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Snapshot Oct 24, 2026 · 13:40 UTC · version 1.0.0
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{
"description": "Find and prioritise what to improve for a brand's AI visibility from Mencoro data - where competitors win, the sources AI answers cite, sentiment and coverage gaps, untracked competitors - optionally combined with connected Ahrefs, Semrush, Search Console or Google Analytics tools; use for \"what should we do next\" questions.",
"included_files": [
{
"relative_path": "agents/openai.yaml",
"size_in_bytes": 482
}
],
"name": "mencoro-optimization-insights",
"skill_md_contents": "---\nname: mencoro-optimization-insights\ndescription: Find and prioritise what to improve for a brand's AI visibility from Mencoro data - where competitors win, the sources AI answers cite, sentiment and coverage gaps, untracked competitors - optionally combined with connected Ahrefs, Semrush, Search Console or Google Analytics tools; use for \"what should we do next\" questions.\n---\n\n# Mencoro optimization insights\n\nTurn Mencoro evidence into a short, prioritised action list. Respond in the user's language.\n\n## Establish scope\n\n- Use the connected Mencoro MCP tools. If they are unavailable or authentication fails, ask the user to connect Mencoro.\n- Resolve the organization and project with `list_projects`; ask when several could match. Default to the last 30 days and state the dates.\n\n## Collect evidence\n\n1. **Where competitors win**: `get_competitor_cooccurrence` for head-to-head results, and `search_tracked_queries` (sorted by share of voice) for the queries where a tracked competitor is named and the brand is not, or is named after it.\n2. **What the answers cite**: `get_cited_sources` for those queries. The domains and pages cited are the places to be present on, through content, PR or outreach.\n3. **How the brand is described**: `get_sentiment_breakdown` and `get_mention_samples` for negative or merely neutral mentions (quote a few), and `get_mention_mix` for mentions that are listings or references rather than recommendations.\n4. **Who else is in the answers**: `list_untracked_competitors` for brands the answers name that are not tracked; suggest tracking the relevant ones.\n5. **Gaps in the data**: `get_tracking_coverage` for engines or countries with weak coverage and for stale or paused queries.\n\n## Add other sources when available\n\nIf the conversation also has Ahrefs, Semrush, Google Search Console or Google Analytics tools, use them for: backlinks from the cited domains to competitors but not to the brand (Ahrefs or Semrush); search demand for the topics behind the tracked prompts; topics where the brand ranks organically but is not named in AI Overview or AI Mode answers; high-impression Search Console queries not tracked yet; AI referral sessions (chatgpt.com, perplexity.ai, gemini.google.com, copilot.microsoft.com, claude.ai) next to share of voice, as correlation only. Those services spend their own quotas. If none are connected, `get_mencoro_guide` topic `companion-servers` explains which would help.\n\n## Deliver\n\nA prioritised list (highest impact first). Each item: the opportunity, the evidence (queries, figures, example answers), the likely action (content, PR or outreach, product pages, tracking changes), and a rough impact and effort. Read share of voice together with Coverage and treat figures as directions. State that nothing was changed in the account; changes such as adding competitors or queries are separate requests.\n"
}SHA-256 of public snapshot: e4b5e793b282ab5c92ecc4434d1584fc08ae710de18854c9e6ff415ae49139c8