Workflows
6 recipes, filter by use case, license, or difficulty.
Self-hosting the open-source stack? Prove your backup actually restores before you need it
Make the one self-hosting discipline that matters a machine check: back up your database, destroy the live copy, restore from the backup, and assert the restored data matches the original exactly, so you find a broken backup in CI instead of at 2am.
Chat with a CSV, but pin a known-answer guardrail so a wrong query cannot pass
Ask a CSV or dataframe questions in plain English with PandasAI, but wrap it in a deterministic known-answer check so a confident-but-wrong generated query is caught instead of trusted.
ReMe pattern: define prospective memory as a schedule your agent can tick off
Write a reminder schedule config that an agent can load to surface its own future obligations — follow-ups, timed checks, recurring digests — and validate the structure before wiring it up.
Scrape politely: honor robots.txt and a crawl delay (the part most skip)
Gate any scraper behind a robots.txt check and a crawl delay so you only fetch what a site allows, at a rate it allows, using nothing but the Python standard library.
Firecrawl: turn a page into the exact JSON you asked for
Author a Firecrawl extract request that returns schema-structured JSON (not just markdown) and validate the request shape before you spend a crawl on it.
Dedupe and Rank a Keyword List with Coreutils
Turn a messy keyword dump into a clean, frequency-ranked list using only shell builtins.