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Costory: Your Finops MCP

create_report

Create a report with shared reportContext and one or more widgets plus destinations. New reports are creator-only (you get Admin). To share, call set_object_permissions after create — do not send PRIVATE/PUBLIC or teamId. Call get_skill with skillId: "reports" first — see skill for context-first workflow and DIGEST preview iteration. Put shared settings in reportContext (period required when query widgets are present: prefer datePreset; plus metricId, common groupBy, currency, optional conditionsCel / scopeId). Query widgets inherit by default and should only specify overrides — do not repeat from/to, datePreset, groupBy, metricId, or currency when they match reportContext. The legacy context alias is temporarily accepted but deprecated; never send both. Schedule modes: • NOW — create an on-demand report and immediately deliver it to every destination. DANGER ZONE: this sends real messages now. Summarize scope, schedule, and every destination, then ask the user to confirm before calling. • UNSCHEDULED — save an on-demand draft without delivery. • SCHEDULED — create a recurring report (DAILY / WEEKDAYS / WEEKLY / MONTHLY). DANGER ZONE: this authorizes future channel delivery. Summarize the recurring schedule and every destination, then ask the user to confirm before calling. Optional tagIds: existing IDs from list_tags and/or { name, color? } for new tags; color defaults to #6366F1; missing tags are created. Omit and [] both leave the report untagged. Widget types: DASHBOARD_PDF, GRAPH_SNAPSHOT, TOP_FLOP, TEXT, and DIGEST. A DASHBOARD_PDF widget renders an existing dashboard as a PDF — pass { type: "DASHBOARD_PDF", dashboardId: "<id from search>" } (dashboardId required). TEXT widgets use { type: "TEXT", contentMarkdown } (not dashboard textContent). DIGEST hierarchy: reportContext.groupBy (root, preferred) + ordered additionalGroupBy (deeper levels); also supports thresholds. DIGEST AI (opt-in, slower): display ("tree" default | "table" | "summary" for LLM executive narrative) and enableAiInvestigation (boolean, default false — per-node deep analysis, independent of display). DIGEST aggBy is Month or Week — never Period (Period is TOP_FLOP). Preview and create use the same reportContext + widget shape. For WEEKLY schedules, schedule.weekday is required (0 = Sunday … 6 = Saturday). Destinations: SLACK/TEAMS take channelId; EMAIL takes email (a single address, the literal ALL_ACTIVE_USERS to reach every active user, or destinations.email.self from list_available_destinations for "email me"). Returns report URL and nextRunAt; NOW also returns execution URLs and per-destination status. EXAMPLE monthly DIGEST: { schedule: { mode: "UNSCHEDULED" }, reportContext: { datePreset: "LAST_MONTH", groupBy: "cos_environment", metricId: "cost", currency: "USD" }, widgets: [{ type: "DIGEST", queries: [{ type: "cost", name: "a" }], aggBy: "Month", additionalGroupBy: ["cos_sub_account_id", "cos_service_name"], minAbsoluteDiff: 100, minRelativeDiff: 5, topLargestAbsoluteChange: 20, display: "summary", enableAiInvestigation: false }], destinations: [{ destinationType: "SLACK", channelId: "C…" }] } EXAMPLE GRAPH_SNAPSHOT + TOP_FLOP: { schedule: { mode: "SCHEDULED", period: "WEEKLY", weekday: 1, firstRunAt: "2026-08-04T10:00:00.000Z" }, reportContext: { metricId: "cost", currency: "USD", groupBy: "cos_service_name", datePreset: "LAST_WEEK" }, widgets: [{ type: "GRAPH_SNAPSHOT", title: "Cost by service — trailing weeks", queries: [{ type: "cost", name: "a", chartType: "LINE" }], datePreset: "TRAILING_14_WEEKS", aggBy: "Week" }, { type: "TOP_FLOP", title: "Last week movers by service", queries: [{ type: "cost", name: "a" }], aggBy: "Period", topN: 5, flopN: 5 }], destinations: [{ destinationType: "SLACK", channelId: "C…" }] }

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
nameNoOptional; empty or omitted → server generates a name from content.
slugNoOrganization slug. Omit to auto-detect from your account (fails if you belong to multiple orgs).
tagIdsNoPass existing tag IDs from `list_tags`, and/or new tag objects `{ name, color? }` (created in the org if missing; color defaults to #6366F1). Omit and [] both leave the report untagged.
contextNoDeprecated alias for `reportContext`; supported temporarily for backward compatibility. Do not send both fields.
widgetsYesOne or more report widgets (DIGEST / GRAPH_SNAPSHOT / TOP_FLOP / TEXT / DASHBOARD_PDF). For query-backed widgets prefer sparse cost `queries` and inherit period / groupBy / metricId / currency from `reportContext`. Call get_skill skillId: "reports" for examples.
scheduleYesDelivery mode: NOW (sends immediately), UNSCHEDULED (draft), or SCHEDULED (recurring; WEEKLY requires `weekday`).
descriptionNoOptional longer description (default empty).
destinationsYesDelivery targets: `{ destinationType, channelId }` or `{ destinationType: "EMAIL", email }`. Resolve channels via `list_available_destinations`.
reportContextNoReport-level shared context. Put period (prefer datePreset), metricId, common groupBy, currency, optional conditionsCel / scopeId here — query widgets omit those fields to inherit. Call get_skill skillId: "reports" first.

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": {
      -        "description": "First send time as ISO-8601 UTC datetime (e.g. 2026-07-16T10:00:00.000Z)",
      -        "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"
      -      },
      -      "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 (Zod refine; may appear optional in JSON Schema).",
      -        "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": {
      +        "description": "First send date as ISO-8601 UTC datetime (e.g. 2026-07-16T00:00:00.000Z). The time of day is ignored; the report is due for that whole UTC day.",
      +        "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"
      +      },
      +      "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 (Zod refine; may appear optional in JSON Schema).",
      +        "maximum": 6,
      +        "minimum": 0,
      +        "type": "integer"
      +      }
      +    },
      +    "required": [
      +      "mode",
      +      "period"
      +    ],
      +    "type": "object"
      +  }
      +]
    • addedInput schema / properties / tagIds
      Added value: +{
      +  "description": "Pass existing tag IDs from `list_tags`, and/or new tag objects `{ name, color? }` (created in the org if missing; color defaults to #6366F1). Omit and [] both leave the report untagged.",
      +  "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. Changed2 schema fields changed
    • removedInput schema / properties / teamId
      Removed value: -{
      -  "anyOf": [
      -    {
      -      "type": "string"
      -    },
      -    {
      -      "type": "null"
      -    }
      -  ],
      -  "description": "Optional owning team id. Independent of type/visibility; omit or null for no team."
      -}
    • removedInput schema / properties / visibility
      Removed value: -{
      -  "default": "PRIVATE",
      -  "description": "PRIVATE (default) or PUBLIC (maps to API `type`). Set `teamId` to share with a team — there is no TEAM visibility value. TEMPLATE is dashboard-only.",
      -  "enum": [
      -    "PRIVATE",
      -    "PUBLIC"
      -  ],
      -  "type": "string"
      -}
  4. 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"
      +  }
      +]
  5. Changed2 schema fields changed
    • changedInput schema / properties / visibility / description
      Previous value: -"PRIVATE (default), PUBLIC, or TEMPLATE (maps to API `type`). Set `teamId` to share with a team — there is no TEAM visibility value."New value: +"PRIVATE (default) or PUBLIC (maps to API `type`). Set `teamId` to share with a team — there is no TEAM visibility value. TEMPLATE is dashboard-only."
    • changedInput schema / properties / visibility / enum
      Previous value: -[
      -  "PRIVATE",
      -  "PUBLIC",
      -  "TEMPLATE"
      -]New value: +[
      +  "PRIVATE",
      +  "PUBLIC"
      +]
  6. 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"
      +  }
      +]
  7. First observed

TDQS

A4.9/5.0
Behavior5/5

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

Goes far beyond the annotations (readOnlyHint=false, openWorldHint=true, destructiveHint=false) by naming the destructive-adjacent behavior of NOW (real messages sent immediately) and SCHEDULED (authorizes future delivery), requiring user confirmation, and disclosing creator-only Admin ownership plus return values (report URL, nextRunAt, per-destination status).

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

Conciseness4/5

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

Front-loaded with the core purpose and organized into labeled schedule-mode and widget-type sections, plus two worked examples that earn their length. It is still very long and repeats the get_skill 'reports' instruction several times, so it is dense rather than tight.

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?

Despite no output schema and a deeply nested input (9 params, oneOf widget/schedule/destination variants), the description covers the workflow, confirmation requirements, inheritance model, destination resolution, and return values, leaving no major gap for correct invocation.

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

Parameters5/5

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

Schema coverage is 100% (baseline 3), but the description adds non-obvious cross-field semantics: query widgets should carry only overrides and not repeat reportContext fields, the deprecated `context` alias must never be sent alongside reportContext, DIGEST aggBy is Month/Week (never Period), and WEEKLY requires schedule.weekday.

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?

Opens with a specific verb+resource ('Create a report') and immediately lists the structural components (reportContext, widgets, destinations). It also distinguishes this from neighbors like update_report, run_report_now, and preview_report_widget by describing its creation/authoring role and the sharing handoff to set_object_permissions.

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 skillId 'reports' first, use set_object_permissions to share, and never send PRIVATE/PUBLIC or teamId. It enumerates when each schedule mode applies (NOW vs UNSCHEDULED vs SCHEDULED), mandates confirmation before the DANGER ZONE modes, and points to list_tags / list_available_destinations for resolving inputs.

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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