and cryptocurrencies across multiple accounts and platforms. It provides:
- Multi-account portfolio tracking with performance analytics (ROAI, ROI, TWR, MWR)
- Risk analysis via portfolio rules (cluster risk, currency risk, fee ratios, etc.)
- Multi-currency support with automatic exchange rate conversion
- Multiple data providers (Yahoo Finance, CoinGecko, Alpha Vantage, EOD Historical Data, etc.)
- Import/export of transactions, public portfolio sharing, and an admin panel
What AgentForge Adds (The AI Layer)
AgentForge introduces an AI agent module that integrates with Ghostfolio's existing services:
- Conversational AI assistant — natural language interface for portfolio queries and actions
- Multi-agent orchestration — Coordinator, Analyst, Executor, and Risk Manager agents
- Tool registry — AI-callable tools wrapping Ghostfolio services (portfolio analysis, market data, trade execution, risk assessment, goal tracking)
- Real-time streaming — Server-Sent Events (SSE) for streaming AI responses
- Conversation memory — persistent chat history stored in PostgreSQL via Prisma
- Permission-based tool access — tools gated by user roles and subscription tier
Tech Stack
| Layer | Technology |
|---|---|
| Monorepo | Nx 21.x |
| Backend | NestJS 11.x (TypeScript 5.9) |
| Frontend | Angular 21.x with Angular Material |
| Database | PostgreSQL 15 via Prisma 6.x ORM |
| Cache | Redis (Bull queues for background jobs) |
| AI/LLM | LangChain / LangGraph (planned) |
| Auth | JWT, Google OAuth, OIDC, WebAuthn (Passport strategies) |
| Containerization | Docker / Docker Compose |
| i18n | Angular i18n (12 languages) |
Repository Structure
ghostfolio/
├── apps/
│ ├── api/ # NestJS backend (REST API)
│ │ └── src/
│ │ ├── app/ # Feature modules (controllers + services)
│ │ │ ├── portfolio/ # Portfolio controller & service
│ │ │ ├── order/ # Order/activity controller & service
│ │ │ ├── account/ # Account controller & service
│ │ │ ├── admin/ # Admin controller
│ │ │ ├── auth/ # Auth controller + strategies
│ │ │ ├── user/ # User controller & service
│ │ │ ├── import/ # CSV/JSON import
│ │ │ ├── export/ # Portfolio export
│ │ │ └── ... # Additional feature modules
│ │ ├── services/ # Shared backend services
│ │ │ ├── data-provider/ # Multi-provider data aggregation
│ │ │ ├── exchange-rate-data/ # Currency exchange rates
│ │ │ ├── portfolio-snapshot/ # Portfolio snapshot queue
│ │ │ ├── data-gathering/ # Background data jobs
│ │ │ └── ...
│ │ ├── interceptors/ # Request/response interceptors
│ │ ├── guards/ # Auth & permission guards
│ │ └── models/rules/ # Portfolio analysis rules
│ └── client/ # Angular frontend (PWA)
│ └── src/
│ ├── app/
│ │ ├── pages/ # Route-level page components
│ │ ├── components/ # Shared page-level components
│ │ └── services/ # HTTP client services
│ ├── locales/ # i18n translation files
│ └── styles/ # Global SCSS styles
├── libs/
│ ├── common/ # Shared TypeScript types, interfaces, helpers
│ │ └── src/lib/
│ │ ├── interfaces/ # 100+ shared interface definitions
│ │ ├── types/ # Shared type aliases
│ │ └── helper/ # Utility functions
│ └── ui/ # Angular component library + Storybook
│ └── src/lib/ # Reusable UI components (tables, charts, forms)
├── prisma/
│ ├── schema.prisma # Database schema (all models defined here)
│ ├── migrations/ # Prisma migration history
│ └── seed.ts # Database seeding script
├── docker/ # Docker Compose configs (dev, build, prod)
├── .github/workflows/ # CI/CD (lint, test, build, Docker publish)
└── CLAUDE.md # This file
TypeScript Path Aliases
@ghostfolio/api/* → apps/api/src/*
@ghostfolio/client/* → apps/client/src/app/*
@ghostfolio/common/* → libs/common/src/lib/*
@ghostfolio/ui/* → libs/ui/src/lib/*
Key Commands
Development
npm run start:server # Start NestJS API with file watching
npm run start:client # Start Angular dev server (localhost:4200/en)
npm run start:storybook # Start Storybook UI component browser
Build
npm run build:production # Full production build (API + Client + Storybook)
npm run watch:server # Watch mode API build
Test
npm test # Run ALL tests (uses .env.example, 4 parallel workers)
npm run test:api # Run API tests only
npm run test:common # Run common lib tests only
npm run test:ui # Run UI lib tests only
Tests use Jest and require environment variables from .env.example (loaded via dotenv-cli).
Lint & Format
npm run lint # Lint entire codebase (ESLint)
npm run format:check # Check Prettier formatting
npm run format:write # Auto-fix formatting
Database
npm run database:setup # Push schema + seed (for initial setup)
npm run database:push # Sync Prisma schema to DB (no migration)
npm run database:migrate # Run Prisma migrations
npm run database:seed # Seed database with initial data
npm run database:gui # Open Prisma Studio (DB browser)
npm run database:generate-typings # Regenerate Prisma client types
npm run database:format-schema # Format schema.prisma
Docker (local development infrastructure)
docker-compose -f docker/docker-compose.dev.yml up # Start PostgreSQL + Redis
docker-compose -f docker/docker-compose.build.yml up # Build & run full app locally
Key Backend Services
PortfolioService (apps/api/src/app/portfolio/portfolio.service.ts)
The core service. Calculates portfolio performance (ROAI, ROI, TWR, MWR), aggregates holdings across accounts, generates risk analysis reports, handles time-range filtering (1d, WTD, MTD, YTD, 1Y, 5Y, Max), and manages portfolio snapshots.
OrderService (apps/api/src/app/order/order.service.ts)
CRUD for activities/transactions. Handles BUY, SELL, DIVIDEND, FEE, INTEREST, and LIABILITY activity types. Triggers data gathering for new assets and emits portfolio change events for cache invalidation.
AccountService (apps/api/src/app/account/account.service.ts)
Manages trading accounts and platforms. Calculates account balances, retrieves account history, and handles account-level exclusions from portfolio calculations.
DataProviderService (apps/api/src/services/data-provider/data-provider.service.ts)
Orchestrates multiple market data providers (Yahoo Finance, CoinGecko, Alpha Vantage, etc.). Fetches quotes, historical data, asset profiles, and dividends. Handles provider-specific API keys and rate limiting.
ExchangeRateDataService (apps/api/src/services/exchange-rate-data/exchange-rate-data.service.ts)
Manages currency exchange rates with caching. Initializes currency pairs on module load, fills historical gaps via forward-fill, and supports derived currencies.
Database Models (Prisma)
Key models in prisma/schema.prisma:
| Model | Purpose |
|---|---|
User |
User accounts with roles (ADMIN, USER) and auth provider |
Account |
Trading/brokerage accounts linked to platforms |
Order |
Transaction records (BUY, SELL, DIVIDEND, FEE, etc.) |
SymbolProfile |
Asset metadata (stocks, ETFs, crypto) with data source |
MarketData |
Historical price data with market state |
AccountBalance |
Historical account balance snapshots |
Tag |
Transaction/holding tags for filtering |
Access |
Portfolio sharing/access control tokens |
Subscription |
Premium subscription records |
Analytics |
User activity analytics |
ApiKey |
API key management |
AuthDevice |
WebAuthn device registration |
Platform |
Trading platform references |
Property |
Application-level key-value configuration |
Settings |
User settings (JSON) |
Key API Routes
| Method | Route | Purpose |
|---|---|---|
GET |
/api/v1/portfolio/details |
Full portfolio details |
GET |
/api/v1/portfolio/holdings |
Current holdings |
GET |
/api/v1/portfolio/performance |
Performance metrics |
GET |
/api/v1/portfolio/report |
Risk analysis report |
GET/POST/PUT/DELETE |
/api/v1/order |
Activity CRUD |
GET/POST/PUT/DELETE |
/api/v1/account |
Account CRUD |
POST |
/api/v1/import |
Import transactions |
GET |
/api/v1/export |
Export portfolio |
POST |
/api/v1/auth/anonymous |
Token-based login |
GET |
/api/v1/auth/google |
Google OAuth |
GET |
/api/v1/health |
Health check |
GET |
/api/v1/info |
System info |
GET |
/api/v1/public/:accessId/portfolio |
Public portfolio |
AgentForge Integration Plan
The AI agent layer will be implemented as a new NestJS module within the API app:
New Module: apps/api/src/app/agent-forge/
agent-forge/
├── agent-forge.module.ts # NestJS module registration
├── agent-forge.controller.ts # REST + SSE endpoints
├── agent-forge.service.ts # Core orchestration service
├── tools/ # AI-callable tool definitions
│ ├── portfolio-analysis.tool.ts # Wraps PortfolioService
│ ├── market-data.tool.ts # Wraps DataProviderService
│ ├── trade-execution.tool.ts # Wraps OrderService
│ ├── risk-assessment.tool.ts # Wraps portfolio rules engine
│ └── goal-tracking.tool.ts # Financial goal management
├── agents/ # Multi-agent definitions
│ ├── coordinator.agent.ts # Routes queries to specialist agents
│ ├── analyst.agent.ts # Portfolio & market analysis
│ ├── executor.agent.ts # Trade execution with confirmation
│ └── risk-manager.agent.ts # Risk assessment & guardrails
├── memory/ # Conversation persistence
│ └── conversation.service.ts # Chat history via Prisma
└── streaming/ # Real-time response streaming
└── sse.service.ts # Server-Sent Events
New Prisma Models (to be added)
Conversation— chat session metadata (userId, title, timestamps)Message— individual messages (role, content, toolCalls, tokens)FinancialGoal— user-defined financial goals with progress tracking
Key Design Principles
- Wrap, don't replace — AI tools call existing Ghostfolio services; no duplicate business logic
- Permission-gated tools — tool access respects user roles and subscription tiers
- Human-in-the-loop — trade execution requires explicit user confirmation
- Streaming-first — all AI responses use SSE for real-time token delivery
- Auditable — all tool invocations are logged for compliance and debugging
Coding Conventions
- Backend patterns: NestJS modules with controller + service pairs, dependency injection throughout
- Frontend patterns: Angular standalone components, lazy-loaded routes, Angular Material UI
- Naming: PascalCase for classes/interfaces, camelCase for variables/functions, kebab-case for file names
- Imports: Use
@ghostfolio/path aliases — never relative paths across app/lib boundaries - Testing: Jest for all tests; test files co-located with source as
*.spec.ts - Database changes: Always update
prisma/schema.prisma, then runnpm run database:pushor create a migration - Shared types: Define interfaces in
libs/common/src/lib/interfaces/, export via barrel files - UI components: Reusable components go in
libs/ui/, page-specific components stay inapps/client/
Environment Variables
Required variables (see .env.example):
COMPOSE_PROJECT_NAME=ghostfolio
POSTGRES_DB=ghostfolio-db
POSTGRES_USER=user
POSTGRES_PASSWORD=<password>
DATABASE_URL=postgresql://user:password@localhost:5432/ghostfolio-db
REDIS_HOST=localhost
REDIS_PORT=6379
REDIS_PASSWORD=<password>
ACCESS_TOKEN_SALT=<random-string>
JWT_SECRET_KEY=<random-string>