{
  "protocol": "tooloracle.meta-tools.v1",
  "mesh_id": "did:web:tooloracle.io",
  "timestamp": "2026-04-19T16:07:01.350995+00:00",
  "ttl_seconds": 3600,
  "methodology": {
    "source": "behavioral_baseline.db \u2014 real external agent request logs",
    "filter": "synthetic traffic excluded (__anonymous__ catch-all removed)",
    "min_support": 3,
    "min_confidence": 0.4,
    "algorithm": "pair co-occurrence mining over hourly tool-use windows. Ranks by distinct_agents (breadth), lift (non-randomness), and support (volume). Only discover stage \u2014 simulate/promote stages deferred to Phase C."
  },
  "corpus_stats": {
    "external_sessions": 13,
    "distinct_external_agents": 11,
    "time_range": {
      "from": "2026-04-11T06",
      "to": "2026-04-16T20"
    }
  },
  "meta_tool_candidates": [
    {
      "meta_tool_name": "meta__compliance_preflight__plus__mica_status",
      "composed_of": [
        "compliance_preflight",
        "mica_status"
      ],
      "support_count": 6,
      "distinct_agents": 6,
      "confidence_a_to_b": 0.75,
      "confidence_b_to_a": 0.857,
      "lift": 1.39,
      "stage": "discover",
      "note": "This combination is called together by multiple independent agents. It is a candidate for a composed meta-tool \u2014 not yet promoted.",
      "categories": [
        "compliance"
      ]
    },
    {
      "meta_tool_name": "meta__compliance_preflight__plus__peg_deviation",
      "composed_of": [
        "compliance_preflight",
        "peg_deviation"
      ],
      "support_count": 3,
      "distinct_agents": 3,
      "confidence_a_to_b": 0.375,
      "confidence_b_to_a": 0.6,
      "lift": 0.97,
      "stage": "discover",
      "note": "This combination is called together by multiple independent agents. It is a candidate for a composed meta-tool \u2014 not yet promoted.",
      "categories": [
        "compliance"
      ]
    }
  ],
  "candidate_count": 2,
  "stages": {
    "discover": "ACTIVE \u2014 this document. Patterns observed from real traffic.",
    "simulate": "PLANNED \u2014 replay candidates as parallel tool calls, measure quality.",
    "promote": "PLANNED \u2014 only patterns with measurable quality gain become registered meta-tools."
  },
  "meta": {
    "version": "1.0",
    "builder": "discover_meta_tools.py",
    "update_frequency_seconds": 3600,
    "note": "This endpoint surfaces emergent tool-combination patterns observed in real external agent traffic. It is a discovery signal \u2014 not yet a publishable tool. Consumers may use it for research or to inform their own agent routing heuristics."
  }
}