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  "revops_role": "Conversation intelligence or buyer-feedback analysis adjacent to revenue workflows",
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  "notes": "mcp_status none-found with dated probe 2026-09-12; no first-party MCP URL confirmed from fetched pages. No official MCP invented. api_gate unknown with dated probe 2026-09-12; free/paid not inferred from HTTP status alone. Category corrected from data-enrichment to conversation-intel.",
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    "reason": "not checked: gh CLI missing or not logged in",
    "candidates_rejected": []
  },
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  "github_org_repos_cli": 0,
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  "github_org_checked_on": "2026-09-15",
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  "canonical": true,
  "canonical_id": "03-karumi",
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  "source_file": "03-conversation-intel.md",
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  "category_num": "03",
  "category_slug": "conversation-intel",
  "category_label": "Conversation Intel",
  "heading": "Karumi",
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}