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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. Per-widget override: set DIGEST useDashboardGroupBy: false to ignore reportContext.groupBy for that widget — the first additionalGroupBy item (or queries[0].groupBy) becomes the root; false requires at least one dimension. DIGEST accepts a per-widget queries[0].filterCel (CEL) — AND-combined with reportContext.conditionsCel by default (extendDashboardConditions defaults true), applied to both the comparison periods, and named by the AI summary. Use it for focused digests (e.g. Kubernetes only: cos_cluster_name != null) next to an unfiltered org-wide digest in the same report. 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 }, { type: "DIGEST", title: "Kubernetes", queries: [{ type: "cost", name: "a", filterCel: "cos_cluster_name != null" }], aggBy: "Week" }], destinations: [{ destinationType: "SLACK", channelId: "C…" }] } EXAMPLE namespace-rooted DIGEST (overrides reportContext.groupBy for this widget only): { schedule: { mode: "UNSCHEDULED" }, reportContext: { datePreset: "LAST_MONTH", groupBy: "cos_environment", metricId: "cost", currency: "USD" }, widgets: [{ type: "DIGEST", title: "Kubernetes", useDashboardGroupBy: false, queries: [{ type: "cost", name: "a" }], aggBy: "Month", additionalGroupBy: ["cos_namespace_reallocated", "cos_workload_name"] }], 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

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). 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. 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"
      -      },
      -      "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])))$",
      -        "type": "string"
      -      },
      -      "limit": {
      -        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      -        "maximum": 1000,
      -        "minimum": 1,
      -        "type": "integer"
      -      },
      -      "queries": {
      -        "$ref": "#/definitions/ReportMcpQueries"
      -      },
      -      "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": {
      -        "$ref": "#/definitions/ReportMcpQueries"
      -      },
      -      "scopeId": {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ],
      -        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      -      },
      -      "title": {
      -        "default": "",
      -        "type": "string"
      -      },
      -      "to": {
      -        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "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])))$",
      -        "type": "string"
      -      },
      -      "limit": {
      -        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      -        "maximum": 1000,
      -        "minimum": 1,
      -        "type": "integer"
      -      },
      -      "minAbsoluteDiff": {
      -        "default": 100,
      -        "minimum": 0,
      -        "type": "number"
      -      },
      -      "minRelativeDiff": {
      -        "default": 5,
      -        "minimum": 0,
      -        "type": "number"
      -      },
      -      "queries": {
      -        "$ref": "#/definitions/ReportMcpQueries"
      -      },
      -      "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"
      -  }
      -]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": {
      +        "$ref": "#/definitions/ReportMcpQueries"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "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])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "queries": {
      +        "$ref": "#/definitions/ReportMcpQueries"
      +      },
      +      "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": {
      +        "$ref": "#/definitions/ReportMcpQueries"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "Cost changes",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Only for one-off custom ranges (YYYY-MM-DD). Omit to inherit report context. Do not set when datePreset is set.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "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"
      +      },
      +      "useDashboardGroupBy": {
      +        "default": true,
      +        "description": "Use `reportContext.groupBy` as this DIGEST's root group-by (default true). Set false to override: the report context group-by is ignored for this widget and the first `additionalGroupBy` item (or `queries[0].groupBy`) becomes the root. `false` requires at least one dimension (a non-empty `additionalGroupBy` or a `queries[0].groupBy`). Example: useDashboardGroupBy: false + additionalGroupBy: [\"cos_namespace_reallocated\",\"cos_workload_name\"] → root cos_namespace_reallocated, report context key ignored for this widget only.",
      +        "type": "boolean"
      +      }
      +    },
      +    "required": [
      +      "type"
      +    ],
      +    "type": "object"
      +  }
      +]
  2. Changed1 schema field changed
    • changedInput schema / definitions / ReportMcpQueries / description
      Previous value: -"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`. Cost inherits metricId/currency/groupBy from reportContext; usage requires metricId (omit groupBy = ungrouped). Cost/usage inherit conditionsCel. `visible: false` hides a series. DIGEST: one cost query. See skill reports."New value: +"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`. Cost inherits metricId/currency/groupBy from reportContext; usage requires metricId (omit groupBy = ungrouped). Budget groupBy is explicit (budget VD bqName); it does not inherit reportContext.groupBy. Cost/usage inherit conditionsCel. `visible: false` hides a series. DIGEST: one cost query. See skill reports."
  3. Changed9 schema fields changed
    • addedInput schema / definitions
      Added value: +{
      +  "ReportMcpContext": {
      +    "properties": {
      +      "conditionsCel": {
      +        "description": "Report-wide CEL filter merged into cost and usage widgets. Omit or empty string for no report-level filter.",
      +        "type": "string"
      +      },
      +      "currency": {
      +        "anyOf": [
      +          {
      +            "enum": [
      +              "USD",
      +              "EUR",
      +              "GBP",
      +              "CNY",
      +              "KRW"
      +            ],
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ]
      +      },
      +      "datePreset": {
      +        "anyOf": [
      +          {
      +            "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"
      +          }
      +        ],
      +        "description": "Default date preset inherited when a widget omits date fields. Forecast: CURRENT_MONTH / CURRENT_QUARTER / CURRENT_YEAR. Prefer this over startDate/endDate."
      +      },
      +      "endDate": {
      +        "anyOf": [
      +          {
      +            "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])))$",
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ]
      +      },
      +      "groupBy": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Default group-by axis inherited by widgets that omit `groupBy`. For DIGEST, this is the root hierarchy axis — put deeper levels in `additionalGroupBy`."
      +      },
      +      "metricId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Default metric inherited by widget cost queries that omit `metricId`."
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "anyOf": [
      +              {
      +                "type": "string"
      +              },
      +              {
      +                "type": "null"
      +              }
      +            ]
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Applied report-wide unless a widget overrides."
      +      },
      +      "startDate": {
      +        "anyOf": [
      +          {
      +            "format": "date",
      +            "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Used only when `datePreset` is null; ISO date (YYYY-MM-DD)."
      +      }
      +    },
      +    "type": "object"
      +  },
      +  "ReportMcpQueries": {
      +    "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`. Cost inherits metricId/currency/groupBy from reportContext; usage requires metricId (omit groupBy = ungrouped). Cost/usage inherit conditionsCel. `visible: false` hides a series. DIGEST: one cost query. See skill reports.",
      +    "items": {
      +      "additionalProperties": {},
      +      "propertyNames": {
      +        "type": "string"
      +      },
      +      "type": "object"
      +    },
      +    "type": "array"
      +  }
      +}
    • addedInput schema / properties / context / allOf
      Added value: +[
      +  {
      +    "$ref": "#/definitions/ReportMcpContext"
      +  }
      +]
    • removedInput schema / properties / context / properties
      Removed value: -{
      -  "conditionsCel": {
      -    "description": "Report-wide CEL filter merged into cost widgets. Omit or empty string for no report-level filter.",
      -    "type": "string"
      -  },
      -  "currency": {
      -    "anyOf": [
      -      {
      -        "enum": [
      -          "USD",
      -          "EUR",
      -          "GBP",
      -          "CNY",
      -          "KRW"
      -        ],
      -        "type": "string"
      -      },
      -      {
      -        "type": "null"
      -      }
      -    ]
      -  },
      -  "datePreset": {
      -    "anyOf": [
      -      {
      -        "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"
      -      }
      -    ],
      -    "description": "Default date preset inherited when a widget omits date fields. Forecast: CURRENT_MONTH / CURRENT_QUARTER / CURRENT_YEAR. Prefer this over startDate/endDate."
      -  },
      -  "endDate": {
      -    "anyOf": [
      -      {
      -        "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": "null"
      -      }
      -    ]
      -  },
      -  "groupBy": {
      -    "anyOf": [
      -      {
      -        "type": "string"
      -      },
      -      {
      -        "type": "null"
      -      }
      -    ],
      -    "description": "Default group-by axis inherited by widgets that omit `groupBy`. For DIGEST, this is the root hierarchy axis — put deeper levels in `additionalGroupBy`."
      -  },
      -  "metricId": {
      -    "anyOf": [
      -      {
      -        "type": "string"
      -      },
      -      {
      -        "type": "null"
      -      }
      -    ],
      -    "description": "Default metric inherited by widget cost queries that omit `metricId`."
      -  },
      -  "scopeId": {
      -    "anyOf": [
      -      {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ]
      -      },
      -      {
      -        "type": "null"
      -      }
      -    ],
      -    "description": "Optional saved team scope id (from list_teams). Applied report-wide unless a widget overrides."
      -  },
      -  "startDate": {
      -    "anyOf": [
      -      {
      -        "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])))$",
      -        "type": "string"
      -      },
      -      {
      -        "type": "null"
      -      }
      -    ],
      -    "description": "Used only when `datePreset` is null; ISO date (YYYY-MM-DD)."
      -  }
      -}
    • removedInput schema / properties / context / type
      Removed value: -"object"
    • addedInput schema / properties / reportContext / allOf
      Added value: +[
      +  {
      +    "$ref": "#/definitions/ReportMcpContext"
      +  }
      +]
    • removedInput schema / properties / reportContext / properties
      Removed value: -{
      -  "conditionsCel": {
      -    "description": "Report-wide CEL filter merged into cost widgets. Omit or empty string for no report-level filter.",
      -    "type": "string"
      -  },
      -  "currency": {
      -    "anyOf": [
      -      {
      -        "enum": [
      -          "USD",
      -          "EUR",
      -          "GBP",
      -          "CNY",
      -          "KRW"
      -        ],
      -        "type": "string"
      -      },
      -      {
      -        "type": "null"
      -      }
      -    ]
      -  },
      -  "datePreset": {
      -    "anyOf": [
      -      {
      -        "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"
      -      }
      -    ],
      -    "description": "Default date preset inherited when a widget omits date fields. Forecast: CURRENT_MONTH / CURRENT_QUARTER / CURRENT_YEAR. Prefer this over startDate/endDate."
      -  },
      -  "endDate": {
      -    "anyOf": [
      -      {
      -        "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])))$",
      -        "type": "string"
      -      },
      -      {
      -        "type": "null"
      -      }
      -    ]
      -  },
      -  "groupBy": {
      -    "anyOf": [
      -      {
      -        "type": "string"
      -      },
      -      {
      -        "type": "null"
      -      }
      -    ],
      -    "description": "Default group-by axis inherited by widgets that omit `groupBy`. For DIGEST, this is the root hierarchy axis — put deeper levels in `additionalGroupBy`."
      -  },
      -  "metricId": {
      -    "anyOf": [
      -      {
      -        "type": "string"
      -      },
      -      {
      -        "type": "null"
      -      }
      -    ],
      -    "description": "Default metric inherited by widget cost queries that omit `metricId`."
      -  },
      -  "scopeId": {
      -    "anyOf": [
      -      {
      -        "anyOf": [
      -          {
      -            "type": "string"
      -          },
      -          {
      -            "type": "null"
      -          }
      -        ]
      -      },
      -      {
      -        "type": "null"
      -      }
      -    ],
      -    "description": "Optional saved team scope id (from list_teams). Applied report-wide unless a widget overrides."
      -  },
      -  "startDate": {
      -    "anyOf": [
      -      {
      -        "format": "date",
      -        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      -        "type": "string"
      -      },
      -      {
      -        "type": "null"
      -      }
      -    ],
      -    "description": "Used only when `datePreset` is null; ISO date (YYYY-MM-DD)."
      -  }
      -}
    • removedInput schema / properties / reportContext / type
      Removed value: -"object"
    • changedInput schema / properties / widgets / description
      Previous value: -"One 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."New value: +"One or more report widgets (DIGEST / GRAPH_SNAPSHOT / TOP_FLOP / TEXT / DASHBOARD_PDF). Call get_skill skillId: \"reports\" for examples."
    • 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_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"
      -  }
      -]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])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "queries": {
      +        "$ref": "#/definitions/ReportMcpQueries"
      +      },
      +      "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": {
      +        "$ref": "#/definitions/ReportMcpQueries"
      +      },
      +      "scopeId": {
      +        "anyOf": [
      +          {
      +            "type": "string"
      +          },
      +          {
      +            "type": "null"
      +          }
      +        ],
      +        "description": "Optional saved team scope id (from list_teams). Merges the scope whereClause into cost/usage queries."
      +      },
      +      "title": {
      +        "default": "",
      +        "type": "string"
      +      },
      +      "to": {
      +        "description": "Widget-level end date override (inclusive). Omit to inherit report context period.",
      +        "format": "date",
      +        "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))$",
      +        "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])))$",
      +        "type": "string"
      +      },
      +      "limit": {
      +        "description": "Max groups/rows per series. Omit to use the default (100). Increase up to 1000 when you need more than 100 breakdown groups.",
      +        "maximum": 1000,
      +        "minimum": 1,
      +        "type": "integer"
      +      },
      +      "minAbsoluteDiff": {
      +        "default": 100,
      +        "minimum": 0,
      +        "type": "number"
      +      },
      +      "minRelativeDiff": {
      +        "default": 5,
      +        "minimum": 0,
      +        "type": "number"
      +      },
      +      "queries": {
      +        "$ref": "#/definitions/ReportMcpQueries"
      +      },
      +      "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"
      +  }
      +]
  4. Changed2 schema fields changed
    • changedInput schema / properties / context / properties / datePreset / description
      Previous value: -"Default date preset inherited when a widget omits date fields. Prefer this over startDate/endDate whenever an available preset matches."New value: +"Default date preset inherited when a widget omits date fields. Forecast: CURRENT_MONTH / CURRENT_QUARTER / CURRENT_YEAR. Prefer this over startDate/endDate."
    • changedInput schema / properties / reportContext / properties / datePreset / description
      Previous value: -"Default date preset inherited when a widget omits date fields. Prefer this over startDate/endDate whenever an available preset matches."New value: +"Default date preset inherited when a widget omits date fields. Forecast: CURRENT_MONTH / CURRENT_QUARTER / CURRENT_YEAR. Prefer this over startDate/endDate."
  5. Changed2 schema fields changed
    • changedInput schema / properties / context / properties / currency / anyOf
      Previous value: -[
      -  {
      -    "enum": [
      -      "USD",
      -      "EUR",
      -      "GBP",
      -      "CNY"
      -    ],
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]New value: +[
      +  {
      +    "enum": [
      +      "USD",
      +      "EUR",
      +      "GBP",
      +      "CNY",
      +      "KRW"
      +    ],
      +    "type": "string"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
    • changedInput schema / properties / reportContext / properties / currency / anyOf
      Previous value: -[
      -  {
      -    "enum": [
      -      "USD",
      -      "EUR",
      -      "GBP",
      -      "CNY"
      -    ],
      -    "type": "string"
      -  },
      -  {
      -    "type": "null"
      -  }
      -]New value: +[
      +  {
      +    "enum": [
      +      "USD",
      +      "EUR",
      +      "GBP",
      +      "CNY",
      +      "KRW"
      +    ],
      +    "type": "string"
      +  },
      +  {
      +    "type": "null"
      +  }
      +]
  6. 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"
      +}
  7. 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"
      +  }
      +]
  8. 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"
      -}
  9. 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"
      +  }
      +]
  10. 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"
      +]
  11. 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"
      +  }
      +]
  12. First observed

TDQS

A4.9/5.0
Behavior5/5

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

The annotations say only that this writes (readOnlyHint false) to an open world without being destructive. The description adds what the annotations cannot: the report is creator-only immediately after creation, the NOW and SCHEDULED modes are flagged DANGER ZONE and demand a summarised confirmation before calling, the legacy `context` alias is deprecated, and the return payload is spelled out (URL and nextRunAt, plus execution URLs and per-destination status for NOW).

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

Conciseness4/5

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

The purpose and the safety warnings are front-loaded, and almost every sentence covers a distinct rule. It is long, however, and three full JSON examples plus repeated restatements of the DIGEST hierarchy and the deprecation notice cost some density.

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?

For a 9-parameter tool with polymorphic widgets, schedules and destinations and no output schema, the description supplies the confirmation requirements, the inheritance rules, the destination formats, the WEEKLY weekday constraint and worked examples. An agent would not need anything else in order to call this correctly.

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 already 100%, so the baseline is 3, but the description carries inheritance semantics the schema only states piecemeal: widgets inherit from `reportContext` and should only carry overrides, and the description ties the period requirement to the presence of query widgets. It also resolves per-widget ambiguities, such as `useDashboardGroupBy: false` making the first `additionalGroupBy` item the root and requiring at least one dimension, and the DIGEST `aggBy` restriction to Week or Month.

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?

It opens with a specific verb and resource: 'Create a report with shared `reportContext` and one or more `widgets` plus destinations.' That is enough for an agent to distinguish this from update_report, preview_report_widget or run_report_now without opening a schema.

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

Usage Guidelines5/5

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

It names the alternatives and the conditions that select them throughout: call get_skill skillId 'reports' first, use set_object_permissions after create rather than sending PRIVATE/PUBLIC, resolve tags via list_tags, resolve channels via list_available_destinations. The NOW/UNSCHEDULED/SCHEDULED modes are each given an explicit use case.

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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