data · orm

Alembic

3 production projects and 1 rule set built with Alembic.

Production projects

Desktop & Web AI Agent Workspace AI-agent MindsHub (formerly MindsDB) Splitting the client, API and agent into separately versioned git submodules lets each ship on its own cadence (a signed desktop app, a PyPI server package, an agent package), while one Makefile and one docker-compose.yml still bring the whole stack up together.
Local AI Voice Cloning & Speech Studio Hybrid VoiceStudio Heavy model work stays in a Python FastAPI backend with a pluggable, hardware-aware engine registry. Desktop, web, MCP and remote-worker clients all use the same local API, so voice models run on the user's own GPU without a cloud dependency.
Data Pipeline Engine Hybrid Mage AI A Tornado Python server handles orchestration over a SQLAlchemy and Alembic-modeled Postgres database, while the pipeline editor ships as an independent Next.js frontend, and Spark or dbt support is layered in through opt-in Docker images and bundled adapters.

Often used with Alembic

Every rule ships as files

AGENTS.md rules and agent skills with Alembic

fastapi-python-postgres/AGENTS.mdFastAPI + Python + PostgreSQL (Async SQLAlchemy & Pydantic v2)Production guidelines for FastAPI, Pydantic v2 validation, Async SQLAlchemy 2.0 (asyncpg), Alembic migrations, and PostgreSQL/Redis. intermediate

Questions about Alembic

How many production projects use Alembic?

3 verified production projects in the STACK IT FAST directory use Alembic, each with a full architecture breakdown.

What is Alembic most often used with?

Across projects in the directory, Alembic is most commonly paired with Python, TypeScript, Docker.

Is there an AGENTS.md rule or Claude Code skill for Alembic?

Yes — FastAPI + Python + PostgreSQL (Async SQLAlchemy & Pydantic v2) includes a full AGENTS.md, CLAUDE.md, Cursor .mdc rule set and an installable SKILL.md covering Alembic.