AGENTS.md

This file provides guidance for AI coding agents (Codex, Copilot, Cursor, Zed, OpenCode).

Project Overview

agent_delta - FastAPI application generated with Full-Stack AI Agent Template.

Stack: FastAPI + Pydantic v2, PostgreSQL , JWT + API Key auth, Redis , pydantic_deep (openai), RAG (qdrant), Next.js 15 (i18n)

Commands

# Run server
cd backend && uv run uvicorn app.main:app --reload

# Tests & lint
pytest
ruff check . --fix && ruff format .

# Migrations
uv run alembic upgrade head
uv run alembic revision --autogenerate -m "Description"

# RAG
uv run agent_delta rag-ingest /path/to/file.pdf --collection docs
uv run agent_delta rag-search "query" --collection docs

# Sync Sources
uv run agent_delta cmd rag-sources
uv run agent_delta cmd rag-source-add
uv run agent_delta cmd rag-source-sync

Project Structure

backend/app/
├── api/routes/v1/    # Endpoints
├── services/         # Business logic
├── repositories/     # Data access
├── schemas/          # Pydantic models
├── db/models/        # DB models
├── agents/           # AI agents
├── rag/              # RAG (embeddings, vector store, ingestion)
│   └── connectors/   # Sync source connectors
└── commands/         # CLI commands

Key Conventions

db.flush() in repositories, not commit()
Services raise NotFoundError, AlreadyExistsError
Separate Create, Update, Response schemas
Commands auto-discovered from app/commands/
Document ingestion via CLI and API upload
Sync sources: configurable connectors with scheduled sync

More Info

docs/architecture.md - Architecture details
docs/adding_features.md - How to add features
docs/testing.md - Testing guide
docs/patterns.md - Code patterns

1.8 KiB Raw Permalink Blame History