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Open-source tool reveals LLM citation gaps for websites

By PulseAugur Editorial · [1 sources] ·

A developer has created an open-source tool called `llm-visibility` to address the lack of visibility into how LLMs like Claude cite specific domains. This tool, integrated into the `seo-agent` project, queries AI models with target keywords and checks if a given domain appears in the response. The developer found that two of his own domains had 0% and 15% visibility, respectively, despite ranking well on Google, highlighting a significant gap in understanding LLM presence. AI

IMPACT Provides SEO professionals with a tool to measure website visibility in LLM responses, a new and critical surface for content.

RANK_REASON This is a new open-source tool release for SEO professionals.

Read on dev.to — LLM tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Open-source tool reveals LLM citation gaps for websites

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0 / 100
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Tool
This is a new open-source tool release for SEO professionals.
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Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
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product, other
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High
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103 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

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COVERAGE [1]

  1. dev.to — LLM tag TIER_1 English(EN) · Daniel Nwaneri ·

    The LLM Visibility Tools Cost $79/Month. Mine is Open Source.

    <p>A speaker at a Search Engine Journal webinar last week said something that should bother every SEO:</p> <blockquote> <p>"There's no Search Console equivalent for LLMs."</p> </blockquote> <p>He was right. Google tells you where you rank. It tells you how many people saw your re…

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