Munimet.ro – ML-based status page for the local subways in SF
During a recent subway outage in San Francisco I decided to build a webapp in the spirit of "Do I Need an Umbrella," basically to answer the question "Should I take the subway or a bus?" In the interest of learning new tools I decided to vibe code it as much as possible. First, I had Claude Code write a background script to download images of the real-time circuit diagram of the subway, which are publicly available here: http://sfmunicentral.com/ Next I had it build an image labeler tool in tkinter, which turned out to need a lot of manual tweaking before I could even get to…
Munimet.ro – ML-based status page for the local subways in SF launched on January 15, 2026 with 12 votes, #893 of 14,584 launches that month and more than 90% of that year's launches.
In plain words
Munimet.ro is a web application that uses machine learning to analyze real-time circuit diagrams of San Francisco's public transit system and help users decide whether to take the subway or bus. The tool automatically downloads subway status images, labels them using a custom image labeler, and applies a PyTorch model to predict current transit conditions. It's designed for San Francisco commuters who need quick, reliable information about subway availability during outages or service disruptions.
written from the facts on this page · September 2026
From the sources
Real-time SF Muni Metro subway status. Check if the San Francisco subway is running on time, experiencing delays, or not operating.
In the maker’s words, at launch
During a recent subway outage in San Francisco I decided to build a webapp in the spirit of "Do I Need an Umbrella," basically to answer the question "Should I take the subway or a bus?" In the interest of learning new tools I decided to vibe code it as much as possible. First, I had Claude Code write a background…
Does a similar job
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