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Costory: Your Finops MCP

update_report

Apply declarative partial changes to one non-archived report. Call get_skill with skillId: "reports" first when changing DIGEST content, schedule, destinations, or reportContext. Omitted fields are preserved. Pass reportContext as a partial patch to edit the report-wide period, groupBy, metricId, currency, scopeId, or conditionsCel without recreating widgets — omit fields you want to keep; empty conditionsCel clears the filter. The legacy context alias is temporarily accepted but deprecated; never send both. tagIds replaces the full list: existing IDs from list_tags and/or { name, color? } for new tags; color defaults to #6366F1; missing tags are created. Omit keeps stored tags; [] clears them. DANGER ZONE when changing schedule, widget, destinations, resuming to ACTIVE, or using schedule.mode NOW: summarize the merged future configuration and ask the user to confirm before calling. Pure pause plus metadata / reportContext edits can apply immediately. schedule.mode NOW converts to on-demand ACTIVE and sends immediately. Archived restore is forbidden in MCP. destinations replaces the full list (must be non-empty; omit to leave it unchanged). widgets (an array) replaces the report's entire widget list wholesale, with type inside each widget; omit widgets to leave the widgets unchanged. The input field is always widgets (array) — a singular widget key is silently ignored. EXAMPLE pause: { reportId: "clx…", state: "PAUSED" } EXAMPLE context patch: { reportId: "clx…", reportContext: { datePreset: "LAST_WEEK", groupBy: "cos_service_name" } }

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
nameNoOptional name patch.
slugNoOrganization slug. Omit to auto-detect from your account (fails if you belong to multiple orgs).
stateNoACTIVE or PAUSED (MCP-facing status).
tagIdsNoReplaces the full tag list. Omit to keep stored tags; pass [] to clear. Pass existing tag IDs from `list_tags`, and/or new tag objects `{ name, color? }` (created in the org if missing; color defaults to #6366F1).
contextNoDeprecated alias for `reportContext`; supported temporarily for backward compatibility. Do not send both fields.
widgetsNoWhen set, replaces the widget list wholesale; omit to leave unchanged. Same widget objects as `create_report` `widgets[]`.
reportIdYesReport id to patch.
scheduleNoOptional schedule replace. NOW / UNSCHEDULED / SCHEDULED (WEEKLY requires `weekday`).
descriptionNoOptional description patch.
destinationsNoWhen set, replaces the destination list wholesale; omit to leave unchanged (never empties it). Same destination objects as `create_report` `destinations`.
reportContextNoPartial patch for report-level shared context (same fields as `create_report` `reportContext`). Omitted fields keep their current values. Empty conditionsCel clears the filter. Can be used alone or together with `widgets`.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • changedInput schema / properties / schedule / oneOf
      Previous value: -[
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "mode": {
      -        "const": "NOW",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "mode"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "mode": {
      -        "const": "UNSCHEDULED",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "mode"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "firstRunAt": {
      -        "anyOf": [
      -          {
      -            "format": "date-time",
      -            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z))$",
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ],
      -        "description": "First send time as ISO-8601 UTC datetime, or null to clear"
      -      },
      -      "mode": {
      -        "const": "SCHEDULED",
      -        "type": "string"
      -      },
      -      "period": {
      -        "description": "Recurrence: DAILY, WEEKDAYS, WEEKLY, or MONTHLY. WEEKLY requires `weekday`.",
      -        "enum": [
      -          "DAILY",
      -          "WEEKDAYS",
      -          "WEEKLY",
      -          "MONTHLY"
      -        ],
      -        "type": "string"
      -      },
      -      "weekday": {
      -        "description": "Day of week for WEEKLY: 0 = Sunday … 6 = Saturday. Required when period is WEEKLY.",
      -        "maximum": 6,
      -        "minimum": 0,
      -        "type": "integer"
      -      }
      -    },
      -    "required": [
      -      "mode",
      -      "period"
      -    ],
      -    "type": "object"
      -  }
      -]New value: +[
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "mode": {
      +        "const": "NOW",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "mode"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "mode": {
      +        "const": "UNSCHEDULED",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "mode"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "firstRunAt": {
      +        "anyOf": [
      +          {
      +            "format": "date-time",
      +            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z))$",
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "First send date as ISO-8601 UTC datetime, or null to clear. The time of day is ignored."
      +      },
      +      "mode": {
      +        "const": "SCHEDULED",
      +        "type": "string"
      +      },
      +      "period": {
      +        "description": "Recurrence: DAILY, WEEKDAYS, WEEKLY, or MONTHLY. WEEKLY requires `weekday`.",
      +        "enum": [
      +          "DAILY",
      +          "WEEKDAYS",
      +          "WEEKLY",
      +          "MONTHLY"
      +        ],
      +        "type": "string"
      +      },
      +      "weekday": {
      +        "description": "Day of week for WEEKLY: 0 = Sunday … 6 = Saturday. Required when period is WEEKLY.",
      +        "maximum": 6,
      +        "minimum": 0,
      +        "type": "integer"
      +      }
      +    },
      +    "required": [
      +      "mode",
      +      "period"
      +    ],
      +    "type": "object"
      +  }
      +]
    • addedInput schema / properties / tagIds
      Added value: +{
      +  "description": "Replaces the full tag list. Omit to keep stored tags; pass [] to clear. Pass existing tag IDs from `list_tags`, and/or new tag objects `{ name, color? }` (created in the org if missing; color defaults to #6366F1).",
      +  "items": {
      +    "anyOf": [
      +      {
      +        "description": "Existing tag ID",
      +        "minLength": 1,
      +        "type": "string"
      +      },
      +      {
      +        "additionalProperties": false,
      +        "properties": {
      +          "color": {
      +            "default": "#6366F1",
      +            "description": "Hex color for the new tag (defaults to #6366F1)",
      +            "minLength": 1,
      +            "type": "string"
      +          },
      +          "name": {
      +            "minLength": 1,
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "name"
      +        ],
      +        "type": "object"
      +      }
      +    ]
      +  },
      +  "type": "array"
      +}
  2. Changed3 schema fields changed
    • changedInput schema / properties / context / properties / datePreset / anyOf
      Previous value: -[
      -  {
      -    "enum": [
      -      "TRAILING_90_DAYS",
      -      "TRAILING_30_DAYS",
      -      "TRAILING_45_DAYS",
      -      "TRAILING_7_DAYS",
      -      "TRAILING_3_DAYS",
      -      "TRAILING_14_WEEKS",
      -      "MTD",
      -      "QTD",
      -      "YTD",
      -      "CURRENT_MONTH",
      -      "CURRENT_QUARTER",
      -      "CURRENT_YEAR",
      -      "LAST_WEEK",
      -      "LAST_MONTH",
      -      "LAST_6_MONTHS",
      -      "LAST_12_MONTHS",
      -      "LAST_4_YEARS",
      -      "LAST_3_MONTHS",
      -      "LAST_INVOICE_MONTH"
      -    ],
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]New value: +[
      +  {
      +    "enum": [
      +      "TRAILING_90_DAYS",
      +      "TRAILING_30_DAYS",
      +      "TRAILING_45_DAYS",
      +      "TRAILING_7_DAYS",
      +      "TRAILING_3_DAYS",
      +      "TRAILING_1_DAYS",
      +      "TRAILING_14_WEEKS",
      +      "MTD",
      +      "QTD",
      +      "YTD",
      +      "CURRENT_MONTH",
      +      "CURRENT_QUARTER",
      +      "CURRENT_YEAR",
      +      "LAST_WEEK",
      +      "LAST_MONTH",
      +      "LAST_6_MONTHS",
      +      "LAST_12_MONTHS",
      +      "LAST_4_YEARS",
      +      "LAST_3_MONTHS",
      +      "LAST_INVOICE_MONTH"
      +    ],
      +    "type": "string"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
    • changedInput schema / properties / reportContext / properties / datePreset / anyOf
      Previous value: -[
      -  {
      -    "enum": [
      -      "TRAILING_90_DAYS",
      -      "TRAILING_30_DAYS",
      -      "TRAILING_45_DAYS",
      -      "TRAILING_7_DAYS",
      -      "TRAILING_3_DAYS",
      -      "TRAILING_14_WEEKS",
      -      "MTD",
      -      "QTD",
      -      "YTD",
      -      "CURRENT_MONTH",
      -      "CURRENT_QUARTER",
      -      "CURRENT_YEAR",
      -      "LAST_WEEK",
      -      "LAST_MONTH",
      -      "LAST_6_MONTHS",
      -      "LAST_12_MONTHS",
      -      "LAST_4_YEARS",
      -      "LAST_3_MONTHS",
      -      "LAST_INVOICE_MONTH"
      -    ],
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]New value: +[
      +  {
      +    "enum": [
      +      "TRAILING_90_DAYS",
      +      "TRAILING_30_DAYS",
      +      "TRAILING_45_DAYS",
      +      "TRAILING_7_DAYS",
      +      "TRAILING_3_DAYS",
      +      "TRAILING_1_DAYS",
      +      "TRAILING_14_WEEKS",
      +      "MTD",
      +      "QTD",
      +      "YTD",
      +      "CURRENT_MONTH",
      +      "CURRENT_QUARTER",
      +      "CURRENT_YEAR",
      +      "LAST_WEEK",
      +      "LAST_MONTH",
      +      "LAST_6_MONTHS",
      +      "LAST_12_MONTHS",
      +      "LAST_4_YEARS",
      +      "LAST_3_MONTHS",
      +      "LAST_INVOICE_MONTH"
      +    ],
      +    "type": "string"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
    • changedInput schema / properties / widgets / items / oneOf
      Previous value: -[
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "dashboardId": {
      -        "description": "Id of the dashboard to render as a PDF (from `search`/`get`).",
      -        "minLength": 1,
      -        "type": "string"
      -      },
      -      "datePreset": {
      -        "description": "Optional period override for the PDF. Omit to inherit the report (and destination) period.",
      -        "enum": [
      -          "TRAILING_90_DAYS",
      -          "TRAILING_30_DAYS",
      -          "TRAILING_45_DAYS",
      -          "TRAILING_7_DAYS",
      -          "TRAILING_3_DAYS",
      -          "TRAILING_14_WEEKS",
      -          "MTD",
      -          "QTD",
      -          "YTD",
      -          "CURRENT_MONTH",
      -          "CURRENT_QUARTER",
      -          "CURRENT_YEAR",
      -          "LAST_WEEK",
      -          "LAST_MONTH",
      -          "LAST_6_MONTHS",
      -          "LAST_12_MONTHS",
      -          "LAST_4_YEARS",
      -          "LAST_3_MONTHS",
      -          "LAST_INVOICE_MONTH"
      -        ],
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "from": {
      -        "description": "Optional custom range start (YYYY-MM-DD). Use with to instead of datePreset.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Optional custom range end (inclusive, YYYY-MM-DD). Use with from instead of datePreset.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "type": {
      -        "const": "DASHBOARD_PDF",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type",
      -      "dashboardId"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "aggBy": {
      -        "default": "Month",
      -        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      -        "enum": [
      -          "Hour",
      -          "Day",
      -          "Week",
      -          "Month",
      -          "Period"
      -        ],
      -        "type": "string"
      -      },
      -      "compare": {
      -        "additionalProperties": false,
      -        "description": "Add a comparison period to show cost evolution side-by-side. Omit `from`/`to` to compare against the preceding period automatically; set `chartType` to choose how it renders.",
      -        "properties": {
      -          "chartType": {
      -            "default": "WATERFALL",
      -            "description": "How the comparison renders: WATERFALL (default, contribution to change), TABLE (before/after rows), or KPI_BREAKDOWN (per-group KPI cards). Note KPI_BREAKDOWN and TABLE widgets cannot be exported as PNG via get_widget_png.",
      -            "enum": [
      -              "WATERFALL",
      -              "TABLE",
      -              "KPI_BREAKDOWN"
      -            ],
      -            "type": "string"
      -          },
      -          "enabled": {
      -            "default": true,
      -            "description": "Defaults to true — supplying `compare` at all turns the comparison on. Pass false to keep the block while disabling it (useful when echoing back a payload from `get`).",
      -            "type": "boolean"
      -          },
      -          "from": {
      -            "description": "Comparison period start date. Omit (together with `to`) to compare against the preceding period, derived from the main period.",
      -            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      -            "type": "string"
      -          },
      -          "to": {
      -            "description": "Comparison period end date. Required together with `from`; omit both to auto-derive.",
      -            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      -            "type": "string"
      -          }
      -        },
      -        "type": "object"
      -      },
      -      "datePreset": {
      -        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      -        "enum": [
      -          "TRAILING_90_DAYS",
      -          "TRAILING_30_DAYS",
      -          "TRAILING_45_DAYS",
      -          "TRAILING_7_DAYS",
      -          "TRAILING_3_DAYS",
      -          "TRAILING_14_WEEKS",
      -          "MTD",
      -          "QTD",
      -          "YTD",
      -          "CURRENT_MONTH",
      -          "CURRENT_QUARTER",
      -          "CURRENT_YEAR",
      -          "LAST_WEEK",
      -          "LAST_MONTH",
      -          "LAST_6_MONTHS",
      -          "LAST_12_MONTHS",
      -          "LAST_4_YEARS",
      -          "LAST_3_MONTHS",
      -          "LAST_INVOICE_MONTH"
      -        ],
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "from": {
      -        "description": "Widget-level start date override. Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "limit": {
      -        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      -        "maximum": 1000,
      -        "minimum": 1,
      -        "type": "integer"
      -      },
      -      "queries": {
      -        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      -        "items": {
      -          "additionalProperties": {},
      -          "propertyNames": {
      -            "type": "string"
      -          },
      -          "type": "object"
      -        },
      -        "type": "array"
      -      },
      -      "scopeId": {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ],
      -        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "type": {
      -        "const": "GRAPH_SNAPSHOT",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "aggBy": {
      -        "default": "Month",
      -        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      -        "enum": [
      -          "Hour",
      -          "Day",
      -          "Week",
      -          "Month",
      -          "Period"
      -        ],
      -        "type": "string"
      -      },
      -      "datePreset": {
      -        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      -        "enum": [
      -          "TRAILING_90_DAYS",
      -          "TRAILING_30_DAYS",
      -          "TRAILING_45_DAYS",
      -          "TRAILING_7_DAYS",
      -          "TRAILING_3_DAYS",
      -          "TRAILING_14_WEEKS",
      -          "MTD",
      -          "QTD",
      -          "YTD",
      -          "CURRENT_MONTH",
      -          "CURRENT_QUARTER",
      -          "CURRENT_YEAR",
      -          "LAST_WEEK",
      -          "LAST_MONTH",
      -          "LAST_6_MONTHS",
      -          "LAST_12_MONTHS",
      -          "LAST_4_YEARS",
      -          "LAST_3_MONTHS",
      -          "LAST_INVOICE_MONTH"
      -        ],
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "flopN": {
      -        "default": 5,
      -        "maximum": 50,
      -        "minimum": 0,
      -        "type": "integer"
      -      },
      -      "from": {
      -        "description": "Widget-level start date override. Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "limit": {
      -        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      -        "maximum": 1000,
      -        "minimum": 1,
      -        "type": "integer"
      -      },
      -      "queries": {
      -        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      -        "items": {
      -          "additionalProperties": {},
      -          "propertyNames": {
      -            "type": "string"
      -          },
      -          "type": "object"
      -        },
      -        "type": "array"
      -      },
      -      "scopeId": {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ],
      -        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "topN": {
      -        "default": 5,
      -        "maximum": 50,
      -        "minimum": 0,
      -        "type": "integer"
      -      },
      -      "type": {
      -        "const": "TOP_FLOP",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "contentMarkdown": {
      -        "maxLength": 10000,
      -        "minLength": 1,
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "type": {
      -        "const": "TEXT",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type",
      -      "contentMarkdown"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "additionalGroupBy": {
      -        "default": [],
      -        "description": "Deeper DIGEST hierarchy levels AFTER the root groupBy, in order. Root axis is `reportContext.groupBy` (preferred) or `queries[0].groupBy` when overriding. Example: reportContext.groupBy=\"cos_environment\" + additionalGroupBy=[\"cos_sub_account_id\",\"cos_service_name\"] → tree path environment → project → service.",
      -        "items": {
      -          "minLength": 1,
      -          "type": "string"
      -        },
      -        "type": "array"
      -      },
      -      "aggBy": {
      -        "default": "Month",
      -        "description": "DIGEST time grain: Week or Month (default Month). Never Period (use TOP_FLOP for whole-period movers).",
      -        "enum": [
      -          "Week",
      -          "Month"
      -        ],
      -        "type": "string"
      -      },
      -      "compare": {
      -        "description": "Required only with explicit from/to when not using datePreset or reportContext. Prefer datePreset / reportContext.",
      -        "properties": {
      -          "from": {
      -            "description": "Comparison period start date.",
      -            "format": "date",
      -            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -            "type": "string"
      -          },
      -          "to": {
      -            "description": "Comparison period end date.",
      -            "format": "date",
      -            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -            "type": "string"
      -          }
      -        },
      -        "required": [
      -          "from",
      -          "to"
      -        ],
      -        "type": "object"
      -      },
      -      "datePreset": {
      -        "description": "Widget-level period override for scheduled DIGESTs (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Mutually exclusive with explicit from/to/compare — do not set both.",
      -        "enum": [
      -          "TRAILING_90_DAYS",
      -          "TRAILING_30_DAYS",
      -          "TRAILING_45_DAYS",
      -          "TRAILING_7_DAYS",
      -          "TRAILING_3_DAYS",
      -          "TRAILING_14_WEEKS",
      -          "MTD",
      -          "QTD",
      -          "YTD",
      -          "CURRENT_MONTH",
      -          "CURRENT_QUARTER",
      -          "CURRENT_YEAR",
      -          "LAST_WEEK",
      -          "LAST_MONTH",
      -          "LAST_6_MONTHS",
      -          "LAST_12_MONTHS",
      -          "LAST_4_YEARS",
      -          "LAST_3_MONTHS",
      -          "LAST_INVOICE_MONTH"
      -        ],
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "display": {
      -        "default": "tree",
      -        "description": "DIGEST presentation: \"tree\" (default, change tree only — faster), \"summary\" (LLM executive narrative — slower; opt-in AI summary), or \"table\" (flat table). Set \"summary\" when the user wants the AI write-up.",
      -        "enum": [
      -          "tree",
      -          "table",
      -          "summary"
      -        ],
      -        "type": "string"
      -      },
      -      "enableAiInvestigation": {
      -        "default": false,
      -        "description": "When true, deepest-leaf cost movers get per-node AI investigation before delivery (async analysis_agent_run — noticeably slower). Default false. Independent of display: \"summary\" (executive narrative). Prefer display: \"summary\" alone for a written overview; enable this only when the user wants deep node analysis.",
      -        "type": "boolean"
      -      },
      -      "from": {
      -        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "limit": {
      -        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      -        "maximum": 1000,
      -        "minimum": 1,
      -        "type": "integer"
      -      },
      -      "minAbsoluteDiff": {
      -        "default": 100,
      -        "minimum": 0,
      -        "type": "number"
      -      },
      -      "minRelativeDiff": {
      -        "default": 5,
      -        "minimum": 0,
      -        "type": "number"
      -      },
      -      "queries": {
      -        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      -        "items": {
      -          "additionalProperties": {},
      -          "propertyNames": {
      -            "type": "string"
      -          },
      -          "type": "object"
      -        },
      -        "type": "array"
      -      },
      -      "scopeId": {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ],
      -        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      -      },
      -      "title": {
      -        "default": "Cost changes",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "topLargestAbsoluteChange": {
      -        "default": 20,
      -        "description": "How many largest-absolute-change nodes to surface. Allowed values: 5, 10, 15, or 20.",
      -        "type": "number"
      -      },
      -      "type": {
      -        "const": "DIGEST",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type"
      -    ],
      -    "type": "object"
      -  }
      -]New value: +[
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "dashboardId": {
      +        "description": "Id of the dashboard to render as a PDF (from `search`/`get`).",
      +        "minLength": 1,
      +        "type": "string"
      +      },
      +      "datePreset": {
      +        "description": "Optional period override for the PDF. Omit to inherit the report (and destination) period.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_1_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "CURRENT_MONTH",
      +          "CURRENT_QUARTER",
      +          "CURRENT_YEAR",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "from": {
      +        "description": "Optional custom range start (YYYY-MM-DD). Use with to instead of datePreset.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Optional custom range end (inclusive, YYYY-MM-DD). Use with from instead of datePreset.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "type": {
      +        "const": "DASHBOARD_PDF",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type",
      +      "dashboardId"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "aggBy": {
      +        "default": "Month",
      +        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      +        "enum": [
      +          "Hour",
      +          "Day",
      +          "Week",
      +          "Month",
      +          "Period"
      +        ],
      +        "type": "string"
      +      },
      +      "compare": {
      +        "additionalProperties": false,
      +        "description": "Add a comparison period to show cost evolution side-by-side. Omit `from`/`to` to compare against the preceding period automatically; set `chartType` to choose how it renders.",
      +        "properties": {
      +          "chartType": {
      +            "default": "WATERFALL",
      +            "description": "How the comparison renders: WATERFALL (default, contribution to change), TABLE (before/after rows), or KPI_BREAKDOWN (per-group KPI cards). Note KPI_BREAKDOWN and TABLE widgets cannot be exported as PNG via get_widget_png.",
      +            "enum": [
      +              "WATERFALL",
      +              "TABLE",
      +              "KPI_BREAKDOWN"
      +            ],
      +            "type": "string"
      +          },
      +          "enabled": {
      +            "default": true,
      +            "description": "Defaults to true — supplying `compare` at all turns the comparison on. Pass false to keep the block while disabling it (useful when echoing back a payload from `get`).",
      +            "type": "boolean"
      +          },
      +          "from": {
      +            "description": "Comparison period start date. Omit (together with `to`) to compare against the preceding period, derived from the main period.",
      +            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      +            "type": "string"
      +          },
      +          "to": {
      +            "description": "Comparison period end date. Required together with `from`; omit both to auto-derive.",
      +            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      +            "type": "string"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      "datePreset": {
      +        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_1_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "CURRENT_MONTH",
      +          "CURRENT_QUARTER",
      +          "CURRENT_YEAR",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "from": {
      +        "description": "Widget-level start date override. Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "queries": {
      +        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      +        "items": {
      +          "additionalProperties": {},
      +          "propertyNames": {
      +            "type": "string"
      +          },
      +          "type": "object"
      +        },
      +        "type": "array"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "type": {
      +        "const": "GRAPH_SNAPSHOT",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "aggBy": {
      +        "default": "Month",
      +        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      +        "enum": [
      +          "Hour",
      +          "Day",
      +          "Week",
      +          "Month",
      +          "Period"
      +        ],
      +        "type": "string"
      +      },
      +      "datePreset": {
      +        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_1_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "CURRENT_MONTH",
      +          "CURRENT_QUARTER",
      +          "CURRENT_YEAR",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "flopN": {
      +        "default": 5,
      +        "maximum": 100,
      +        "minimum": 0,
      +        "type": "integer"
      +      },
      +      "from": {
      +        "description": "Widget-level start date override. Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "queries": {
      +        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      +        "items": {
      +          "additionalProperties": {},
      +          "propertyNames": {
      +            "type": "string"
      +          },
      +          "type": "object"
      +        },
      +        "type": "array"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "topN": {
      +        "default": 5,
      +        "maximum": 100,
      +        "minimum": 0,
      +        "type": "integer"
      +      },
      +      "type": {
      +        "const": "TOP_FLOP",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "contentMarkdown": {
      +        "maxLength": 10000,
      +        "minLength": 1,
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "type": {
      +        "const": "TEXT",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type",
      +      "contentMarkdown"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "additionalGroupBy": {
      +        "default": [],
      +        "description": "Deeper DIGEST hierarchy levels AFTER the root groupBy, in order. Root axis is `reportContext.groupBy` (preferred) or `queries[0].groupBy` when overriding. Example: reportContext.groupBy=\"cos_environment\" + additionalGroupBy=[\"cos_sub_account_id\",\"cos_service_name\"] → tree path environment → project → service.",
      +        "items": {
      +          "minLength": 1,
      +          "type": "string"
      +        },
      +        "type": "array"
      +      },
      +      "aggBy": {
      +        "default": "Month",
      +        "description": "DIGEST time grain: Week or Month (default Month). Never Period (use TOP_FLOP for whole-period movers).",
      +        "enum": [
      +          "Week",
      +          "Month"
      +        ],
      +        "type": "string"
      +      },
      +      "compare": {
      +        "description": "Required only with explicit from/to when not using datePreset or reportContext. Prefer datePreset / reportContext.",
      +        "properties": {
      +          "from": {
      +            "description": "Comparison period start date.",
      +            "format": "date",
      +            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +            "type": "string"
      +          },
      +          "to": {
      +            "description": "Comparison period end date.",
      +            "format": "date",
      +            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "from",
      +          "to"
      +        ],
      +        "type": "object"
      +      },
      +      "datePreset": {
      +        "description": "Widget-level period override for scheduled DIGESTs (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Mutually exclusive with explicit from/to/compare — do not set both.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_1_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "CURRENT_MONTH",
      +          "CURRENT_QUARTER",
      +          "CURRENT_YEAR",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "display": {
      +        "default": "tree",
      +        "description": "DIGEST presentation: \"tree\" (default, change tree only — faster), \"summary\" (LLM executive narrative — slower; opt-in AI summary), or \"table\" (flat table). Set \"summary\" when the user wants the AI write-up.",
      +        "enum": [
      +          "tree",
      +          "table",
      +          "summary"
      +        ],
      +        "type": "string"
      +      },
      +      "enableAiInvestigation": {
      +        "default": false,
      +        "description": "When true, deepest-leaf cost movers get per-node AI investigation before delivery (async analysis_agent_run — noticeably slower). Default false. Independent of display: \"summary\" (executive narrative). Prefer display: \"summary\" alone for a written overview; enable this only when the user wants deep node analysis.",
      +        "type": "boolean"
      +      },
      +      "from": {
      +        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "minAbsoluteDiff": {
      +        "default": 100,
      +        "minimum": 0,
      +        "type": "number"
      +      },
      +      "minRelativeDiff": {
      +        "default": 5,
      +        "minimum": 0,
      +        "type": "number"
      +      },
      +      "queries": {
      +        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      +        "items": {
      +          "additionalProperties": {},
      +          "propertyNames": {
      +            "type": "string"
      +          },
      +          "type": "object"
      +        },
      +        "type": "array"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "Cost changes",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "topLargestAbsoluteChange": {
      +        "default": 20,
      +        "description": "How many largest-absolute-change nodes to surface (integer 1–100). Applied at every tree level.",
      +        "maximum": 100,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "type": {
      +        "const": "DIGEST",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type"
      +    ],
      +    "type": "object"
      +  }
      +]
  3. Changed3 schema fields changed
    • changedInput schema / properties / context / properties / datePreset / anyOf
      Previous value: -[
      -  {
      -    "enum": [
      -      "TRAILING_90_DAYS",
      -      "TRAILING_30_DAYS",
      -      "TRAILING_45_DAYS",
      -      "TRAILING_7_DAYS",
      -      "TRAILING_3_DAYS",
      -      "TRAILING_14_WEEKS",
      -      "MTD",
      -      "QTD",
      -      "YTD",
      -      "LAST_WEEK",
      -      "LAST_MONTH",
      -      "LAST_6_MONTHS",
      -      "LAST_12_MONTHS",
      -      "LAST_4_YEARS",
      -      "LAST_3_MONTHS",
      -      "LAST_INVOICE_MONTH"
      -    ],
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]New value: +[
      +  {
      +    "enum": [
      +      "TRAILING_90_DAYS",
      +      "TRAILING_30_DAYS",
      +      "TRAILING_45_DAYS",
      +      "TRAILING_7_DAYS",
      +      "TRAILING_3_DAYS",
      +      "TRAILING_14_WEEKS",
      +      "MTD",
      +      "QTD",
      +      "YTD",
      +      "CURRENT_MONTH",
      +      "CURRENT_QUARTER",
      +      "CURRENT_YEAR",
      +      "LAST_WEEK",
      +      "LAST_MONTH",
      +      "LAST_6_MONTHS",
      +      "LAST_12_MONTHS",
      +      "LAST_4_YEARS",
      +      "LAST_3_MONTHS",
      +      "LAST_INVOICE_MONTH"
      +    ],
      +    "type": "string"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
    • changedInput schema / properties / reportContext / properties / datePreset / anyOf
      Previous value: -[
      -  {
      -    "enum": [
      -      "TRAILING_90_DAYS",
      -      "TRAILING_30_DAYS",
      -      "TRAILING_45_DAYS",
      -      "TRAILING_7_DAYS",
      -      "TRAILING_3_DAYS",
      -      "TRAILING_14_WEEKS",
      -      "MTD",
      -      "QTD",
      -      "YTD",
      -      "LAST_WEEK",
      -      "LAST_MONTH",
      -      "LAST_6_MONTHS",
      -      "LAST_12_MONTHS",
      -      "LAST_4_YEARS",
      -      "LAST_3_MONTHS",
      -      "LAST_INVOICE_MONTH"
      -    ],
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]New value: +[
      +  {
      +    "enum": [
      +      "TRAILING_90_DAYS",
      +      "TRAILING_30_DAYS",
      +      "TRAILING_45_DAYS",
      +      "TRAILING_7_DAYS",
      +      "TRAILING_3_DAYS",
      +      "TRAILING_14_WEEKS",
      +      "MTD",
      +      "QTD",
      +      "YTD",
      +      "CURRENT_MONTH",
      +      "CURRENT_QUARTER",
      +      "CURRENT_YEAR",
      +      "LAST_WEEK",
      +      "LAST_MONTH",
      +      "LAST_6_MONTHS",
      +      "LAST_12_MONTHS",
      +      "LAST_4_YEARS",
      +      "LAST_3_MONTHS",
      +      "LAST_INVOICE_MONTH"
      +    ],
      +    "type": "string"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
    • changedInput schema / properties / widgets / items / oneOf
      Previous value: -[
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "dashboardId": {
      -        "description": "Id of the dashboard to render as a PDF (from `search`/`get`).",
      -        "minLength": 1,
      -        "type": "string"
      -      },
      -      "datePreset": {
      -        "description": "Optional period override for the PDF. Omit to inherit the report (and destination) period.",
      -        "enum": [
      -          "TRAILING_90_DAYS",
      -          "TRAILING_30_DAYS",
      -          "TRAILING_45_DAYS",
      -          "TRAILING_7_DAYS",
      -          "TRAILING_3_DAYS",
      -          "TRAILING_14_WEEKS",
      -          "MTD",
      -          "QTD",
      -          "YTD",
      -          "LAST_WEEK",
      -          "LAST_MONTH",
      -          "LAST_6_MONTHS",
      -          "LAST_12_MONTHS",
      -          "LAST_4_YEARS",
      -          "LAST_3_MONTHS",
      -          "LAST_INVOICE_MONTH"
      -        ],
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "from": {
      -        "description": "Optional custom range start (YYYY-MM-DD). Use with to instead of datePreset.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Optional custom range end (inclusive, YYYY-MM-DD). Use with from instead of datePreset.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "type": {
      -        "const": "DASHBOARD_PDF",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type",
      -      "dashboardId"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "aggBy": {
      -        "default": "Month",
      -        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      -        "enum": [
      -          "Hour",
      -          "Day",
      -          "Week",
      -          "Month",
      -          "Period"
      -        ],
      -        "type": "string"
      -      },
      -      "compare": {
      -        "additionalProperties": false,
      -        "description": "Add a comparison period to show cost evolution side-by-side. Omit `from`/`to` to compare against the preceding period automatically; set `chartType` to choose how it renders.",
      -        "properties": {
      -          "chartType": {
      -            "default": "WATERFALL",
      -            "description": "How the comparison renders: WATERFALL (default, contribution to change), TABLE (before/after rows), or KPI_BREAKDOWN (per-group KPI cards). Note KPI_BREAKDOWN and TABLE widgets cannot be exported as PNG via get_widget_png.",
      -            "enum": [
      -              "WATERFALL",
      -              "TABLE",
      -              "KPI_BREAKDOWN"
      -            ],
      -            "type": "string"
      -          },
      -          "enabled": {
      -            "default": true,
      -            "description": "Defaults to true — supplying `compare` at all turns the comparison on. Pass false to keep the block while disabling it (useful when echoing back a payload from `get`).",
      -            "type": "boolean"
      -          },
      -          "from": {
      -            "description": "Comparison period start date. Omit (together with `to`) to compare against the preceding period, derived from the main period.",
      -            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      -            "type": "string"
      -          },
      -          "to": {
      -            "description": "Comparison period end date. Required together with `from`; omit both to auto-derive.",
      -            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      -            "type": "string"
      -          }
      -        },
      -        "type": "object"
      -      },
      -      "datePreset": {
      -        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      -        "enum": [
      -          "TRAILING_90_DAYS",
      -          "TRAILING_30_DAYS",
      -          "TRAILING_45_DAYS",
      -          "TRAILING_7_DAYS",
      -          "TRAILING_3_DAYS",
      -          "TRAILING_14_WEEKS",
      -          "MTD",
      -          "QTD",
      -          "YTD",
      -          "LAST_WEEK",
      -          "LAST_MONTH",
      -          "LAST_6_MONTHS",
      -          "LAST_12_MONTHS",
      -          "LAST_4_YEARS",
      -          "LAST_3_MONTHS",
      -          "LAST_INVOICE_MONTH"
      -        ],
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "from": {
      -        "description": "Widget-level start date override. Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "limit": {
      -        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      -        "maximum": 1000,
      -        "minimum": 1,
      -        "type": "integer"
      -      },
      -      "queries": {
      -        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      -        "items": {
      -          "additionalProperties": {},
      -          "propertyNames": {
      -            "type": "string"
      -          },
      -          "type": "object"
      -        },
      -        "type": "array"
      -      },
      -      "scopeId": {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ],
      -        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "type": {
      -        "const": "GRAPH_SNAPSHOT",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "aggBy": {
      -        "default": "Month",
      -        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      -        "enum": [
      -          "Hour",
      -          "Day",
      -          "Week",
      -          "Month",
      -          "Period"
      -        ],
      -        "type": "string"
      -      },
      -      "datePreset": {
      -        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      -        "enum": [
      -          "TRAILING_90_DAYS",
      -          "TRAILING_30_DAYS",
      -          "TRAILING_45_DAYS",
      -          "TRAILING_7_DAYS",
      -          "TRAILING_3_DAYS",
      -          "TRAILING_14_WEEKS",
      -          "MTD",
      -          "QTD",
      -          "YTD",
      -          "LAST_WEEK",
      -          "LAST_MONTH",
      -          "LAST_6_MONTHS",
      -          "LAST_12_MONTHS",
      -          "LAST_4_YEARS",
      -          "LAST_3_MONTHS",
      -          "LAST_INVOICE_MONTH"
      -        ],
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "flopN": {
      -        "default": 5,
      -        "maximum": 50,
      -        "minimum": 0,
      -        "type": "integer"
      -      },
      -      "from": {
      -        "description": "Widget-level start date override. Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "limit": {
      -        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      -        "maximum": 1000,
      -        "minimum": 1,
      -        "type": "integer"
      -      },
      -      "queries": {
      -        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      -        "items": {
      -          "additionalProperties": {},
      -          "propertyNames": {
      -            "type": "string"
      -          },
      -          "type": "object"
      -        },
      -        "type": "array"
      -      },
      -      "scopeId": {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ],
      -        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "topN": {
      -        "default": 5,
      -        "maximum": 50,
      -        "minimum": 0,
      -        "type": "integer"
      -      },
      -      "type": {
      -        "const": "TOP_FLOP",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "contentMarkdown": {
      -        "maxLength": 10000,
      -        "minLength": 1,
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "type": {
      -        "const": "TEXT",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type",
      -      "contentMarkdown"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "additionalGroupBy": {
      -        "default": [],
      -        "description": "Deeper DIGEST hierarchy levels AFTER the root groupBy, in order. Root axis is `reportContext.groupBy` (preferred) or `queries[0].groupBy` when overriding. Example: reportContext.groupBy=\"cos_environment\" + additionalGroupBy=[\"cos_sub_account_id\",\"cos_service_name\"] → tree path environment → project → service.",
      -        "items": {
      -          "minLength": 1,
      -          "type": "string"
      -        },
      -        "type": "array"
      -      },
      -      "aggBy": {
      -        "default": "Month",
      -        "description": "DIGEST time grain: Week or Month (default Month). Never Period (use TOP_FLOP for whole-period movers).",
      -        "enum": [
      -          "Week",
      -          "Month"
      -        ],
      -        "type": "string"
      -      },
      -      "compare": {
      -        "description": "Required only with explicit from/to when not using datePreset or reportContext. Prefer datePreset / reportContext.",
      -        "properties": {
      -          "from": {
      -            "description": "Comparison period start date.",
      -            "format": "date",
      -            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -            "type": "string"
      -          },
      -          "to": {
      -            "description": "Comparison period end date.",
      -            "format": "date",
      -            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -            "type": "string"
      -          }
      -        },
      -        "required": [
      -          "from",
      -          "to"
      -        ],
      -        "type": "object"
      -      },
      -      "datePreset": {
      -        "description": "Widget-level period override for scheduled DIGESTs (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Mutually exclusive with explicit from/to/compare — do not set both.",
      -        "enum": [
      -          "TRAILING_90_DAYS",
      -          "TRAILING_30_DAYS",
      -          "TRAILING_45_DAYS",
      -          "TRAILING_7_DAYS",
      -          "TRAILING_3_DAYS",
      -          "TRAILING_14_WEEKS",
      -          "MTD",
      -          "QTD",
      -          "YTD",
      -          "LAST_WEEK",
      -          "LAST_MONTH",
      -          "LAST_6_MONTHS",
      -          "LAST_12_MONTHS",
      -          "LAST_4_YEARS",
      -          "LAST_3_MONTHS",
      -          "LAST_INVOICE_MONTH"
      -        ],
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "display": {
      -        "default": "tree",
      -        "description": "DIGEST presentation: \"tree\" (default, change tree only — faster), \"summary\" (LLM executive narrative — slower; opt-in AI summary), or \"table\" (flat table). Set \"summary\" when the user wants the AI write-up.",
      -        "enum": [
      -          "tree",
      -          "table",
      -          "summary"
      -        ],
      -        "type": "string"
      -      },
      -      "enableAiInvestigation": {
      -        "default": false,
      -        "description": "When true, deepest-leaf cost movers get per-node AI investigation before delivery (async analysis_agent_run — noticeably slower). Default false. Independent of display: \"summary\" (executive narrative). Prefer display: \"summary\" alone for a written overview; enable this only when the user wants deep node analysis.",
      -        "type": "boolean"
      -      },
      -      "from": {
      -        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "limit": {
      -        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      -        "maximum": 1000,
      -        "minimum": 1,
      -        "type": "integer"
      -      },
      -      "minAbsoluteDiff": {
      -        "default": 100,
      -        "minimum": 0,
      -        "type": "number"
      -      },
      -      "minRelativeDiff": {
      -        "default": 5,
      -        "minimum": 0,
      -        "type": "number"
      -      },
      -      "queries": {
      -        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      -        "items": {
      -          "additionalProperties": {},
      -          "propertyNames": {
      -            "type": "string"
      -          },
      -          "type": "object"
      -        },
      -        "type": "array"
      -      },
      -      "scopeId": {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ],
      -        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      -      },
      -      "title": {
      -        "default": "Cost changes",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "topLargestAbsoluteChange": {
      -        "default": 20,
      -        "description": "How many largest-absolute-change nodes to surface. Allowed values: 5, 10, 15, or 20.",
      -        "type": "number"
      -      },
      -      "type": {
      -        "const": "DIGEST",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type"
      -    ],
      -    "type": "object"
      -  }
      -]New value: +[
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "dashboardId": {
      +        "description": "Id of the dashboard to render as a PDF (from `search`/`get`).",
      +        "minLength": 1,
      +        "type": "string"
      +      },
      +      "datePreset": {
      +        "description": "Optional period override for the PDF. Omit to inherit the report (and destination) period.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "CURRENT_MONTH",
      +          "CURRENT_QUARTER",
      +          "CURRENT_YEAR",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "from": {
      +        "description": "Optional custom range start (YYYY-MM-DD). Use with to instead of datePreset.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Optional custom range end (inclusive, YYYY-MM-DD). Use with from instead of datePreset.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "type": {
      +        "const": "DASHBOARD_PDF",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type",
      +      "dashboardId"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "aggBy": {
      +        "default": "Month",
      +        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      +        "enum": [
      +          "Hour",
      +          "Day",
      +          "Week",
      +          "Month",
      +          "Period"
      +        ],
      +        "type": "string"
      +      },
      +      "compare": {
      +        "additionalProperties": false,
      +        "description": "Add a comparison period to show cost evolution side-by-side. Omit `from`/`to` to compare against the preceding period automatically; set `chartType` to choose how it renders.",
      +        "properties": {
      +          "chartType": {
      +            "default": "WATERFALL",
      +            "description": "How the comparison renders: WATERFALL (default, contribution to change), TABLE (before/after rows), or KPI_BREAKDOWN (per-group KPI cards). Note KPI_BREAKDOWN and TABLE widgets cannot be exported as PNG via get_widget_png.",
      +            "enum": [
      +              "WATERFALL",
      +              "TABLE",
      +              "KPI_BREAKDOWN"
      +            ],
      +            "type": "string"
      +          },
      +          "enabled": {
      +            "default": true,
      +            "description": "Defaults to true — supplying `compare` at all turns the comparison on. Pass false to keep the block while disabling it (useful when echoing back a payload from `get`).",
      +            "type": "boolean"
      +          },
      +          "from": {
      +            "description": "Comparison period start date. Omit (together with `to`) to compare against the preceding period, derived from the main period.",
      +            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      +            "type": "string"
      +          },
      +          "to": {
      +            "description": "Comparison period end date. Required together with `from`; omit both to auto-derive.",
      +            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      +            "type": "string"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      "datePreset": {
      +        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "CURRENT_MONTH",
      +          "CURRENT_QUARTER",
      +          "CURRENT_YEAR",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "from": {
      +        "description": "Widget-level start date override. Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "queries": {
      +        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      +        "items": {
      +          "additionalProperties": {},
      +          "propertyNames": {
      +            "type": "string"
      +          },
      +          "type": "object"
      +        },
      +        "type": "array"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "type": {
      +        "const": "GRAPH_SNAPSHOT",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "aggBy": {
      +        "default": "Month",
      +        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      +        "enum": [
      +          "Hour",
      +          "Day",
      +          "Week",
      +          "Month",
      +          "Period"
      +        ],
      +        "type": "string"
      +      },
      +      "datePreset": {
      +        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "CURRENT_MONTH",
      +          "CURRENT_QUARTER",
      +          "CURRENT_YEAR",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "flopN": {
      +        "default": 5,
      +        "maximum": 50,
      +        "minimum": 0,
      +        "type": "integer"
      +      },
      +      "from": {
      +        "description": "Widget-level start date override. Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "queries": {
      +        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      +        "items": {
      +          "additionalProperties": {},
      +          "propertyNames": {
      +            "type": "string"
      +          },
      +          "type": "object"
      +        },
      +        "type": "array"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "topN": {
      +        "default": 5,
      +        "maximum": 50,
      +        "minimum": 0,
      +        "type": "integer"
      +      },
      +      "type": {
      +        "const": "TOP_FLOP",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "contentMarkdown": {
      +        "maxLength": 10000,
      +        "minLength": 1,
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "type": {
      +        "const": "TEXT",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type",
      +      "contentMarkdown"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "additionalGroupBy": {
      +        "default": [],
      +        "description": "Deeper DIGEST hierarchy levels AFTER the root groupBy, in order. Root axis is `reportContext.groupBy` (preferred) or `queries[0].groupBy` when overriding. Example: reportContext.groupBy=\"cos_environment\" + additionalGroupBy=[\"cos_sub_account_id\",\"cos_service_name\"] → tree path environment → project → service.",
      +        "items": {
      +          "minLength": 1,
      +          "type": "string"
      +        },
      +        "type": "array"
      +      },
      +      "aggBy": {
      +        "default": "Month",
      +        "description": "DIGEST time grain: Week or Month (default Month). Never Period (use TOP_FLOP for whole-period movers).",
      +        "enum": [
      +          "Week",
      +          "Month"
      +        ],
      +        "type": "string"
      +      },
      +      "compare": {
      +        "description": "Required only with explicit from/to when not using datePreset or reportContext. Prefer datePreset / reportContext.",
      +        "properties": {
      +          "from": {
      +            "description": "Comparison period start date.",
      +            "format": "date",
      +            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +            "type": "string"
      +          },
      +          "to": {
      +            "description": "Comparison period end date.",
      +            "format": "date",
      +            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "from",
      +          "to"
      +        ],
      +        "type": "object"
      +      },
      +      "datePreset": {
      +        "description": "Widget-level period override for scheduled DIGESTs (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Mutually exclusive with explicit from/to/compare — do not set both.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "CURRENT_MONTH",
      +          "CURRENT_QUARTER",
      +          "CURRENT_YEAR",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "display": {
      +        "default": "tree",
      +        "description": "DIGEST presentation: \"tree\" (default, change tree only — faster), \"summary\" (LLM executive narrative — slower; opt-in AI summary), or \"table\" (flat table). Set \"summary\" when the user wants the AI write-up.",
      +        "enum": [
      +          "tree",
      +          "table",
      +          "summary"
      +        ],
      +        "type": "string"
      +      },
      +      "enableAiInvestigation": {
      +        "default": false,
      +        "description": "When true, deepest-leaf cost movers get per-node AI investigation before delivery (async analysis_agent_run — noticeably slower). Default false. Independent of display: \"summary\" (executive narrative). Prefer display: \"summary\" alone for a written overview; enable this only when the user wants deep node analysis.",
      +        "type": "boolean"
      +      },
      +      "from": {
      +        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "minAbsoluteDiff": {
      +        "default": 100,
      +        "minimum": 0,
      +        "type": "number"
      +      },
      +      "minRelativeDiff": {
      +        "default": 5,
      +        "minimum": 0,
      +        "type": "number"
      +      },
      +      "queries": {
      +        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      +        "items": {
      +          "additionalProperties": {},
      +          "propertyNames": {
      +            "type": "string"
      +          },
      +          "type": "object"
      +        },
      +        "type": "array"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "Cost changes",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "topLargestAbsoluteChange": {
      +        "default": 20,
      +        "description": "How many largest-absolute-change nodes to surface. Allowed values: 5, 10, 15, or 20.",
      +        "type": "number"
      +      },
      +      "type": {
      +        "const": "DIGEST",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type"
      +    ],
      +    "type": "object"
      +  }
      +]
  4. Changed1 schema field changed
    • changedInput schema / properties / widgets / items / oneOf
      Previous value: -[
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "dashboardId": {
      -        "description": "Id of the dashboard to render as a PDF (from `search`/`get`).",
      -        "minLength": 1,
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "type": {
      -        "const": "DASHBOARD_PDF",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type",
      -      "dashboardId"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "aggBy": {
      -        "default": "Month",
      -        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      -        "enum": [
      -          "Hour",
      -          "Day",
      -          "Week",
      -          "Month",
      -          "Period"
      -        ],
      -        "type": "string"
      -      },
      -      "compare": {
      -        "additionalProperties": false,
      -        "description": "Add a comparison period to show cost evolution side-by-side. Omit `from`/`to` to compare against the preceding period automatically; set `chartType` to choose how it renders.",
      -        "properties": {
      -          "chartType": {
      -            "default": "WATERFALL",
      -            "description": "How the comparison renders: WATERFALL (default, contribution to change), TABLE (before/after rows), or KPI_BREAKDOWN (per-group KPI cards). Note KPI_BREAKDOWN and TABLE widgets cannot be exported as PNG via get_widget_png.",
      -            "enum": [
      -              "WATERFALL",
      -              "TABLE",
      -              "KPI_BREAKDOWN"
      -            ],
      -            "type": "string"
      -          },
      -          "enabled": {
      -            "default": true,
      -            "description": "Defaults to true — supplying `compare` at all turns the comparison on. Pass false to keep the block while disabling it (useful when echoing back a payload from `get`).",
      -            "type": "boolean"
      -          },
      -          "from": {
      -            "description": "Comparison period start date. Omit (together with `to`) to compare against the preceding period, derived from the main period.",
      -            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      -            "type": "string"
      -          },
      -          "to": {
      -            "description": "Comparison period end date. Required together with `from`; omit both to auto-derive.",
      -            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      -            "type": "string"
      -          }
      -        },
      -        "type": "object"
      -      },
      -      "datePreset": {
      -        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      -        "enum": [
      -          "TRAILING_90_DAYS",
      -          "TRAILING_30_DAYS",
      -          "TRAILING_45_DAYS",
      -          "TRAILING_7_DAYS",
      -          "TRAILING_3_DAYS",
      -          "TRAILING_14_WEEKS",
      -          "MTD",
      -          "QTD",
      -          "YTD",
      -          "LAST_WEEK",
      -          "LAST_MONTH",
      -          "LAST_6_MONTHS",
      -          "LAST_12_MONTHS",
      -          "LAST_4_YEARS",
      -          "LAST_3_MONTHS",
      -          "LAST_INVOICE_MONTH"
      -        ],
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "from": {
      -        "description": "Widget-level start date override. Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "limit": {
      -        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      -        "maximum": 1000,
      -        "minimum": 1,
      -        "type": "integer"
      -      },
      -      "queries": {
      -        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      -        "items": {
      -          "additionalProperties": {},
      -          "propertyNames": {
      -            "type": "string"
      -          },
      -          "type": "object"
      -        },
      -        "type": "array"
      -      },
      -      "scopeId": {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ],
      -        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "type": {
      -        "const": "GRAPH_SNAPSHOT",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "aggBy": {
      -        "default": "Month",
      -        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      -        "enum": [
      -          "Hour",
      -          "Day",
      -          "Week",
      -          "Month",
      -          "Period"
      -        ],
      -        "type": "string"
      -      },
      -      "datePreset": {
      -        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      -        "enum": [
      -          "TRAILING_90_DAYS",
      -          "TRAILING_30_DAYS",
      -          "TRAILING_45_DAYS",
      -          "TRAILING_7_DAYS",
      -          "TRAILING_3_DAYS",
      -          "TRAILING_14_WEEKS",
      -          "MTD",
      -          "QTD",
      -          "YTD",
      -          "LAST_WEEK",
      -          "LAST_MONTH",
      -          "LAST_6_MONTHS",
      -          "LAST_12_MONTHS",
      -          "LAST_4_YEARS",
      -          "LAST_3_MONTHS",
      -          "LAST_INVOICE_MONTH"
      -        ],
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "flopN": {
      -        "default": 5,
      -        "maximum": 50,
      -        "minimum": 0,
      -        "type": "integer"
      -      },
      -      "from": {
      -        "description": "Widget-level start date override. Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "limit": {
      -        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      -        "maximum": 1000,
      -        "minimum": 1,
      -        "type": "integer"
      -      },
      -      "queries": {
      -        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      -        "items": {
      -          "additionalProperties": {},
      -          "propertyNames": {
      -            "type": "string"
      -          },
      -          "type": "object"
      -        },
      -        "type": "array"
      -      },
      -      "scopeId": {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ],
      -        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "topN": {
      -        "default": 5,
      -        "maximum": 50,
      -        "minimum": 0,
      -        "type": "integer"
      -      },
      -      "type": {
      -        "const": "TOP_FLOP",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "contentMarkdown": {
      -        "maxLength": 10000,
      -        "minLength": 1,
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "type": {
      -        "const": "TEXT",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type",
      -      "contentMarkdown"
      -    ],
      -    "type": "object"
      -  },
      -  {
      -    "additionalProperties": false,
      -    "properties": {
      -      "additionalGroupBy": {
      -        "default": [],
      -        "description": "Deeper DIGEST hierarchy levels AFTER the root groupBy, in order. Root axis is `reportContext.groupBy` (preferred) or `queries[0].groupBy` when overriding. Example: reportContext.groupBy=\"cos_environment\" + additionalGroupBy=[\"cos_sub_account_id\",\"cos_service_name\"] → tree path environment → project → service.",
      -        "items": {
      -          "minLength": 1,
      -          "type": "string"
      -        },
      -        "type": "array"
      -      },
      -      "aggBy": {
      -        "default": "Month",
      -        "description": "DIGEST time grain: Week or Month (default Month). Never Period (use TOP_FLOP for whole-period movers).",
      -        "enum": [
      -          "Week",
      -          "Month"
      -        ],
      -        "type": "string"
      -      },
      -      "compare": {
      -        "description": "Required only with explicit from/to when not using datePreset or reportContext. Prefer datePreset / reportContext.",
      -        "properties": {
      -          "from": {
      -            "description": "Comparison period start date.",
      -            "format": "date",
      -            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -            "type": "string"
      -          },
      -          "to": {
      -            "description": "Comparison period end date.",
      -            "format": "date",
      -            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -            "type": "string"
      -          }
      -        },
      -        "required": [
      -          "from",
      -          "to"
      -        ],
      -        "type": "object"
      -      },
      -      "datePreset": {
      -        "description": "Widget-level period override for scheduled DIGESTs (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Mutually exclusive with explicit from/to/compare — do not set both.",
      -        "enum": [
      -          "TRAILING_90_DAYS",
      -          "TRAILING_30_DAYS",
      -          "TRAILING_45_DAYS",
      -          "TRAILING_7_DAYS",
      -          "TRAILING_3_DAYS",
      -          "TRAILING_14_WEEKS",
      -          "MTD",
      -          "QTD",
      -          "YTD",
      -          "LAST_WEEK",
      -          "LAST_MONTH",
      -          "LAST_6_MONTHS",
      -          "LAST_12_MONTHS",
      -          "LAST_4_YEARS",
      -          "LAST_3_MONTHS",
      -          "LAST_INVOICE_MONTH"
      -        ],
      -        "type": "string"
      -      },
      -      "description": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "display": {
      -        "default": "tree",
      -        "description": "DIGEST presentation: \"tree\" (default, change tree only — faster), \"summary\" (LLM executive narrative — slower; opt-in AI summary), or \"table\" (flat table). Set \"summary\" when the user wants the AI write-up.",
      -        "enum": [
      -          "tree",
      -          "table",
      -          "summary"
      -        ],
      -        "type": "string"
      -      },
      -      "enableAiInvestigation": {
      -        "default": false,
      -        "description": "When true, deepest-leaf cost movers get per-node AI investigation before delivery (async analysis_agent_run — noticeably slower). Default false. Independent of display: \"summary\" (executive narrative). Prefer display: \"summary\" alone for a written overview; enable this only when the user wants deep node analysis.",
      -        "type": "boolean"
      -      },
      -      "from": {
      -        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "limit": {
      -        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      -        "maximum": 1000,
      -        "minimum": 1,
      -        "type": "integer"
      -      },
      -      "minAbsoluteDiff": {
      -        "default": 100,
      -        "minimum": 0,
      -        "type": "number"
      -      },
      -      "minRelativeDiff": {
      -        "default": 5,
      -        "minimum": 0,
      -        "type": "number"
      -      },
      -      "queries": {
      -        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      -        "items": {
      -          "additionalProperties": {},
      -          "propertyNames": {
      -            "type": "string"
      -          },
      -          "type": "object"
      -        },
      -        "type": "array"
      -      },
      -      "scopeId": {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ],
      -        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      -      },
      -      "title": {
      -        "default": "Cost changes",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      "topLargestAbsoluteChange": {
      -        "default": 20,
      -        "description": "How many largest-absolute-change nodes to surface. Allowed values: 5, 10, 15, or 20.",
      -        "type": "number"
      -      },
      -      "type": {
      -        "const": "DIGEST",
      -        "type": "string"
      -      }
      -    },
      -    "required": [
      -      "type"
      -    ],
      -    "type": "object"
      -  }
      -]New value: +[
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "dashboardId": {
      +        "description": "Id of the dashboard to render as a PDF (from `search`/`get`).",
      +        "minLength": 1,
      +        "type": "string"
      +      },
      +      "datePreset": {
      +        "description": "Optional period override for the PDF. Omit to inherit the report (and destination) period.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "from": {
      +        "description": "Optional custom range start (YYYY-MM-DD). Use with to instead of datePreset.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Optional custom range end (inclusive, YYYY-MM-DD). Use with from instead of datePreset.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "type": {
      +        "const": "DASHBOARD_PDF",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type",
      +      "dashboardId"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "aggBy": {
      +        "default": "Month",
      +        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      +        "enum": [
      +          "Hour",
      +          "Day",
      +          "Week",
      +          "Month",
      +          "Period"
      +        ],
      +        "type": "string"
      +      },
      +      "compare": {
      +        "additionalProperties": false,
      +        "description": "Add a comparison period to show cost evolution side-by-side. Omit `from`/`to` to compare against the preceding period automatically; set `chartType` to choose how it renders.",
      +        "properties": {
      +          "chartType": {
      +            "default": "WATERFALL",
      +            "description": "How the comparison renders: WATERFALL (default, contribution to change), TABLE (before/after rows), or KPI_BREAKDOWN (per-group KPI cards). Note KPI_BREAKDOWN and TABLE widgets cannot be exported as PNG via get_widget_png.",
      +            "enum": [
      +              "WATERFALL",
      +              "TABLE",
      +              "KPI_BREAKDOWN"
      +            ],
      +            "type": "string"
      +          },
      +          "enabled": {
      +            "default": true,
      +            "description": "Defaults to true — supplying `compare` at all turns the comparison on. Pass false to keep the block while disabling it (useful when echoing back a payload from `get`).",
      +            "type": "boolean"
      +          },
      +          "from": {
      +            "description": "Comparison period start date. Omit (together with `to`) to compare against the preceding period, derived from the main period.",
      +            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      +            "type": "string"
      +          },
      +          "to": {
      +            "description": "Comparison period end date. Required together with `from`; omit both to auto-derive.",
      +            "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      +            "type": "string"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      "datePreset": {
      +        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "from": {
      +        "description": "Widget-level start date override. Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "queries": {
      +        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      +        "items": {
      +          "additionalProperties": {},
      +          "propertyNames": {
      +            "type": "string"
      +          },
      +          "type": "object"
      +        },
      +        "type": "array"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "type": {
      +        "const": "GRAPH_SNAPSHOT",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "aggBy": {
      +        "default": "Month",
      +        "description": "Time grain for the series: Hour, Day, Week, Month, or Period (default Month).",
      +        "enum": [
      +          "Hour",
      +          "Day",
      +          "Week",
      +          "Month",
      +          "Period"
      +        ],
      +        "type": "string"
      +      },
      +      "datePreset": {
      +        "description": "Widget-level period override (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Use either datePreset OR explicit from/to, not both.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "flopN": {
      +        "default": 5,
      +        "maximum": 50,
      +        "minimum": 0,
      +        "type": "integer"
      +      },
      +      "from": {
      +        "description": "Widget-level start date override. Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "queries": {
      +        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      +        "items": {
      +          "additionalProperties": {},
      +          "propertyNames": {
      +            "type": "string"
      +          },
      +          "type": "object"
      +        },
      +        "type": "array"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "topN": {
      +        "default": 5,
      +        "maximum": 50,
      +        "minimum": 0,
      +        "type": "integer"
      +      },
      +      "type": {
      +        "const": "TOP_FLOP",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "contentMarkdown": {
      +        "maxLength": 10000,
      +        "minLength": 1,
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "type": {
      +        "const": "TEXT",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type",
      +      "contentMarkdown"
      +    ],
      +    "type": "object"
      +  },
      +  {
      +    "additionalProperties": false,
      +    "properties": {
      +      "additionalGroupBy": {
      +        "default": [],
      +        "description": "Deeper DIGEST hierarchy levels AFTER the root groupBy, in order. Root axis is `reportContext.groupBy` (preferred) or `queries[0].groupBy` when overriding. Example: reportContext.groupBy=\"cos_environment\" + additionalGroupBy=[\"cos_sub_account_id\",\"cos_service_name\"] → tree path environment → project → service.",
      +        "items": {
      +          "minLength": 1,
      +          "type": "string"
      +        },
      +        "type": "array"
      +      },
      +      "aggBy": {
      +        "default": "Month",
      +        "description": "DIGEST time grain: Week or Month (default Month). Never Period (use TOP_FLOP for whole-period movers).",
      +        "enum": [
      +          "Week",
      +          "Month"
      +        ],
      +        "type": "string"
      +      },
      +      "compare": {
      +        "description": "Required only with explicit from/to when not using datePreset or reportContext. Prefer datePreset / reportContext.",
      +        "properties": {
      +          "from": {
      +            "description": "Comparison period start date.",
      +            "format": "date",
      +            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +            "type": "string"
      +          },
      +          "to": {
      +            "description": "Comparison period end date.",
      +            "format": "date",
      +            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +            "type": "string"
      +          }
      +        },
      +        "required": [
      +          "from",
      +          "to"
      +        ],
      +        "type": "object"
      +      },
      +      "datePreset": {
      +        "description": "Widget-level period override for scheduled DIGESTs (same DatePreset as dashboards, e.g. LAST_WEEK). Omit to inherit `reportContext.datePreset` / startDate/endDate. Mutually exclusive with explicit from/to/compare — do not set both.",
      +        "enum": [
      +          "TRAILING_90_DAYS",
      +          "TRAILING_30_DAYS",
      +          "TRAILING_45_DAYS",
      +          "TRAILING_7_DAYS",
      +          "TRAILING_3_DAYS",
      +          "TRAILING_14_WEEKS",
      +          "MTD",
      +          "QTD",
      +          "YTD",
      +          "LAST_WEEK",
      +          "LAST_MONTH",
      +          "LAST_6_MONTHS",
      +          "LAST_12_MONTHS",
      +          "LAST_4_YEARS",
      +          "LAST_3_MONTHS",
      +          "LAST_INVOICE_MONTH"
      +        ],
      +        "type": "string"
      +      },
      +      "description": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "display": {
      +        "default": "tree",
      +        "description": "DIGEST presentation: \"tree\" (default, change tree only — faster), \"summary\" (LLM executive narrative — slower; opt-in AI summary), or \"table\" (flat table). Set \"summary\" when the user wants the AI write-up.",
      +        "enum": [
      +          "tree",
      +          "table",
      +          "summary"
      +        ],
      +        "type": "string"
      +      },
      +      "enableAiInvestigation": {
      +        "default": false,
      +        "description": "When true, deepest-leaf cost movers get per-node AI investigation before delivery (async analysis_agent_run — noticeably slower). Default false. Independent of display: \"summary\" (executive narrative). Prefer display: \"summary\" alone for a written overview; enable this only when the user wants deep node analysis.",
      +        "type": "boolean"
      +      },
      +      "from": {
      +        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "minAbsoluteDiff": {
      +        "default": 100,
      +        "minimum": 0,
      +        "type": "number"
      +      },
      +      "minRelativeDiff": {
      +        "default": 5,
      +        "minimum": 0,
      +        "type": "number"
      +      },
      +      "queries": {
      +        "description": "Same series objects as the `query` tool `queries` array (cost / metric / usage / externalMetric / formula / budget). Each requires `type` (never omit) and a `name` (prefer short ids like a/b/c); put human labels in `alias`. On report widgets prefer sparse `{ type: \"cost\", name: \"a\", alias?, filterCel? }` and inherit metricId / currency / groupBy / period from `reportContext`. DIGEST: exactly one `{ type: \"cost\", ... }`. Call get_skill skillId: \"reports\" for examples.",
      +        "items": {
      +          "additionalProperties": {},
      +          "propertyNames": {
      +            "type": "string"
      +          },
      +          "type": "object"
      +        },
      +        "type": "array"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "Cost changes",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "type": "string"
      +      },
      +      "topLargestAbsoluteChange": {
      +        "default": 20,
      +        "description": "How many largest-absolute-change nodes to surface. Allowed values: 5, 10, 15, or 20.",
      +        "type": "number"
      +      },
      +      "type": {
      +        "const": "DIGEST",
      +        "type": "string"
      +      }
      +    },
      +    "required": [
      +      "type"
      +    ],
      +    "type": "object"
      +  }
      +]
  5. First observed

TDQS

A4.8/5.0
Behavior5/5

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

Annotations only say readOnlyHint=false, destructiveHint=false, openWorldHint=true. The description adds critical traits: replacement semantics for tagIds/destinations/widgets (full overwrite, omit to keep), schedule.mode NOW firing immediately, silent-ignore of a singular `widget` key, deprecated `context` alias, and danger-zone confirmation requirements — all beyond structured fields.

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?

Long and dense, but the length is proportionate to an 11-param mutation tool with nested widget/destination arrays. Purpose and the get_skill prerequisite are front-loaded; a few clauses (e.g. tagIds color default) drift toward restating schema detail but remain useful.

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?

Given 11 parameters, nested objects, and no output schema, the description covers the full operational envelope an agent needs: prerequisites, confirmation gates, replacement vs merge semantics, and the two worked examples. Nothing essential is missing.

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

Parameters4/5

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

Schema coverage is 100%, so baseline is 3, but the description adds genuinely new meaning: empty conditionsCel clears the filter, tagIds/destinations replace wholesale, the widgets-vs-widget singular trap, and the deprecated context alias conflict. Only the parameter-level detail could be marginally tighter, but it clearly exceeds the schema's own text.

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 scope: 'Apply declarative partial changes to one non-archived report.' This distinguishes it from create_report (creation), archive_report (archival), and get/list 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?

Explicitly routes the agent: 'Call get_skill with skillId: "reports" first when changing DIGEST content, schedule, destinations, or reportContext.' It also names what can apply immediately (pure pause plus metadata/reportContext edits) vs what requires user confirmation, and flags archived restore as forbidden.

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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