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azmartone67

DC Hub — Data Center & Energy Intelligence

Find Alternative Facilities

find_alternatives
Read-onlyIdempotent

Find similar data-center or energy facilities near a seed site. Enter one facility and optional capacity or radius to get ranked alternatives with match reasons and key differences.

Instructions

Use when a user likes ONE specific facility and wants similar nearby options to consider instead ("what else looks like this?"). Example: "Find alternatives to the Ashburn QTS campus for about 50MW." — find_alternatives facility_id=. Params: facility_id or name (the target, required); optional capacity_mw, radius_km, limit. Returns: ranked alternatives, each with similarity_score, match_reasons, and key_differences versus the target. Do NOT use to score one site (use score_facility or analyze_site) or to compare a known short-list head-to-head (use compare_sites); this DISCOVERS candidates from a single seed facility.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMax results to return (1-500; default varies by tool)
match_onNoOptional similarity dimension to weight, e.g. capacity, operator, fiber, market
radius_kmNoSearch radius in km for candidate alternatives around the seed facility
facility_idYesThe seed facility id/slug (required) to find alternatives to, from a prior search result — there is no `name` param; an undeclared key is silently stripped
exclude_operatorNoIf true, exclude facilities from the same operator as the seed

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
quotaNoCaller quota state (remaining calls, tier) when available.
_entityNoPayload class discriminator (e.g. facility|market|iso_grid|queue_results|deal|report|response) — branch on this before parsing the rest.
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.
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.
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. Dates show when Glama detected each change.

  1. Changed4 schema fields changed
    • removedInput schema / $schema
      Removed value: -"http://json-schema.org/draft-07/schema#"
    • changedInput schema / properties / facility_id / description
      Previous value: -"The seed facility id/slug (or use name) to find alternatives to, from a prior search result"New value: +"The seed facility id/slug (required) to find alternatives to, from a prior search result — there is no `name` param; an undeclared key is silently stripped"
    • addedInput schema / required
      Added value: +[
      +  "facility_id"
      +]
    • removedOutput schema / $schema
      Removed value: -"http://json-schema.org/draft-07/schema#"
  2. Changed5 schema fields changedv2.3.20
    • removedOutput schema / properties / citation / additionalProperties
      Removed value: -{}
    • addedOutput schema / properties / citation / anyOf
      Added value: +[
      +  {
      +    "additionalProperties": {},
      +    "properties": {},
      +    "type": "object"
      +  },
      +  {
      +    "type": "string"
      +  }
      +]
    • changedOutput schema / properties / citation / description
      Previous value: -"Machine-readable citation: how to attribute DC Hub (dchub.cloud) for this payload."New value: +"Machine-readable citation: how to attribute DC Hub (dchub.cloud) for this payload. Normally an OBJECT {source, url, license, cite_as, retrieved_at}; a bare string is accepted and carries the attribution line itself."
    • removedOutput schema / properties / citation / properties
      Removed value: -{}
    • removedOutput schema / properties / citation / type
      Removed value: -"object"
  3. Changed1 schema field changedv2.3.12
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "$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"
      +    },
      +    "_front_door": {
      +      "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"
      +    },
      +    "_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": {
      +      "anyOf": [
      +        {
      +          "items": {
      +            "additionalProperties": {},
      +            "properties": {},
      +            "type": "object"
      +          },
      +          "type": "array"
      +        },
      +        {
      +          "additionalProperties": {},
      +          "properties": {},
      +          "type": "object"
      +        }
      +      ],
      +      "description": "Pre-built follow-up calls (analyze_site / get_water_risk args) when the payload carries coordinates — an array of {tool, parameters, why} entries."
      +    }
      +  },
      +  "type": "object"
      +}
  4. Changed7 schema fields changedv2.3.6
    • addedInput schema / properties / exclude_operator / description
      Added value: +"If true, exclude facilities from the same operator as the seed"
    • addedInput schema / properties / facility_id / description
      Added value: +"The seed facility id/slug (or use name) to find alternatives to, from a prior search result"
    • addedInput schema / properties / limit / description
      Added value: +"Max results to return (1-500; default varies by tool)"
    • changedInput schema / properties / limit / maximum
      Previous value: -9007199254740991New value: +500
    • changedInput schema / properties / limit / minimum
      Previous value: --9007199254740991New value: +1
    • addedInput schema / properties / match_on / description
      Added value: +"Optional similarity dimension to weight, e.g. capacity, operator, fiber, market"
    • addedInput schema / properties / radius_km / description
      Added value: +"Search radius in km for candidate alternatives around the seed facility"
  5. First observedv2.1.19

TDQS

A4/5.0
Behavior4/5

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

Annotations already carry the read-only, idempotent, non-destructive safety profile, lowering the burden. The description adds genuinely useful behavior beyond that: it returns ranked alternatives with similarity_score, match_reasons, and key_differences versus the target, and it clarifies discovery semantics versus scoring/comparison. However, it stops short of disclosing default radius/limit or empty-result behavior, and it does not surface the silent key-stripping behavior that the schema itself flags.

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

Conciseness3/5

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

The structure is sound — use case first, then a worked example, then returns, then exclusions — and the exclusion clause is efficient. But the param-summary sentence is stale and factually wrong against the schema, so one of the four sentences is positively harmful rather than earning its place. Slightly over-packed for what it conveys.

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

Completeness3/5

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

With an output schema present and 100% param schema coverage, the burden shifts to usage context, which the description covers well: when to use, what it returns, and what to use instead. The critical gap is the inconsistent param list, which could cause an agent to invoke it with invalid arguments (name, capacity_mw) that are silently stripped. For a simple read-only tool this is a notable but not fatal completeness defect.

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

Parameters2/5

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

Schema coverage is 100%, giving a baseline of 3, but the description's param summary actively misleads: it advertises 'facility_id or name' and 'optional capacity_mw' while the schema explicitly states 'there is no `name` param; an undeclared key is silently stripped' and contains no capacity_mw property at all. It also omits the real optional params match_on and exclude_operator. An agent following the description would pass phantom keys and get them silently dropped.

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 anchors on a specific verb+resource — discovering alternative facilities similar to one seed facility — and illustrates it with a concrete query example ('Find alternatives to the Ashburn QTS campus for about 50MW.'). It also names what it is not (score_facility, analyze_site, compare_sites), so an agent can distinguish it from siblings at a glance.

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?

The trigger condition is explicit and front-loaded ('when a user likes ONE specific facility and wants similar nearby options'), and the exclusion clause names the exact alternatives to use instead ('use score_facility or analyze_site' for single-site scoring, 'use compare_sites' for head-to-head short-list comparison). The closing line — 'this DISCOVERS candidates from a single seed facility' — leaves no ambiguity about when to invoke it.

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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