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DC Hub — Data Center Site Selection & Colocation: Electricity, Power Grid, Gas, Fiber

Market Intelligence

get_market_intel
Read-onlyIdempotent

Use when a user asks about ONE data-center market — vacancy, capacity pricing, supply pipeline, dominant operators, YoY growth — across any of 300+ markets. Example: "What is Northern Virginia's vacancy rate, $/MW-day pricing, and current DCPI verdict?" — get_market_intel market=northern-virginia. Params: market is the market_slug (e.g. "northern-virginia", "dallas", "phoenix", "frankfurt", "tokyo", "singapore"). Returns: {market, country, capacity_mw_total, capacity_mw_under_construction, vacancy_pct, absorption_mw_ttm, price_per_mw_day_usd, yoy_growth_pct, dominant_operators[], dcpi_verdict (BUILD/CAUTION/AVOID), composite_score, last_updated}. Do NOT use to rank multiple markets (use rank_markets) or for a single facility (use get_facility).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
marketNoMarket slug (metro), e.g. northern-virginia, dallas, frankfurt, singapore — valid slugs come from rank_markets / get_market_dcpi_rank
metricNoOptional single metric to focus on, e.g. vacancy, pricing, absorption, pipeline
periodNoOptional time window for the metric, e.g. ttm, 12mo, ytd
mpp_payNoAutonomous payment (Stripe MPP), step 1: set true to receive a signed $0.50 payment challenge for this call instead of the free preview. No money moves — a challenge is a price quote. Humans never set this, so it does not affect the normal free/trial funnel.
compare_toNoOptional second market slug to compare against, e.g. dallas
mpp_credentialNoAutonomous payment (Stripe MPP), step 2: the Shared Payment Token you minted for challenges[0]. Set it here to pay $0.50 for this single call and receive the full result — no API key, no subscription, no human. One payment covers one call.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
quotaNoCaller quota state (remaining calls, tier) when available.
statsNoHeadline market stats
_gatedNotrue when parts of the payload were withheld by tier
marketNoThe market identity block
_entityNoPayload class discriminator (e.g. facility|market|iso_grid|queue_results|deal|report|response) — branch on this before parsing the rest.
successNotrue when the market lookup succeeded
citationNoMachine-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.
by_statusNoFacility counts keyed by status (Operational, Under Construction, Planned, Announced, active)
provenanceNoCollection-level provenance block: {source, method, as_of, verification_counts, cite_url_template, license, cite_as}. Quote the verification level when citing.
_front_doorNoIn-band front-door hint (first workflow-entry tool of a session): call plan_query(intent) first for the ordered multi-step plan.
_return_loopNoSuggested next-session delta call (get_changes since=24h) so you pull only what changed.
related_intelNoRAG-grounded related intelligence passages (cited)
top_providersNoDominant operators, largest first
recent_facilitiesNoRecently added / discovered facilities in the market
site_evaluation_handoffNoPre-built follow-up calls (analyze_site / get_water_risk args) when the payload carries coordinates — an array of {tool, parameters, why} entries.

Schema Changelog

Changes observed during successful MCP inspections.

  1. 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#"
  2. Changed2 schema fields changed
    • addedInput schema / properties / mpp_credential
      Added value: +{
      +  "description": "Autonomous payment (Stripe MPP), step 2: the Shared Payment Token you minted for challenges[0]. Set it here to pay $0.50 for this single call and receive the full result — no API key, no subscription, no human. One payment covers one call.",
      +  "type": "string"
      +}
    • addedInput schema / properties / mpp_pay
      Added value: +{
      +  "description": "Autonomous payment (Stripe MPP), step 1: set true to receive a signed $0.50 payment challenge for this call instead of the free preview. No money moves — a challenge is a price quote. Humans never set this, so it does not affect the normal free/trial funnel.",
      +  "type": "boolean"
      +}
  3. 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"
  4. 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"
      +}
  5. 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: +"One-market intelligence read: identity, stats, status mix, operators, recent facilities, cited related intel — alongside the DC Hub envelope keys."
    • addedOutput schema / properties / _gated
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "boolean"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "true when parts of the payload were withheld by tier"
      +}
    • addedOutput schema / properties / by_status
      Added value: +{
      +  "anyOf": [
      +    {
      +      "additionalProperties": {},
      +      "properties": {},
      +      "type": "object"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Facility counts keyed by status (Operational, Under Construction, Planned, Announced, active)"
      +}
    • addedOutput schema / properties / market
      Added value: +{
      +  "anyOf": [
      +    {
      +      "additionalProperties": {},
      +      "properties": {
      +        "cities": {
      +          "description": "Cities composing the market"
      +        },
      +        "id": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Market slug"
      +        },
      +        "name": {
      +          "anyOf": [
      +            {
      +              "type": "string"
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Market display name"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "The market identity block"
      +}
    • addedOutput schema / properties / recent_facilities
      Added value: +{
      +  "anyOf": [
      +    {
      +      "items": {
      +        "additionalProperties": {},
      +        "properties": {
      +          "city": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "City"
      +          },
      +          "discovered_at": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "When DC Hub first tracked it"
      +          },
      +          "id": {
      +            "anyOf": [
      +              {
      +                "anyOf": [
      +                  {
      +                    "type": "number"
      +                  },
      +                  {
      +                    "type": "string"
      +                  }
      +                ]
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Facility id"
      +          },
      +          "name": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Facility name"
      +          },
      +          "power_mw": {
      +            "anyOf": [
      +              {
      +                "anyOf": [
      +                  {
      +                    "type": "number"
      +                  },
      +                  {
      +                    "type": "string"
      +                  }
      +                ]
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Capacity, MW"
      +          },
      +          "provider": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Operator"
      +          },
      +          "status": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Facility status"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Recently added / discovered facilities in the market"
      +}
    • addedOutput schema / properties / related_intel
      Added value: +{
      +  "anyOf": [
      +    {
      +      "items": {
      +        "additionalProperties": {},
      +        "properties": {
      +          "citation": {
      +            "description": "Citation payload"
      +          },
      +          "cosine": {
      +            "anyOf": [
      +              {
      +                "anyOf": [
      +                  {
      +                    "type": "number"
      +                  },
      +                  {
      +                    "type": "string"
      +                  }
      +                ]
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Retrieval similarity score"
      +          },
      +          "kind": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Passage kind"
      +          },
      +          "source": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Source name"
      +          },
      +          "text": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Cited passage text"
      +          },
      +          "title": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Passage title"
      +          },
      +          "url": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Source URL"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "RAG-grounded related intelligence passages (cited)"
      +}
    • 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"
    • addedOutput schema / properties / stats
      Added value: +{
      +  "anyOf": [
      +    {
      +      "additionalProperties": {},
      +      "properties": {
      +        "avg_power_mw": {
      +          "anyOf": [
      +            {
      +              "anyOf": [
      +                {
      +                  "type": "number"
      +                },
      +                {
      +                  "type": "string"
      +                }
      +              ]
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Average facility capacity, MW"
      +        },
      +        "facility_count": {
      +          "anyOf": [
      +            {
      +              "anyOf": [
      +                {
      +                  "type": "number"
      +                },
      +                {
      +                  "type": "string"
      +                }
      +              ]
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Tracked facilities in the market"
      +        },
      +        "provider_count": {
      +          "anyOf": [
      +            {
      +              "anyOf": [
      +                {
      +                  "type": "number"
      +                },
      +                {
      +                  "type": "string"
      +                }
      +              ]
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Distinct operators"
      +        },
      +        "total_power_mw": {
      +          "anyOf": [
      +            {
      +              "anyOf": [
      +                {
      +                  "type": "number"
      +                },
      +                {
      +                  "type": "string"
      +                }
      +              ]
      +            },
      +            {
      +              "type": "null"
      +            }
      +          ],
      +          "description": "Total tracked capacity, MW"
      +        }
      +      },
      +      "type": "object"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Headline market stats"
      +}
    • addedOutput schema / properties / success
      Added value: +{
      +  "anyOf": [
      +    {
      +      "type": "boolean"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "true when the market lookup succeeded"
      +}
    • addedOutput schema / properties / top_providers
      Added value: +{
      +  "anyOf": [
      +    {
      +      "items": {
      +        "additionalProperties": {},
      +        "properties": {
      +          "facilities": {
      +            "anyOf": [
      +              {
      +                "anyOf": [
      +                  {
      +                    "type": "number"
      +                  },
      +                  {
      +                    "type": "string"
      +                  }
      +                ]
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Facility count"
      +          },
      +          "name": {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Operator name"
      +          },
      +          "power_mw": {
      +            "anyOf": [
      +              {
      +                "anyOf": [
      +                  {
      +                    "type": "number"
      +                  },
      +                  {
      +                    "type": "string"
      +                  }
      +                ]
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ],
      +            "description": "Aggregate capacity, MW"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      "type": "array"
      +    },
      +    {
      +      "type": "null"
      +    }
      +  ],
      +  "description": "Dominant operators, largest first"
      +}
  6. 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"
      +}
  7. Changed4 schema fields changed
    • addedInput schema / properties / compare_to / description
      Added value: +"Optional second market slug to compare against, e.g. dallas"
    • addedInput schema / properties / market / description
      Added value: +"Market slug (metro), e.g. northern-virginia, dallas, frankfurt, singapore — valid slugs come from rank_markets / get_market_dcpi_rank"
    • addedInput schema / properties / metric / description
      Added value: +"Optional single metric to focus on, e.g. vacancy, pricing, absorption, pipeline"
    • addedInput schema / properties / period / description
      Added value: +"Optional time window for the metric, e.g. ttm, 12mo, ytd"
  8. Changed11 schema fields changed
    • addedInput schema / $schema
      Added value: +"http://json-schema.org/draft-07/schema#"
    • removedInput schema / properties / compare_to / default
      Removed value: -""
    • removedInput schema / properties / compare_to / title
      Removed value: -"Compare To"
    • removedInput schema / properties / market / default
      Removed value: -""
    • removedInput schema / properties / market / title
      Removed value: -"Market"
    • removedInput schema / properties / metric / default
      Removed value: -""
    • removedInput schema / properties / metric / title
      Removed value: -"Metric"
    • removedInput schema / properties / period / default
      Removed value: -"current"
    • removedInput schema / properties / period / title
      Removed value: -"Period"
    • removedInput schema / title
      Removed value: -"get_market_intelArguments"
    • changedOutput schema / (root)
      Previous value: -{
      -  "properties": {
      -    "result": {
      -      "title": "Result",
      -      "type": "string"
      -    }
      -  },
      -  "required": [
      -    "result"
      -  ],
      -  "title": "get_market_intelOutput",
      -  "type": "object"
      -}New value: +null
  9. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "properties": {
      +    "result": {
      +      "title": "Result",
      +      "type": "string"
      +    }
      +  },
      +  "required": [
      +    "result"
      +  ],
      +  "title": "get_market_intelOutput",
      +  "type": "object"
      +}
  10. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -{
      -  "properties": {
      -    "result": {
      -      "title": "Result",
      -      "type": "string"
      -    }
      -  },
      -  "required": [
      -    "result"
      -  ],
      -  "title": "get_market_intelOutput",
      -  "type": "object"
      -}New value: +null
  11. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "properties": {
      +    "result": {
      +      "title": "Result",
      +      "type": "string"
      +    }
      +  },
      +  "required": [
      +    "result"
      +  ],
      +  "title": "get_market_intelOutput",
      +  "type": "object"
      +}
  12. Changed1 schema field changed
    • changedOutput schema / (root)
      Previous value: -{
      -  "properties": {
      -    "result": {
      -      "title": "Result",
      -      "type": "string"
      -    }
      -  },
      -  "required": [
      -    "result"
      -  ],
      -  "title": "get_market_intelOutput",
      -  "type": "object"
      -}New value: +null
  13. First observed

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint and idempotentHint, and the description adds useful behavioral context: it works across 300+ markets, returns a snapshot with a DCPI verdict and last_updated timestamp, and is scoped to a single market. It does not mention the MPP/autopay challenge flow, but those details are fully described in the input schema and do not contradict the annotations.

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?

The description is front-loaded with the main use case, then gives an example, param explanation, return shape, and exclusion routing. The return-structure section is somewhat redundant with the output schema, but the organization is clear and each section earns its place without excessive verbosity.

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

Completeness4/5

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

For a tool with rich annotations and a full input/output schema, the description covers the essential selection and invocation context: use case, example call, market slug format, and sibling routing. It could have mentioned compare_to or the MPP payment parameters at the top level, but those are well-documented in the schema, so nothing critical is missing for correct normal usage.

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 description coverage is 100%, so the baseline is 3. The description adds an example invocation and clarifies that market is a market_slug, but metric, period, compare_to, and payment parameters are left entirely to the schema. This is adequate but does not go beyond the schema in a meaningful way.

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?

The description explicitly states the tool is for ONE data-center market and lists the concrete metrics returned (vacancy, capacity pricing, supply pipeline, dominant operators, YoY growth). It also differentiates itself from rank_markets and get_facility, making the tool's purpose immediately clear.

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?

It gives an explicit when-to-use condition ('Use when a user asks about ONE data-center market') and explicit when-not-to-use guidance with named alternatives ('Do NOT use to rank multiple markets (use rank_markets) or for a single facility (use get_facility)'). This is strong routing that leaves little 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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Glama MCP Gateway

Add one secure layer between your agents and this server.