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Snapshot Nov 6, 2026 · 00:16 UTC · version 0.1.4

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{
  "description": "Use when the user asks why their AI visibility went up or down, what changed this week or month, a sudden drop or spike, or whether a change is real.",
  "included_files": [],
  "name": "visibility-change-explainer",
  "skill_md_contents": "---\r\nname: visibility-change-explainer\r\ndescription: Use when the user asks why their AI visibility went up or down, what changed this week or month, a sudden drop or spike, or whether a change is real.\r\n---\r\n# Visibility change explainer\r\n1. list_workspaces. Then get_visibility_trend, with resolution=week or day for the period in question.\r\n2. get_visibility_score for the current window and its comparison, which includes the per-model change.\r\n3. For the models or questions that moved: get_prompt_performance on the affected questions, and get_ai_answers filtered by that model and period, to compare answers before and after.\r\nOutput:\r\n- what moved, by how much and where (models, questions);\r\n- whether the sample is large enough to trust;\r\n- the evidence-based explanations you can see in the answers, such as new competitors named or different sources cited;\r\n- what to watch next.\r\nSeparate observations from hypotheses. Correlation is not causation.\r\n\r\n"
}

SHA-256 of public snapshot: 8889497936d5476562d512b9b81e057efd6355bcdca05c77ea650045928ab9c3