agentl

Agentic ETL for Python. Declare pipelines in YAML where each step is a connector, a function or an LLM agent. Read CSV, Excel, PDF, Word, email, HTTP, S3 and SQL, validate outputs with schemas, and get a live diagram, local dashboard and notifications. Works with any LLM provider, any data project or Claude Code session.

GitHub

Official source

Start locally with the CLI guide