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Hyperscaler Deal Tracker

hyperscaler_deals
Read-onlyIdempotent

Use this when the user asks about hyperscaler or AI data center deals: live feed of Stargate, OpenAI, Anthropic, Microsoft, Oracle, CoreWeave, AMD, NVIDIA, sovereign-AI deals. Pulls from dchub news pipeline, extracts $-figures + MW via regex, classifies by actor. 10-min refresh. Use for tracking AI capex events ($1B+/week typical), capacity announcements, and competitive intel. Do NOT use for the full historical M&A comp set (use list_transactions) or a single-deal teardown with grid context (use deal_autopsy); this is the live $1B+ AI-capex feed. limit 1-500. Hyperscaler leases and purchases only; for all M&A use list_transactions.

Input Schema

NameRequiredDescriptionDefault
limitNoNumber of recent AI-capex deals to return (default 20)

Output Schema

NameRequiredDescriptionDefault
dealsNo
errorNo
landingNo
feed_nameNo
live_feedNo
computed_atNo
methodologyNo
result_countNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed7 schema fields changed
    • removedOutput schema / properties / _entity
      Removed value: -{
      -  "type": "string"
      -}
    • removedOutput schema / properties / _front_door
      Removed value: -{
      -  "type": "object"
      -}
    • removedOutput schema / properties / _return_loop
      Removed value: -{
      -  "type": "object"
      -}
    • removedOutput schema / properties / citation
      Removed value: -{}
    • removedOutput schema / properties / provenance
      Removed value: -{
      -  "type": "object"
      -}
    • removedOutput schema / properties / quota
      Removed value: -{
      -  "type": "object"
      -}
    • removedOutput schema / properties / site_evaluation_handoff
      Removed value: -{}
  2. Changed35 schema fields changed
    • changedOutput schema / additionalProperties
      Previous value: -{}New value: +true
    • removedOutput schema / description
      Removed value: -"Hyperscaler AI Deal Tracker feed: `deals` with extracted $-figures + MW, alongside the DC Hub envelope keys."
    • removedOutput schema / properties / _entity / description
      Removed value: -"Payload class (facility|market|iso_grid|queue_results|deal|report|response); branch on it."
    • removedOutput schema / properties / _front_door / additionalProperties
      Removed value: -{}
    • removedOutput schema / properties / _front_door / description
      Removed value: -"First-tool hint: plan_query(intent) returns the ordered plan."
    • removedOutput schema / properties / _front_door / properties
      Removed value: -{}
    • removedOutput schema / properties / _return_loop / additionalProperties
      Removed value: -{}
    • removedOutput schema / properties / _return_loop / description
      Removed value: -"Next-session delta call (get_changes)."
    • removedOutput schema / properties / _return_loop / properties
      Removed value: -{}
    • removedOutput schema / properties / citation / anyOf
      Removed value: -[
      -  {
      -    "additionalProperties": {},
      -    "properties": {},
      -    "type": "object"
      -  },
      -  {
      -    "type": "string"
      -  }
      -]
    • removedOutput schema / properties / citation / description
      Removed value: -"How to attribute DC Hub: {source, url, license, cite_as, retrieved_at}, or the attribution line as a string."
    • removedOutput schema / properties / computed_at / anyOf
      Removed value: -[
      -  {
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]
    • removedOutput schema / properties / computed_at / description
      Removed value: -"Feed computation timestamp (10-min refresh)"
    • removedOutput schema / properties / deals / anyOf
      Removed value: -[
      -  {
      -    "items": {
      -      "additionalProperties": {},
      -      "properties": {
      -        "actors": {
      -          "description": "Classified actors (OpenAI, Microsoft, Oracle, NVIDIA, sovereign-AI, …)"
      -        },
      -        "capacity": {
      -          "description": "Extracted capacity when present — {display, value_mw} object (was a bare number pre-2026-07)"
      -        },
      -        "id": {
      -          "anyOf": [
      -            {
      -              "anyOf": [
      -                {
      -                  "type": "number"
      -                },
      -                {
      -                  "type": "string"
      -                }
      -              ]
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Deal id"
      -        },
      -        "published": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Publication timestamp"
      -        },
      -        "source": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Publication"
      -        },
      -        "summary": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Deal summary"
      -        },
      -        "title": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Headline"
      -        },
      -        "url": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Source article URL"
      -        },
      -        "value_usd": {
      -          "description": "Extracted deal value when present — {display:\"$35.6B\", value:35600000000.0} object; null when undisclosed (was a bare number pre-2026-08)"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "type": "array"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]
    • removedOutput schema / properties / deals / description
      Removed value: -"Live AI-capex deal feed entries, newest first"
    • removedOutput schema / properties / error / anyOf
      Removed value: -[
      -  {
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]
    • removedOutput schema / properties / error / description
      Removed value: -"Feed error, if any (null on success)"
    • removedOutput schema / properties / feed_name / anyOf
      Removed value: -[
      -  {
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]
    • removedOutput schema / properties / feed_name / description
      Removed value: -"Feed identity line"
    • removedOutput schema / properties / landing / anyOf
      Removed value: -[
      -  {
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]
    • removedOutput schema / properties / landing / description
      Removed value: -"Human landing page URL"
    • removedOutput schema / properties / live_feed / anyOf
      Removed value: -[
      -  {
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]
    • removedOutput schema / properties / live_feed / description
      Removed value: -"Live feed URL"
    • removedOutput schema / properties / methodology / anyOf
      Removed value: -[
      -  {
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]
    • removedOutput schema / properties / methodology / description
      Removed value: -"How deals are extracted and classified"
    • removedOutput schema / properties / provenance / additionalProperties
      Removed value: -{}
    • removedOutput schema / properties / provenance / description
      Removed value: -"Source, method, as_of, verification_counts, license, cite_as; quote it when citing."
    • removedOutput schema / properties / provenance / properties
      Removed value: -{}
    • removedOutput schema / properties / quota / additionalProperties
      Removed value: -{}
    • removedOutput schema / properties / quota / description
      Removed value: -"Caller quota state (remaining calls, tier)."
    • removedOutput schema / properties / quota / properties
      Removed value: -{}
    • removedOutput schema / properties / result_count / anyOf
      Removed value: -[
      -  {
      -    "anyOf": [
      -      {
      -        "type": "number"
      -      },
      -      {
      -        "type": "string"
      -      }
      -    ]
      -  },
      -  {
      -    "type": "null"
      -  }
      -]
    • removedOutput schema / properties / result_count / description
      Removed value: -"Number of deals returned"
    • removedOutput schema / properties / site_evaluation_handoff / anyOf
      Removed value: -[
      -  {
      -    "items": {
      -      "additionalProperties": {},
      -      "properties": {},
      -      "type": "object"
      -    },
      -    "type": "array"
      -  },
      -  {
      -    "additionalProperties": {},
      -    "properties": {},
      -    "type": "object"
      -  }
      -]
    • removedOutput schema / properties / site_evaluation_handoff / description
      Removed value: -"Follow-up calls [{tool, parameters, why}] when the payload carries coordinates."
  3. Added
  4. Removed
  5. Changed2 schema fields changed
    • removedInput schema / $schema
      Removed value: -"http://json-schema.org/draft-07/schema#"
    • removedOutput schema / $schema
      Removed value: -"http://json-schema.org/draft-07/schema#"
  6. Changed1 schema field changed
    • changedOutput schema / properties / deals / anyOf
      Previous value: -[
      -  {
      -    "items": {
      -      "additionalProperties": {},
      -      "properties": {
      -        "actors": {
      -          "description": "Classified actors (OpenAI, Microsoft, Oracle, NVIDIA, sovereign-AI, …)"
      -        },
      -        "capacity": {
      -          "description": "Extracted capacity when present — {display, value_mw} object (was a bare number pre-2026-07)"
      -        },
      -        "id": {
      -          "anyOf": [
      -            {
      -              "anyOf": [
      -                {
      -                  "type": "number"
      -                },
      -                {
      -                  "type": "string"
      -                }
      -              ]
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Deal id"
      -        },
      -        "published": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Publication timestamp"
      -        },
      -        "source": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Publication"
      -        },
      -        "summary": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Deal summary"
      -        },
      -        "title": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Headline"
      -        },
      -        "url": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Source article URL"
      -        },
      -        "value_usd": {
      -          "anyOf": [
      -            {
      -              "anyOf": [
      -                {
      -                  "type": "number"
      -                },
      -                {
      -                  "type": "string"
      -                }
      -              ]
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Extracted deal value in USD (regex-extracted; null when undisclosed)"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "type": "array"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]New value: +[
      +  {
      +    "items": {
      +      "additionalProperties": {},
      +      "properties": {
      +        "actors": {
      +          "description": "Classified actors (OpenAI, Microsoft, Oracle, NVIDIA, sovereign-AI, …)"
      +        },
      +        "capacity": {
      +          "description": "Extracted capacity when present — {display, value_mw} object (was a bare number pre-2026-07)"
      +        },
      +        "id": {
      +          "anyOf": [
      +            {
      +              "anyOf": [
      +                {
      +                  "type": "number"
      +                },
      +                {
      +                  "type": "string"
      +                }
      +              ]
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Deal id"
      +        },
      +        "published": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Publication timestamp"
      +        },
      +        "source": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Publication"
      +        },
      +        "summary": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Deal summary"
      +        },
      +        "title": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Headline"
      +        },
      +        "url": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Source article URL"
      +        },
      +        "value_usd": {
      +          "description": "Extracted deal value when present — {display:\"$35.6B\", value:35600000000.0} object; null when undisclosed (was a bare number pre-2026-08)"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "type": "array"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
  7. Changed5 schema fields changed
    • removedOutput schema / properties / citation / additionalProperties
      Removed value: -{}
    • addedOutput schema / properties / citation / anyOf
      Added value: +[
      +  {
      +    "additionalProperties": {},
      +    "properties": {},
      +    "type": "object"
      +  },
      +  {
      +    "type": "string"
      +  }
      +]
    • changedOutput schema / properties / citation / description
      Previous value: -"Machine-readable citation: how to attribute DC Hub (dchub.cloud) for this payload."New value: +"Machine-readable citation: how to attribute DC Hub (dchub.cloud) for this payload. Normally an OBJECT {source, url, license, cite_as, retrieved_at}; a bare string is accepted and carries the attribution line itself."
    • removedOutput schema / properties / citation / properties
      Removed value: -{}
    • removedOutput schema / properties / citation / type
      Removed value: -"object"
  8. Changed1 schema field changed
    • addedOutput schema / properties / _front_door
      Added value: +{
      +  "additionalProperties": {},
      +  "description": "In-band front-door hint (first workflow-entry tool of a session): call plan_query(intent) first for the ordered multi-step plan.",
      +  "properties": {},
      +  "type": "object"
      +}
  9. Changed1 schema field changed
    • changedOutput schema / properties / deals / anyOf
      Previous value: -[
      -  {
      -    "items": {
      -      "additionalProperties": {},
      -      "properties": {
      -        "actors": {
      -          "description": "Classified actors (OpenAI, Microsoft, Oracle, NVIDIA, sovereign-AI, …)"
      -        },
      -        "capacity": {
      -          "anyOf": [
      -            {
      -              "anyOf": [
      -                {
      -                  "type": "number"
      -                },
      -                {
      -                  "type": "string"
      -                }
      -              ]
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Extracted capacity (MW/GW) when present"
      -        },
      -        "id": {
      -          "anyOf": [
      -            {
      -              "anyOf": [
      -                {
      -                  "type": "number"
      -                },
      -                {
      -                  "type": "string"
      -                }
      -              ]
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Deal id"
      -        },
      -        "published": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Publication timestamp"
      -        },
      -        "source": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Publication"
      -        },
      -        "summary": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Deal summary"
      -        },
      -        "title": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Headline"
      -        },
      -        "url": {
      -          "anyOf": [
      -            {
      -              "type": "string"
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Source article URL"
      -        },
      -        "value_usd": {
      -          "anyOf": [
      -            {
      -              "anyOf": [
      -                {
      -                  "type": "number"
      -                },
      -                {
      -                  "type": "string"
      -                }
      -              ]
      -            },
      -            {
      -              "type": "null"
      -            }
      -          ],
      -          "description": "Extracted deal value in USD (regex-extracted; null when undisclosed)"
      -        }
      -      },
      -      "type": "object"
      -    },
      -    "type": "array"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]New value: +[
      +  {
      +    "items": {
      +      "additionalProperties": {},
      +      "properties": {
      +        "actors": {
      +          "description": "Classified actors (OpenAI, Microsoft, Oracle, NVIDIA, sovereign-AI, …)"
      +        },
      +        "capacity": {
      +          "description": "Extracted capacity when present — {display, value_mw} object (was a bare number pre-2026-07)"
      +        },
      +        "id": {
      +          "anyOf": [
      +            {
      +              "anyOf": [
      +                {
      +                  "type": "number"
      +                },
      +                {
      +                  "type": "string"
      +                }
      +              ]
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Deal id"
      +        },
      +        "published": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Publication timestamp"
      +        },
      +        "source": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Publication"
      +        },
      +        "summary": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Deal summary"
      +        },
      +        "title": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Headline"
      +        },
      +        "url": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Source article URL"
      +        },
      +        "value_usd": {
      +          "anyOf": [
      +            {
      +              "anyOf": [
      +                {
      +                  "type": "number"
      +                },
      +                {
      +                  "type": "string"
      +                }
      +              ]
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Extracted deal value in USD (regex-extracted; null when undisclosed)"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    "type": "array"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
  10. Changed14 schema fields changed
    • changedOutput schema / description
      Previous value: -"DC Hub envelope: structuredContent mirrors the JSON payload in content[0].text — tool-specific data fields ride at the top level alongside these envelope keys."New value: +"Hyperscaler AI Deal Tracker feed: `deals` with extracted $-figures + MW, alongside the DC Hub envelope keys."
    • addedOutput schema / properties / computed_at
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Feed computation timestamp (10-min refresh)"
      +}
    • addedOutput schema / properties / deals
      Added value: +{
      +  "anyOf": [
      +    {
      +      "items": {
      +        "additionalProperties": {},
      +        "properties": {
      +          "actors": {
      +            "description": "Classified actors (OpenAI, Microsoft, Oracle, NVIDIA, sovereign-AI, …)"
      +          },
      +          "capacity": {
      +            "anyOf": [
      +              {
      +                "anyOf": [
      +                  {
      +                    "type": "number"
      +                  },
      +                  {
      +                    "type": "string"
      +                  }
      +                ]
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Extracted capacity (MW/GW) when present"
      +          },
      +          "id": {
      +            "anyOf": [
      +              {
      +                "anyOf": [
      +                  {
      +                    "type": "number"
      +                  },
      +                  {
      +                    "type": "string"
      +                  }
      +                ]
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Deal id"
      +          },
      +          "published": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Publication timestamp"
      +          },
      +          "source": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Publication"
      +          },
      +          "summary": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Deal summary"
      +          },
      +          "title": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Headline"
      +          },
      +          "url": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Source article URL"
      +          },
      +          "value_usd": {
      +            "anyOf": [
      +              {
      +                "anyOf": [
      +                  {
      +                    "type": "number"
      +                  },
      +                  {
      +                    "type": "string"
      +                  }
      +                ]
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Extracted deal value in USD (regex-extracted; null when undisclosed)"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Live AI-capex deal feed entries, newest first"
      +}
    • addedOutput schema / properties / error
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Feed error, if any (null on success)"
      +}
    • addedOutput schema / properties / feed_name
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Feed identity line"
      +}
    • addedOutput schema / properties / landing
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Human landing page URL"
      +}
    • addedOutput schema / properties / live_feed
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Live feed URL"
      +}
    • addedOutput schema / properties / methodology
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "string"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "How deals are extracted and classified"
      +}
    • addedOutput schema / properties / result_count
      Added value: +{
      +  "anyOf": [
      +    {
      +      "anyOf": [
      +        {
      +          "type": "number"
      +        },
      +        {
      +          "type": "string"
      +        }
      +      ]
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Number of deals returned"
      +}
    • removedOutput schema / properties / site_evaluation_handoff / additionalProperties
      Removed value: -{}
    • addedOutput schema / properties / site_evaluation_handoff / anyOf
      Added value: +[
      +  {
      +    "items": {
      +      "additionalProperties": {},
      +      "properties": {},
      +      "type": "object"
      +    },
      +    "type": "array"
      +  },
      +  {
      +    "additionalProperties": {},
      +    "properties": {},
      +    "type": "object"
      +  }
      +]
    • changedOutput schema / properties / site_evaluation_handoff / description
      Previous value: -"Pre-built follow-up call (analyze_site / get_water_risk args) when the payload carries coordinates."New value: +"Pre-built follow-up calls (analyze_site / get_water_risk args) when the payload carries coordinates — an array of {tool, parameters, why} entries."
    • removedOutput schema / properties / site_evaluation_handoff / properties
      Removed value: -{}
    • removedOutput schema / properties / site_evaluation_handoff / type
      Removed value: -"object"
  11. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "$schema": "http://json-schema.org/draft-07/schema#",
      +  "additionalProperties": {},
      +  "description": "DC Hub envelope: structuredContent mirrors the JSON payload in content[0].text — tool-specific data fields ride at the top level alongside these envelope keys.",
      +  "properties": {
      +    "_entity": {
      +      "description": "Payload class discriminator (e.g. facility|market|iso_grid|queue_results|deal|report|response) — branch on this before parsing the rest.",
      +      "type": "string"
      +    },
      +    "_return_loop": {
      +      "additionalProperties": {},
      +      "description": "Suggested next-session delta call (get_changes since=24h) so you pull only what changed.",
      +      "properties": {},
      +      "type": "object"
      +    },
      +    "citation": {
      +      "additionalProperties": {},
      +      "description": "Machine-readable citation: how to attribute DC Hub (dchub.cloud) for this payload.",
      +      "properties": {},
      +      "type": "object"
      +    },
      +    "provenance": {
      +      "additionalProperties": {},
      +      "description": "Collection-level provenance block: {source, method, as_of, verification_counts, cite_url_template, license, cite_as}. Quote the verification level when citing.",
      +      "properties": {},
      +      "type": "object"
      +    },
      +    "quota": {
      +      "additionalProperties": {},
      +      "description": "Caller quota state (remaining calls, tier) when available.",
      +      "properties": {},
      +      "type": "object"
      +    },
      +    "site_evaluation_handoff": {
      +      "additionalProperties": {},
      +      "description": "Pre-built follow-up call (analyze_site / get_water_risk args) when the payload carries coordinates.",
      +      "properties": {},
      +      "type": "object"
      +    }
      +  },
      +  "type": "object"
      +}
  12. Changed3 schema fields changed
    • addedInput schema / properties / limit / description
      Added value: +"Number of recent AI-capex deals to return (default 20)"
    • changedInput schema / properties / limit / maximum
      Previous value: -9007199254740991New value: +500
    • changedInput schema / properties / limit / minimum
      Previous value: --9007199254740991New value: +1
  13. Added

TDQS

A4.4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already cover readOnlyHint/idempotentHint/destructiveHint, but the description adds real behavioral context beyond them: the dchub news pipeline source, regex extraction of $-figures and MW, actor classification, a 10-minute refresh cadence, and the scope limit (hyperscaler leases and purchases only). It does not discuss auth or pagination beyond the limit bound, which keeps it short of a 5.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with the use trigger and scope, and most sentences earn their place. Minor redundancy: the routing to list_transactions for M&A is stated twice ('full historical M&A comp set' and 'for all M&A use list_transactions'), which costs a little efficiency.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With an output schema present, return values need no explanation. The description covers scope, data source, refresh cadence, and both sibling alternatives, leaving nothing an agent needs to select or invoke the tool correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% with a single, fully documented limit parameter, so the schema carries the parameter semantics. The description's 'limit 1-500' merely restates the schema bounds and adds no new meaning, making the baseline 3 correct.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource (live feed of hyperscaler/AI data center deals), enumerates the actors covered (Stargate, OpenAI, Microsoft, Oracle, CoreWeave, etc.), and explicitly distinguishes itself from list_transactions and deal_autopsy. An agent can route correctly without opening any schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives an explicit when-to-use trigger (user asks about hyperscaler or AI data center deals) plus two named exclusions with the alternative tool for each: full historical M&A comp set -> list_transactions, single-deal teardown with grid context -> deal_autopsy. Nothing is left to inference.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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