Show HN: Most Penalized HN Stories

jwarden launched a tool that visualizes the stories receiving the heaviest penalties in Hacker News' ranking system. The page, accessible at news.social-protocols.org/penalties, shows which posts rank lower than they should given the site's raw ranking formula, surfacing stories that HN's moderation system has suppressed.

Hacker News uses a scoring algorithm to rank stories by recency, upvotes, and other signals, but also applies manual penalties—downranking stories without removing them entirely. These penalties are invisible to most users; the tool makes them explicit by comparing each story's expected rank against its actual position. According to the Show HN post, the project targets transparency around how HN moderators shape the frontpage, letting users see which content is being algorithmically suppressed and by how much.

The launch reflects ongoing debate in the Hacker News community about editorial decisions. HN moderators penalize stories for various reasons—off-topic content, duplicate posts, or posts deemed to violate community norms—but the criteria remain largely opaque. This tool gives a quantitative lens on those decisions, though it does not explain the reasons behind individual penalties. The project joins other efforts to audit algorithmic moderation on social platforms, part of a broader push for transparency in how ranking systems shape online discourse.

The tool was posted as a Show HN submission, a category for projects and launches on Hacker News designed for feedback and iteration rather than direct promotion. With one point and no comments at the time of posting, the reception was minimal, though the visibility of the link itself may drive interest from users curious about HN's internal mechanics.