Observed arrival · 2026-09-10
RunScope — the progress bar that doesn't lie
An open-source Python progress estimator for long-running, enumerable jobs, built as a drop-in companion to tqdm.
Field notes
RunScope is designed for enumerable workloads whose future items are already available, such as files, records, images, simulations, and parameter grids. Its examples show a tqdm-compatible Python interface and an ETA expressed as a range, including 1h12m–1h31m for a loop 17,492 items into a 48,000-item run. The page attributes its sampling method to Horvitz-Thompson estimation and says the tool declines to invent an estimate when the workload cannot be assessed honestly.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
One card from the complete issue