{
  "protocol": "tooloracle.meta-tools.v1",
  "mesh_id": "did:web:tooloracle.io",
  "timestamp": "2026-06-03T22:07:01.198450+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": 49,
    "distinct_external_agents": 20,
    "time_range": {
      "from": "2026-04-11T06",
      "to": "2026-05-31T06"
    }
  },
  "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": 0.75,
      "lift": 4.59,
      "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__ai_query__plus__peg_deviation",
      "composed_of": [
        "ai_query",
        "peg_deviation"
      ],
      "support_count": 3,
      "distinct_agents": 3,
      "confidence_a_to_b": 0.75,
      "confidence_b_to_a": 0.333,
      "lift": 4.08,
      "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__readiness_check__plus__sanctions_screen",
      "composed_of": [
        "readiness_check",
        "sanctions_screen"
      ],
      "support_count": 4,
      "distinct_agents": 2,
      "confidence_a_to_b": 0.4,
      "confidence_b_to_a": 1.0,
      "lift": 4.9,
      "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__assess_token__plus__policy_gate",
      "composed_of": [
        "assess_token",
        "policy_gate"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__assess_token__plus__provenance_trace",
      "composed_of": [
        "assess_token",
        "provenance_trace"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__policy_gate__plus__provenance_trace",
      "composed_of": [
        "policy_gate",
        "provenance_trace"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__deadline_tracker__plus__incident_status",
      "composed_of": [
        "deadline_tracker",
        "incident_status"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__deadline_tracker__plus__report_templates",
      "composed_of": [
        "deadline_tracker",
        "report_templates"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__incident_status__plus__report_templates",
      "composed_of": [
        "incident_status",
        "report_templates"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__deadline_check__plus__esma_stats",
      "composed_of": [
        "deadline_check",
        "esma_stats"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__deadline_check__plus__eu_regulatory_feed",
      "composed_of": [
        "deadline_check",
        "eu_regulatory_feed"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__deadline_check__plus__us_regulation_search",
      "composed_of": [
        "deadline_check",
        "us_regulation_search"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__esma_stats__plus__eu_regulatory_feed",
      "composed_of": [
        "esma_stats",
        "eu_regulatory_feed"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__esma_stats__plus__us_regulation_search",
      "composed_of": [
        "esma_stats",
        "us_regulation_search"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__eu_regulatory_feed__plus__us_regulation_search",
      "composed_of": [
        "eu_regulatory_feed",
        "us_regulation_search"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 16.33,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__board_summary__plus__score_trend",
      "composed_of": [
        "board_summary",
        "score_trend"
      ],
      "support_count": 4,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 12.25,
      "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__decision_preflight__plus__macro_dashboard",
      "composed_of": [
        "decision_preflight",
        "macro_dashboard"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 0.75,
      "confidence_b_to_a": 1.0,
      "lift": 12.25,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__macro_dashboard__plus__sanctions_screen",
      "composed_of": [
        "macro_dashboard",
        "sanctions_screen"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 0.75,
      "lift": 12.25,
      "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__amazon_search__plus__price_search",
      "composed_of": [
        "amazon_search",
        "price_search"
      ],
      "support_count": 4,
      "distinct_agents": 1,
      "confidence_a_to_b": 0.8,
      "confidence_b_to_a": 1.0,
      "lift": 9.8,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__decision_preflight__plus__rug_check",
      "composed_of": [
        "decision_preflight",
        "rug_check"
      ],
      "support_count": 4,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 0.8,
      "lift": 9.8,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__macro_dashboard__plus__rug_check",
      "composed_of": [
        "macro_dashboard",
        "rug_check"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 0.6,
      "lift": 9.8,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__decision_preflight__plus__sanctions_screen",
      "composed_of": [
        "decision_preflight",
        "sanctions_screen"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 0.75,
      "confidence_b_to_a": 0.75,
      "lift": 9.19,
      "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__rug_check__plus__sanctions_screen",
      "composed_of": [
        "rug_check",
        "sanctions_screen"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 0.6,
      "confidence_b_to_a": 0.75,
      "lift": 7.35,
      "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__market_stress_v1__plus__recession_risk_v1",
      "composed_of": [
        "market_stress_v1",
        "recession_risk_v1"
      ],
      "support_count": 8,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 1.0,
      "lift": 6.13,
      "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": [
        "uncategorized"
      ]
    },
    {
      "meta_tool_name": "meta__macro_dashboard__plus__readiness_check",
      "composed_of": [
        "macro_dashboard",
        "readiness_check"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 1.0,
      "confidence_b_to_a": 0.3,
      "lift": 4.9,
      "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__readiness_check__plus__score_trend",
      "composed_of": [
        "readiness_check",
        "score_trend"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 0.3,
      "confidence_b_to_a": 0.75,
      "lift": 3.68,
      "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__board_summary__plus__readiness_check",
      "composed_of": [
        "board_summary",
        "readiness_check"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 0.75,
      "confidence_b_to_a": 0.3,
      "lift": 3.67,
      "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__decision_preflight__plus__readiness_check",
      "composed_of": [
        "decision_preflight",
        "readiness_check"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 0.75,
      "confidence_b_to_a": 0.3,
      "lift": 3.67,
      "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__readiness_check__plus__rug_check",
      "composed_of": [
        "readiness_check",
        "rug_check"
      ],
      "support_count": 3,
      "distinct_agents": 1,
      "confidence_a_to_b": 0.3,
      "confidence_b_to_a": 0.6,
      "lift": 2.94,
      "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": 29,
  "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."
  }
}