StepTube
- 507
- videos
- 17,576
- Reddit links read
- 30
- topics
- 69
- channels
Why
YouTube recommends what keeps you watching. Before an exam you need the opposite: the twenty minutes that make a topic click. Students on Reddit have been pointing each other at exactly those videos for years. StepTube collects them in one place, modeled on HackerTube.
How it was built
- 1
Read the USMLE subreddits. Every post and comment in r/step1, r/Step2, r/Step3, r/usmle, r/IMGreddit and r/medicalschool from 2010 to 2024, about 5.3 million, was scanned for YouTube links.
- 2
Keep what different people keep linking. A video needs at least two different people. Bots, deleted accounts and English-only checks come next, using YouTube's own data.
- 3
Read each video with an AI model. Claude read every video's details and the threads it was linked in. It wrote a one-line summary, the exam, the type and the topics, flagged dated videos, and removed pirated uploads of paid courses.
- 4
Rank by lasting recommendations. Standing comes from how many separate months people recommended a video, then how many people. Being recommended again and again across cohorts counts for more than one busy thread.
- 5
Add the channels students name. Most students write “watch Dirty Medicine” instead of pasting a link. The channels named most often are listed with all their videos, sorted into topics.
What you can do
- Home mixes the most recommended videos, recent ones, hidden gems and short ones. Like a few and it adds what the same people also recommended.
- Filter by exam, length, type, topic and when it was recommended. Any list can be played on YouTube in one go.
- Every video page shows the actual Reddit comments, with links back to the threads.
- Like, Watch later and History work without an account. Keyboard: ? lists the shortcuts.
Limits
- Reddit leans toward high scorers (WestJEM).
- Popular is not proof of correct; much medical YouTube is unreliable (Osman 2022). Check facts against your qbank.
- Step 1 has been pass/fail since 2022; older score advice is marked Dated.
Privacy
No accounts. Likes, history and saved videos stay in this browser. Videos play through YouTube's privacy-enhanced embed. StepTube is independent and not affiliated with YouTube, Reddit, the NBME or the FSMB.