Seven open-source AI visibility trackers launched on Hacker News in 2026

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Seven open-source tools launched on Hacker News this year to help users monitor their presence in AI search results without paying for a subscription. The article reviews each project's features, costs, and limitations, noting that most rely only on the user's own LLM API fees. Elmo offers wide coverage across nine AI engines but does not audit site crawlability, while Canonry tracks citations and combines data with Google Search Console but offers no fix recommendations. Other entries include Auto-geo, Lettertrace, CiteLadder, and GetCito, which vary in scope, maturity, and maintenance activity.

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