A "Claude Code"-style AI agent repositioned as an oracle: a single source of truth queryable in natural language. Anyone asks a question in natural language and gets a useful, reliable, and friendly answer, based exclusively on approved sources.

• Knowledge base in Notion via MCP (Model Context Protocol) — the agent consumes only released documents.
• Natural-language questions about the ecosystem's business rules and operational data (e.g., student results), with answers in plain language.
• Nothing confidential is ingested or exposed — content comes only from sources permitted by the Notion MCP's access restrictions.
• Built for production, with its own URL/domain and a product-like appearance.

• Framework: FastAPI (Python 3.13+)
• ORM: SQLAlchemy 2.0 (async asyncpg + sync psycopg)
• Migrations: Alembic
• Validation: Pydantic v2
• Knowledge base: Notion via MCP
• Scheduler: APScheduler (PostgreSQL jobstore)
• Package manager: UV

Spatie Laravel Beyond CRUD pattern adapted to FastAPI, in three layers:

• src/app/ — entry points (HTTP, console/jobs)
• src/domain/ — business logic, organized by subdomain (bounded contexts)
• src/support/ — cross-cutting tooling (infra, integrations, utils)

Start with CLAUDE.md (rules and condensed overview) and docs/architecture.md (full architecture).

# Start the application
uvicorn main:app --reload

# Migrations
alembic upgrade head

# Seeds
python -m database.seeds

# Tests
pytest

Still to be decided together (don't make assumptions): the interface (web chat vs. code context), the agent's internal architecture, the knowledge base ingestion/update strategy, and the authentication layer (there will be auth restricted to the ecosystem; the mechanism is yet to be defined).

• docs/architecture.md — full architecture
• docs/actions-vs-services.md — Action vs Domain Service
• docs/conventions.md — naming and style
• docs/adding-new-domain.md — creating a new subdomain
• docs/database-guide.md — migrations, seeds, factories
• docs/testing-guide.md — testing
• docs/scaffolding-guide.md — make:* commands