Capabilities / Developers

Agent tool reference

Browse every registered agent tool, its purpose, availability, required parameters, and exact JSON schema.

X4 Tech SolutionsUpdated September 10, 202664 registered tools

Explore every tool registered in Unity's assistant runtime. Each entry below includes its purpose, effect, available conversation scopes, parameter types, required fields, and exact JSON schema. Use the search field to find a tool, field, or capability.

For authentication and your first request, start with the API quickstart. For external HTTP calls, use the HTTP API reference.

How tools are invoked

Unity's assistant chooses tools during an agent run. It can inspect the report and model, run a query, create a page, change a visual, read a reference file, or test an HTML page according to the request and the current conversation context.

The tool registry is a function-calling interface inside Unity. There is no general-purpose public /tools/{name} execution endpoint. An API key authenticates HTTP calls to Unity. It does not turn these function schemas into independently callable endpoints or create an MCP server. An external assistant needs an adapter to supported HTTP operations, or it can submit work to Unity's agent-run API.

Tool calls inherit the initiating account, report, and conversation context. These values may be supplied by the runtime rather than appearing in the tool's parameter schema. Mutating tools can save changes to the report. Use inspection results and current revisions before requesting edits.

Read the current schema

This reference is a snapshot exported from Unity's source on September 10, 2026. It includes 64 registered tools: 57 available in at least one scope and 7 compatibility-only tools. The deployed runtime can differ from this snapshot; its documentation endpoint is authoritative for that deployment.

List the tools available in the running backend:

cURL
curl --fail-with-body \
  "$UNITY_API_BASE/api/agent/documentation?topic=tools" \
  -H "Authorization: Bearer $UNITY_API_KEY"

Retrieve one exact schema:

cURL
curl --fail-with-body \
  "$UNITY_API_BASE/api/agent/documentation?toolName=InspectDataModel" \
  -H "Authorization: Bearer $UNITY_API_KEY"
Python
import json
import os
from urllib.parse import urlencode
from urllib.request import Request, urlopen

query = urlencode({"toolName": "InspectDataModel"})
request = Request(
    os.environ["UNITY_API_BASE"].rstrip("/") + "/api/agent/documentation?" + query,
    headers={"Authorization": f"Bearer {os.environ['UNITY_API_KEY']}"},
)
with urlopen(request, timeout=30) as response:
    document = json.load(response)
print(json.dumps(document["schema"]["function"]["parameters"], indent=2))
JavaScript
const base = process.env.UNITY_API_BASE.replace(/\/$/, "");
const url = new URL(`${base}/api/agent/documentation`);
url.searchParams.set("toolName", "InspectDataModel");
const response = await fetch(url, {
  headers: { Authorization: `Bearer ${process.env.UNITY_API_KEY}` },
});
if (!response.ok) throw new Error(`${response.status}: ${await response.text()}`);
const document = await response.json();
console.log(document.schema.function.parameters);

The response contains name, description, effect, registeredScopes, availableScopes, schema, and a content version. Cache documentation by version and refresh it when the runtime changes. You can also download this reference snapshot as JSON, including all tool schemas and the HTTP endpoint inventory.

Availability and parameters

Conversation scopes describe where Unity offers a tool to its assistant. They are separate from the API key's workspace:read and workspace:write permissions.

ScopeContext
datachatThe main Data Chat assistant.
artifactA chat artifact or inline preview workflow.
visual_assistantAn assistant working on a selected visual.
manualA manual visual creation workflow.
multi_visualA workflow that changes multiple selected visuals.
Empty availableScopesRegistered for compatibility, but not offered to current agent scopes.

Available scopes determine current exposure. Registered scopes show the broader registry declaration and can include scopes where a newer canonical tool has replaced an older name. Prefer the canonical CreateVisual, InspectVisual, UpdateVisual, and ReplaceVisual operations for new assistant workflows where they are available.

Required means the parameter must be present in the function arguments. Some required parameters accept null to request a default or omit an optional value. Check both the required flag and the accepted type. Do not omit a required nullable parameter, or send null for a non-nullable parameter. Schemas with additionalProperties: false reject extra keys.

Parameters ending in _json, such as definition_json, may expect a JSON-encoded string. Follow the exact type rather than passing a nested object automatically. For example, "{\"title\":\"Revenue\"}" is a string containing JSON; { "title": "Revenue" } is an object. Nested structures, enums, and constraints are included in each expandable JSON schema.

The effect label describes the operation's category, such as reading, querying, creating pages, or changing visuals. It is not an authorization grant. Tools still enforce resource permissions and their own validation rules. Output shapes vary by operation; inspections return resource details, while mutations generally return operation results or receipts. There is no universal response schema for all tools.

Example tool arguments

These examples show arguments inside Unity's function-calling workflow. They are not HTTP request bodies. The runtime supplies the authorized report and conversation context; replace example resource IDs with values from inspection.

InspectDataModel

Inspect up to 20 model entities for connection 123. An empty query and empty field list leave the results unrestricted within the selected category.

JSON
{
  "connection_id": 123,
  "query": "",
  "kind": "entity",
  "field_uids": [],
  "offset": 0,
  "limit": 20
}

CreatePage

Create a traditional report canvas. Set page_kind to html for an HTML page. This operation saves a new page and returns its identifier and an undo receipt.

JSON
{
  "name": "Revenue overview",
  "page_kind": "report"
}

UpdateVisual

Change a saved chart title after inspecting its current revision. changes_json is a string containing JSON, and expected_revision is the exact revision token from inspection.

JSON
{
  "visual_type": "barGraph",
  "visual_id": "YOUR_VISUAL_UUID",
  "expected_revision": "0x0000000000000003",
  "changes_json": "{\"title\":\"Revenue by region\"}"
}

For equivalent external requests, use the native visual HTTP operations, whose body field names and object types differ from these tool arguments.

Runtime guides

Use GET /api/agent/documentation?topic={topic} to read the guides shipped with your backend, or use ReadUnityDocumentation inside an assistant run.

TopicWhat it explains
indexAvailable documentation and where to start.
toolsEvery registered tool and its current availability.
html-authoringHTML authoring process and renderer APIs.
testingExecution diagnostics, screenshots, and browser checks.
filesReport files, templates, and exact asset reuse.
continuityConversation scope and page continuity.
visual-editingSelected targets, multi-selection, and inline previews.

Read the HTML authoring and testing guides before generating an HTML page. They specify the renderer contract and the checks used to verify the result.

Discovery and documentation

InspectDataModelread

Search the complete accessible model catalog, including entity source SQL, typed fields, business descriptions, measures, relationships and field usage across accessible reports. Use connection_id from InspectReport or null for the active connection. Read definitionId, fieldUid and versions before editing. Follow nextOffset when incomplete; prompt summaries may omit entries.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

connection_idinteger | nullRequired

Connection ID from report or model inspection. Where null is accepted, the tool uses its active connection context.

querystringRequired

Search text used to narrow the result. File search matches literal text; catalogue search uses resource terminology.

kindstringRequired

Resource category to inspect. Choose one of the enum values; all includes every supported category.

enum: ["all","entity","field","relationship"]
field_uidsarray<string>Required

Exact field UIDs to retrieve. Use an empty array when searching without restricting the result to particular fields.

offsetintegerRequired

Zero-based starting offset. Catalogue and search tools count matches; ReadFile counts readable characters or spreadsheet rows.

minimum: 0
limitintegerRequired

Maximum entries to return. For ReadFile, this counts readable characters or spreadsheet rows; see that tool's limits.

minimum: 1 maximum: 100
Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "InspectDataModel",
    "description": "Search the complete accessible model catalog, including entity source SQL, typed fields, business descriptions, measures, relationships and field usage across accessible reports. Use connection_id from InspectReport or null for the active connection. Read definitionId, fieldUid and versions before editing. Follow nextOffset when incomplete; prompt summaries may omit entries.",
    "parameters": {
      "type": "object",
      "properties": {
        "connection_id": {
          "type": [
            "integer",
            "null"
          ]
        },
        "query": {
          "type": "string"
        },
        "kind": {
          "type": "string",
          "enum": [
            "all",
            "entity",
            "field",
            "relationship"
          ]
        },
        "field_uids": {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "offset": {
          "type": "integer",
          "minimum": 0
        },
        "limit": {
          "type": "integer",
          "minimum": 1,
          "maximum": 100
        }
      },
      "required": [
        "connection_id",
        "query",
        "kind",
        "field_uids",
        "offset",
        "limit"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to InspectDataModel
InspectReportread

Inspect current persisted report state across ALL pages. Search titles or query text, then request detail by visual_keys to retrieve exact SQL, output bindings, appearance and filters. The active page is only the current focus. Page canvasBounds and visual layout.fitsWithinPage/overflowPixels verify geometry against the browser size at submission. All pages clip overflow, including responsive pages. Follow nextOffset until complete when enumerating.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

querystringRequired

Search text used to narrow the result. File search matches literal text; catalogue search uses resource terminology.

kindstringRequired

Resource category to inspect. Choose one of the enum values; all includes every supported category.

enum: ["all","page","visual","connection"]
page_idstring | nullRequired

Stable pageId from InspectReport.

visual_keysarray<string>Required

Exact visual keys from report inspection. An empty array searches without restricting to particular keys.

detailbooleanRequired

Whether to include expanded resource details in the catalogue result.

offsetintegerRequired

Zero-based starting offset. Catalogue and search tools count matches; ReadFile counts readable characters or spreadsheet rows.

minimum: 0
limitintegerRequired

Maximum entries to return. For ReadFile, this counts readable characters or spreadsheet rows; see that tool's limits.

minimum: 1 maximum: 100
Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "InspectReport",
    "description": "Inspect current persisted report state across ALL pages. Search titles or query text, then request detail by visual_keys to retrieve exact SQL, output bindings, appearance and filters. The active page is only the current focus. Page canvasBounds and visual layout.fitsWithinPage/overflowPixels verify geometry against the browser size at submission. All pages clip overflow, including responsive pages. Follow nextOffset until complete when enumerating.",
    "parameters": {
      "type": "object",
      "properties": {
        "query": {
          "type": "string"
        },
        "kind": {
          "type": "string",
          "enum": [
            "all",
            "page",
            "visual",
            "connection"
          ]
        },
        "page_id": {
          "type": [
            "string",
            "null"
          ],
          "description": "Stable pageId from InspectReport."
        },
        "visual_keys": {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "detail": {
          "type": "boolean"
        },
        "offset": {
          "type": "integer",
          "minimum": 0
        },
        "limit": {
          "type": "integer",
          "minimum": 1,
          "maximum": 100
        }
      },
      "required": [
        "query",
        "kind",
        "page_id",
        "visual_keys",
        "detail",
        "offset",
        "limit"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to InspectReport
ReadUnityDocumentationread

Read versioned Unity guides or the live tool catalog. topic:null lists topics; use html-authoring before HTML work, testing for browser checks, files for templates, continuity for page targeting, or tools for all operations. toolName retrieves one exact tool schema (null otherwise). No report mutation.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

topicstring | nullRequired

Runtime guide name. Use null to list topics; tools returns the current tool catalogue.

toolNamestring | nullRequired

Exact registered tool name to retrieve. Use null when requesting a documentation topic instead.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ReadUnityDocumentation",
    "description": "Read versioned Unity guides or the live tool catalog. topic:null lists topics; use html-authoring before HTML work, testing for browser checks, files for templates, continuity for page targeting, or tools for all operations. toolName retrieves one exact tool schema (null otherwise). No report mutation.",
    "parameters": {
      "type": "object",
      "properties": {
        "topic": {
          "type": [
            "string",
            "null"
          ]
        },
        "toolName": {
          "type": [
            "string",
            "null"
          ]
        }
      },
      "required": [
        "topic",
        "toolName"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ReadUnityDocumentation

Queries and definitions

RegisterDataDefinitionsFunctiondefinitions

Use when the request introduces net-new reusable derived fields or measures that should be added to the connection data model before a SQL or visual tool runs. Return only the net-new reusable definitions that should be registered.

Available in: artifact, datachat, manual.

Registered scopes: artifact, datachat, manual.

Parameters

data_definitionsarray<object>Required

List of new reusable fields/measures that must be registered before executing sql_query. Return only net-new registrations here; do not repeat aliases that already exist in the provided data model context. Existing direct/derived model fields are already queryable as columns on their owning entity. Existing measures may be referenced in sql_query through an entity-qualified alias (for example, a.[TotalCost]); the backend expands them into executable SQL. Each new item must declare the owning source_entity_key and the backing source_columns. If the query uses only existing model fields/measures and introduces nothing new, return an empty array.

minItems: 1
Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "RegisterDataDefinitionsFunction",
    "description": "Use when the request introduces net-new reusable derived fields or measures that should be added to the connection data model before a SQL or visual tool runs. Return only the net-new reusable definitions that should be registered.",
    "parameters": {
      "type": "object",
      "properties": {
        "data_definitions": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "alias_name": {
                "type": "string",
                "description": "User-facing field/measure name to register."
              },
              "description": {
                "type": "string",
                "description": "Business meaning, including relevant inclusions, exclusions, units and date interpretation. State uncertainty; do not invent business rules."
              },
              "sql_expression": {
                "type": "string",
                "description": "SQL expression that defines the field/measure."
              },
              "definition_type": {
                "type": "string",
                "enum": [
                  "direct_column",
                  "derived_column",
                  "measure"
                ],
                "description": "Type of definition being registered."
              },
              "canonical_type": {
                "type": "string",
                "enum": [
                  "string",
                  "integer",
                  "decimal",
                  "boolean",
                  "date",
                  "datetime",
                  "json",
                  "unknown"
                ],
                "description": "Canonical data type for this definition."
              },
              "source_entity_key": {
                "type": "string",
                "description": "Owning connection-model entity key for this definition."
              },
              "source_columns": {
                "type": "array",
                "items": {
                  "type": "string"
                },
                "description": "Backing fields from source_entity_key that this definition depends on."
              }
            },
            "required": [
              "alias_name",
              "description",
              "sql_expression",
              "definition_type",
              "canonical_type",
              "source_entity_key",
              "source_columns"
            ],
            "additionalProperties": false
          },
          "description": "List of new reusable fields/measures that must be registered before executing sql_query. Return only net-new registrations here; do not repeat aliases that already exist in the provided data model context. Existing direct/derived model fields are already queryable as columns on their owning entity. Existing measures may be referenced in sql_query through an entity-qualified alias (for example, a.[TotalCost]); the backend expands them into executable SQL. Each new item must declare the owning source_entity_key and the backing source_columns. If the query uses only existing model fields/measures and introduces nothing new, return an empty array.",
          "minItems": 1
        }
      },
      "required": [
        "data_definitions"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to RegisterDataDefinitionsFunction
UpdateDataDefinitiondefinitions

Intentionally update an existing shared field or measure when the user explicitly asks to change its logic or meaning. Inspect it first. The model validates its dependencies and rejects stale versions. Existing queries referencing this field use the new definition. For a distinct concept, register a new definition instead. Null change values mean unchanged; an empty description clears it.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

connection_idinteger | nullRequired

Connection ID from report or model inspection. Where null is accepted, the tool uses its active connection context.

definition_idintegerRequired

Existing model definition ID returned by InspectDataModel.

expected_model_revisionintegerRequired

Current model revision from inspection. Used to reject an edit based on an older model.

minimum: 0
expected_definition_versionintegerRequired

Current definition version from inspection. Used to reject an edit based on an older definition.

minimum: 1
sql_expressionstring | nullRequired

Replacement SQL expression for this shared field or measure. Null preserves the existing expression.

descriptionstring | nullRequired

Replacement business description. Null leaves it unchanged; an empty string clears it.

canonical_typestring | nullRequired

Replacement canonical data type for the existing definition. Null preserves its current type.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "UpdateDataDefinition",
    "description": "Intentionally update an existing shared field or measure when the user explicitly asks to change its logic or meaning. Inspect it first. The model validates its dependencies and rejects stale versions. Existing queries referencing this field use the new definition. For a distinct concept, register a new definition instead. Null change values mean unchanged; an empty description clears it.",
    "parameters": {
      "type": "object",
      "properties": {
        "connection_id": {
          "type": [
            "integer",
            "null"
          ]
        },
        "definition_id": {
          "type": "integer"
        },
        "expected_model_revision": {
          "type": "integer",
          "minimum": 0
        },
        "expected_definition_version": {
          "type": "integer",
          "minimum": 1
        },
        "sql_expression": {
          "type": [
            "string",
            "null"
          ]
        },
        "description": {
          "type": [
            "string",
            "null"
          ]
        },
        "canonical_type": {
          "type": [
            "string",
            "null"
          ]
        }
      },
      "required": [
        "connection_id",
        "definition_id",
        "expected_model_revision",
        "expected_definition_version",
        "sql_expression",
        "description",
        "canonical_type"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to UpdateDataDefinition
generate_sql_query_functionquery

Return a read-only query to run against the user's DB, or API query JSON for API connections. Use this only for data exploration and question-answering. Do not use this tool when the user explicitly asks to create, make, build, show, or generate a chart, graph, plot, data table, data card, or other visual from chat; use the matching Create*FromChatFunction instead so the UI can render it inline. This query will return you the database results that you can summarize for the user.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

action_typestringRequired

Required action classification so the UI can label the action precisely. Use explore_sql for read-only data exploration, update_visual for SQL changes that update an existing visual, update_persistent_filters when changing backend persistent visual filters, create_visual for net-new visuals, replace_visual when converting/replacing a visual, update_appearance for styling changes, and restore_appearance for resetting styling.

enum: ["explore_sql","update_visual","update_persistent_filters","create_visual","replace_visual","update_appearance","restore_appearance"]
sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

data_definitionsarray<object>Required

List of new reusable fields/measures that must be registered before executing sql_query. Return only net-new registrations here; do not repeat aliases that already exist in the provided data model context. Existing direct/derived model fields are already queryable as columns on their owning entity. Existing measures may be referenced in sql_query through an entity-qualified alias (for example, a.[TotalCost]); the backend expands them into executable SQL. Each new item must declare the owning source_entity_key and the backing source_columns. If the query uses only existing model fields/measures and introduces nothing new, return an empty array.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "generate_sql_query_function",
    "description": "Return a read-only query to run against the user's DB, or API query JSON for API connections. Use this only for data exploration and question-answering. Do not use this tool when the user explicitly asks to create, make, build, show, or generate a chart, graph, plot, data table, data card, or other visual from chat; use the matching Create*FromChatFunction instead so the UI can render it inline. This query will return you the database results that you can summarize for the user.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "action_type": {
          "type": "string",
          "enum": [
            "explore_sql",
            "update_visual",
            "update_persistent_filters",
            "create_visual",
            "replace_visual",
            "update_appearance",
            "restore_appearance"
          ],
          "description": "Required action classification so the UI can label the action precisely. Use explore_sql for read-only data exploration, update_visual for SQL changes that update an existing visual, update_persistent_filters when changing backend persistent visual filters, create_visual for net-new visuals, replace_visual when converting/replacing a visual, update_appearance for styling changes, and restore_appearance for resetting styling."
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        },
        "data_definitions": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "alias_name": {
                "type": "string",
                "description": "User-facing field/measure name to register."
              },
              "description": {
                "type": "string",
                "description": "Business meaning, including relevant inclusions, exclusions, units and date interpretation. State uncertainty; do not invent business rules."
              },
              "sql_expression": {
                "type": "string",
                "description": "SQL expression that defines the field/measure."
              },
              "definition_type": {
                "type": "string",
                "enum": [
                  "direct_column",
                  "derived_column",
                  "measure"
                ],
                "description": "Type of definition being registered."
              },
              "canonical_type": {
                "type": "string",
                "enum": [
                  "string",
                  "integer",
                  "decimal",
                  "boolean",
                  "date",
                  "datetime",
                  "json",
                  "unknown"
                ],
                "description": "Canonical data type for this definition."
              },
              "source_entity_key": {
                "type": "string",
                "description": "Owning connection-model entity key for this definition."
              },
              "source_columns": {
                "type": "array",
                "items": {
                  "type": "string"
                },
                "description": "Backing fields from source_entity_key that this definition depends on."
              }
            },
            "required": [
              "alias_name",
              "description",
              "sql_expression",
              "definition_type",
              "canonical_type",
              "source_entity_key",
              "source_columns"
            ],
            "additionalProperties": false
          },
          "description": "List of new reusable fields/measures that must be registered before executing sql_query. Return only net-new registrations here; do not repeat aliases that already exist in the provided data model context. Existing direct/derived model fields are already queryable as columns on their owning entity. Existing measures may be referenced in sql_query through an entity-qualified alias (for example, a.[TotalCost]); the backend expands them into executable SQL. Each new item must declare the owning source_entity_key and the backing source_columns. If the query uses only existing model fields/measures and introduces nothing new, return an empty array."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "action_type",
        "sql_query",
        "transform_sql",
        "data_definitions",
        "visual_mapping",
        "sorting"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to generate_sql_query_function

Pages

CreatePagepage

Create a new named page in this report. Returns the new page UUID and an undo receipt. Set page_kind to html for an arbitrary HTML page, or report for a traditional canvas.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

namestringRequired

Display name for the new or updated resource. For nullable names, follow the operation's default behavior.

page_kindstring | nullRequired

report creates a traditional canvas; html creates an HTML page. Null selects the default page kind.

enum: ["report","html",null]
Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "CreatePage",
    "description": "Create a new named page in this report. Returns the new page UUID and an undo receipt. Set page_kind to html for an arbitrary HTML page, or report for a traditional canvas.",
    "parameters": {
      "type": "object",
      "properties": {
        "name": {
          "type": "string"
        },
        "page_kind": {
          "type": [
            "string",
            "null"
          ],
          "enum": [
            "report",
            "html",
            null
          ]
        }
      },
      "required": [
        "name",
        "page_kind"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to CreatePage
DeletePagepage

Delete a page and its visuals/filters with an undo receipt. Conversations remain accessible in the report.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

page_idstringRequired

Stable page identifier returned by InspectReport. Select the page that belongs to the intended report.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "DeletePage",
    "description": "Delete a page and its visuals/filters with an undo receipt. Conversations remain accessible in the report.",
    "parameters": {
      "type": "object",
      "properties": {
        "page_id": {
          "type": "string"
        }
      },
      "required": [
        "page_id"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to DeletePage
DuplicatePagepage

Copy a page's visual definitions, layout and persistent filters into a new named page.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

page_idstringRequired

Stable page identifier returned by InspectReport. Select the page that belongs to the intended report.

namestringRequired

Display name for the new or updated resource. For nullable names, follow the operation's default behavior.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "DuplicatePage",
    "description": "Copy a page's visual definitions, layout and persistent filters into a new named page.",
    "parameters": {
      "type": "object",
      "properties": {
        "page_id": {
          "type": "string"
        },
        "name": {
          "type": "string"
        }
      },
      "required": [
        "page_id",
        "name"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to DuplicatePage
UpdatePagepage

Edit a page name, canvas dimensions, canvas background and outer background. InspectReport supplies saved settings and resolved canvasBounds. Returns the resulting bounds and undo; visuals are preserved. Dimensions are logical canvas pixels, independent of zoom.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

page_idstringRequired

Stable page identifier returned by InspectReport. Select the page that belongs to the intended report.

namestring | nullRequired

Display name for the new or updated resource. For nullable names, follow the operation's default behavior.

viewport_jsonstring | nullRequired

JSON patch with width, height (1–3000), backgroundColor, outerBackgroundColor. Null dimensions use finite browser-responsive sizing, never an unlimited canvas. Omit fields to preserve them; null patch preserves all settings.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "UpdatePage",
    "description": "Edit a page name, canvas dimensions, canvas background and outer background. InspectReport supplies saved settings and resolved canvasBounds. Returns the resulting bounds and undo; visuals are preserved. Dimensions are logical canvas pixels, independent of zoom.",
    "parameters": {
      "type": "object",
      "properties": {
        "page_id": {
          "type": "string"
        },
        "name": {
          "type": [
            "string",
            "null"
          ]
        },
        "viewport_json": {
          "type": [
            "string",
            "null"
          ],
          "description": "JSON patch with width, height (1–3000), backgroundColor, outerBackgroundColor. Null dimensions use finite browser-responsive sizing, never an unlimited canvas. Omit fields to preserve them; null patch preserves all settings."
        }
      },
      "required": [
        "page_id",
        "name",
        "viewport_json"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to UpdatePage

Visuals and previews

CreateBarGraphFromChatFunctionartifact

Use when the user clearly wants a new bar graph created from the general data chat. Use grouped by default unless the user's request clearly calls for stacked or percentStacked.

Available in: artifact.

Registered scopes: artifact, datachat.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

graph_typestringRequired

The bar display mode: grouped for side-by-side bars, stacked for stacked bars, or percentStacked for percent-of-total bars.

enum: ["grouped","stacked","percentStacked"]
orientationstringRequired

Bar orientation: vertical for standard columns or horizontal for left-to-right bars.

enum: ["vertical","horizontal"]
sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "CreateBarGraphFromChatFunction",
    "description": "Use when the user clearly wants a new bar graph created from the general data chat. Use grouped by default unless the user's request clearly calls for stacked or percentStacked.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "graph_type": {
          "type": "string",
          "enum": [
            "grouped",
            "stacked",
            "percentStacked"
          ],
          "description": "The bar display mode: grouped for side-by-side bars, stacked for stacked bars, or percentStacked for percent-of-total bars."
        },
        "orientation": {
          "type": "string",
          "enum": [
            "vertical",
            "horizontal"
          ],
          "description": "Bar orientation: vertical for standard columns or horizontal for left-to-right bars."
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "graph_type",
        "orientation",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to CreateBarGraphFromChatFunction
CreateDataCardFromChatFunctionartifact

Use when the user clearly wants a new data card created from the general data chat. Create one new data card that focuses on a single key metric.

Available in: artifact.

Registered scopes: artifact, datachat.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

titlestringRequired

The label that should appear as the data card title.

subtitlestringRequired

Optional descriptive text that appears under the title.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "CreateDataCardFromChatFunction",
    "description": "Use when the user clearly wants a new data card created from the general data chat. Create one new data card that focuses on a single key metric.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "title": {
          "type": "string",
          "description": "The label that should appear as the data card title."
        },
        "subtitle": {
          "type": "string",
          "description": "Optional descriptive text that appears under the title."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "title",
        "subtitle",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to CreateDataCardFromChatFunction
CreateDataTableFromChatFunctionartifact

Use when the user clearly wants a new data table created from the general data chat. Create one new data table with the final query that returns the visible columns.

Available in: artifact.

Registered scopes: artifact, datachat.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

titlestringRequired

Title or name of this data table.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "CreateDataTableFromChatFunction",
    "description": "Use when the user clearly wants a new data table created from the general data chat. Create one new data table with the final query that returns the visible columns.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "title": {
          "type": "string",
          "description": "Title or name of this data table."
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "title",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to CreateDataTableFromChatFunction
CreateLineGraphFromChatFunctionartifact

Use when the user clearly wants a new line graph created from the general data chat. Do not use this for selected-visual replacement.

Available in: artifact.

Registered scopes: artifact, datachat.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "CreateLineGraphFromChatFunction",
    "description": "Use when the user clearly wants a new line graph created from the general data chat. Do not use this for selected-visual replacement.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to CreateLineGraphFromChatFunction
CreatePieChartFromChatFunctionartifact

Use when the user clearly wants a new pie chart created from the general data chat. Use only when the user explicitly wants a new pie chart.

Available in: artifact.

Registered scopes: artifact, datachat.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "CreatePieChartFromChatFunction",
    "description": "Use when the user clearly wants a new pie chart created from the general data chat. Use only when the user explicitly wants a new pie chart.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to CreatePieChartFromChatFunction
CreateScatterPlotFromChatFunctionartifact

Use when the user clearly wants a new scatter plot created from the general data chat. Use only when the user explicitly wants a new scatter plot.

Available in: artifact.

Registered scopes: artifact, datachat.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "CreateScatterPlotFromChatFunction",
    "description": "Use when the user clearly wants a new scatter plot created from the general data chat. Use only when the user explicitly wants a new scatter plot.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to CreateScatterPlotFromChatFunction
CreateVisualvisual

Create a native visual on the requested report page. InspectVisualCapabilities supplies its definition schema. definition_json contains title, sql_query, output_contract, customization and kind-specific parameters; page_id and position_json are separate tool arguments. Explicit x,y,width,height,zIndex coordinates are preserved; null position lets Unity find free space using the catalog size. Inspect the target page canvasBounds and existing visual positions, even on an empty page. Returns persisted state, layout.fitsWithinPage, layout.overlaps and undo. Correct clipping or unintended overlaps before declaring the dashboard complete. Use preview tools only when the user asks for previews/options. Register new reusable definitions before creating.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

allow_overlapboolean | nullRequired

Without explicit x/y, Unity finds free space by default; true skips that automatic placement. Explicit coordinates are always preserved, including intentional layers.

visual_typestringRequired

Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details.

enum: ["barGraph","barChart","lineGraph","pieChart","scatterPlot","dataTable","dataCard","shape","textBox","declarativeChart"]
page_idstringRequired

Stable pageId from InspectReport.

connection_idinteger | nullRequired

Connection ID from report or model inspection. Where null is accepted, the tool uses its active connection context.

definition_jsonstringRequired

JSON-encoded visual definition. Use InspectVisualCapabilities to discover required fields and output mappings for the selected kind.

position_jsonstring | nullRequired

JSON-encoded placement and size. Follow the visual capability and report layout context.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "CreateVisual",
    "description": "Create a native visual on the requested report page. InspectVisualCapabilities supplies its definition schema. definition_json contains title, sql_query, output_contract, customization and kind-specific parameters; page_id and position_json are separate tool arguments. Explicit x,y,width,height,zIndex coordinates are preserved; null position lets Unity find free space using the catalog size. Inspect the target page canvasBounds and existing visual positions, even on an empty page. Returns persisted state, layout.fitsWithinPage, layout.overlaps and undo. Correct clipping or unintended overlaps before declaring the dashboard complete. Use preview tools only when the user asks for previews/options. Register new reusable definitions before creating.",
    "parameters": {
      "type": "object",
      "properties": {
        "allow_overlap": {
          "type": [
            "boolean",
            "null"
          ],
          "description": "Without explicit x/y, Unity finds free space by default; true skips that automatic placement. Explicit coordinates are always preserved, including intentional layers."
        },
        "visual_type": {
          "type": "string",
          "enum": [
            "barGraph",
            "barChart",
            "lineGraph",
            "pieChart",
            "scatterPlot",
            "dataTable",
            "dataCard",
            "shape",
            "textBox",
            "declarativeChart"
          ],
          "description": "Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details."
        },
        "page_id": {
          "type": "string",
          "description": "Stable pageId from InspectReport."
        },
        "connection_id": {
          "type": [
            "integer",
            "null"
          ]
        },
        "definition_json": {
          "type": "string"
        },
        "position_json": {
          "type": [
            "string",
            "null"
          ]
        }
      },
      "required": [
        "allow_overlap",
        "visual_type",
        "page_id",
        "connection_id",
        "definition_json",
        "position_json"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to CreateVisual
DeleteVisualvisual

Delete the inspected native visual when requested, using its current revision. Returns an undo snapshot. Do not delete a different visual because its title is similar.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

visual_typestringRequired

Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details.

enum: ["barGraph","barChart","lineGraph","pieChart","scatterPlot","dataTable","dataCard","shape","textBox","declarativeChart"]
visual_idstringRequired

Stable visualUid from inspection.

expected_revisionstringRequired

Current resource revision token from inspection. Copy it exactly rather than incrementing or inventing a revision.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "DeleteVisual",
    "description": "Delete the inspected native visual when requested, using its current revision. Returns an undo snapshot. Do not delete a different visual because its title is similar.",
    "parameters": {
      "type": "object",
      "properties": {
        "visual_type": {
          "type": "string",
          "enum": [
            "barGraph",
            "barChart",
            "lineGraph",
            "pieChart",
            "scatterPlot",
            "dataTable",
            "dataCard",
            "shape",
            "textBox",
            "declarativeChart"
          ],
          "description": "Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details."
        },
        "visual_id": {
          "type": "string",
          "description": "Stable visualUid from inspection."
        },
        "expected_revision": {
          "type": "string"
        }
      },
      "required": [
        "visual_type",
        "visual_id",
        "expected_revision"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to DeleteVisual
InspectChatPreviewread

Inspect an inline chat visual by its source conversation and message IDs, including its query, appearance, data and revision. Use InspectVisual for a saved canvas visual.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

data_chat_idintegerRequired

Data Chat ID containing the preview message to inspect or change.

message_idintegerRequired

Message ID containing the chat preview. Obtain it from the intended conversation.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "InspectChatPreview",
    "description": "Inspect an inline chat visual by its source conversation and message IDs, including its query, appearance, data and revision. Use InspectVisual for a saved canvas visual.",
    "parameters": {
      "type": "object",
      "properties": {
        "data_chat_id": {
          "type": "integer"
        },
        "message_id": {
          "type": "integer"
        }
      },
      "required": [
        "data_chat_id",
        "message_id"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to InspectChatPreview
InspectVisualread

Read current authored visual state, data roles, appearance, layout and revision on any report page. Use the supplied current selected-visual snapshot when already available; inspect other targets or refresh after a conflict. No query execution.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

visual_typestringRequired

Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details.

enum: ["barGraph","barChart","lineGraph","pieChart","scatterPlot","dataTable","dataCard","shape","textBox","declarativeChart"]
visual_idstringRequired

Stable visualUid from inspection.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "InspectVisual",
    "description": "Read current authored visual state, data roles, appearance, layout and revision on any report page. Use the supplied current selected-visual snapshot when already available; inspect other targets or refresh after a conflict. No query execution.",
    "parameters": {
      "type": "object",
      "properties": {
        "visual_type": {
          "type": "string",
          "enum": [
            "barGraph",
            "barChart",
            "lineGraph",
            "pieChart",
            "scatterPlot",
            "dataTable",
            "dataCard",
            "shape",
            "textBox",
            "declarativeChart"
          ],
          "description": "Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details."
        },
        "visual_id": {
          "type": "string",
          "description": "Stable visualUid from inspection."
        }
      },
      "required": [
        "visual_type",
        "visual_id"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to InspectVisual
InspectVisualCapabilitiesread

Inspect Unity's visual schemas and rendering semantics. kinds=[] lists concise options. Request one to three known kinds; section=definition for creation/preview, changes for edits, appearance for styling, or null for all sections.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

kindsarray<string>Required

Visual kinds whose capability schemas you want to inspect. Follow the tool description for the supported request size.

maxItems: 3
sectionstring | nullRequired

Capability section to retrieve. Use the accepted enum values or null for the documented default.

enum: ["definition","changes","appearance","all",null]
Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "InspectVisualCapabilities",
    "description": "Inspect Unity's visual schemas and rendering semantics. kinds=[] lists concise options. Request one to three known kinds; section=definition for creation/preview, changes for edits, appearance for styling, or null for all sections.",
    "parameters": {
      "type": "object",
      "properties": {
        "kinds": {
          "type": "array",
          "items": {
            "type": "string",
            "enum": [
              "barGraph",
              "barChart",
              "lineGraph",
              "pieChart",
              "scatterPlot",
              "dataTable",
              "dataCard",
              "shape",
              "textBox",
              "declarativeChart"
            ],
            "description": "Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details."
          },
          "maxItems": 3
        },
        "section": {
          "type": [
            "string",
            "null"
          ],
          "enum": [
            "definition",
            "changes",
            "appearance",
            "all",
            null
          ]
        }
      },
      "required": [
        "kinds",
        "section"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to InspectVisualCapabilities
PreviewVisualartifact

Render an interactive chart or table artifact in this chat. Use for a requested preview, visual option, or chart shown here in the conversation. Executes the query and returns the artifact while preserving the saved canvas. Inspect the kind's definition schema, then supply definition_json. CreateVisual saves a visual to a report page.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

visual_typestringRequired

Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details.

enum: ["barGraph","barChart","lineGraph","pieChart","scatterPlot","dataTable","dataCard","shape","textBox","declarativeChart"]
connection_idinteger | nullRequired

Connection ID from report or model inspection. Where null is accepted, the tool uses its active connection context.

definition_jsonstringRequired

JSON-encoded visual definition. Use InspectVisualCapabilities to discover required fields and output mappings for the selected kind.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "PreviewVisual",
    "description": "Render an interactive chart or table artifact in this chat. Use for a requested preview, visual option, or chart shown here in the conversation. Executes the query and returns the artifact while preserving the saved canvas. Inspect the kind's definition schema, then supply definition_json. CreateVisual saves a visual to a report page.",
    "parameters": {
      "type": "object",
      "properties": {
        "visual_type": {
          "type": "string",
          "enum": [
            "barGraph",
            "barChart",
            "lineGraph",
            "pieChart",
            "scatterPlot",
            "dataTable",
            "dataCard",
            "shape",
            "textBox",
            "declarativeChart"
          ],
          "description": "Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details."
        },
        "connection_id": {
          "type": [
            "integer",
            "null"
          ]
        },
        "definition_json": {
          "type": "string"
        }
      },
      "required": [
        "visual_type",
        "connection_id",
        "definition_json"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to PreviewVisual
ReplaceVisualvisual

Change a saved data visual's kind when the user requests a different representation. Inspect the source and target capability first. Supply its revision and the target definition. Preserves logical identity, page, connection, filters and assistant history atomically. Returns undo. Same-kind SQL or styling edits use UpdateVisual.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

visual_typestringRequired

Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details.

enum: ["barGraph","barChart","lineGraph","pieChart","scatterPlot","dataTable","dataCard","shape","textBox","declarativeChart"]
visual_idstringRequired

Stable visualUid from inspection.

expected_revisionstringRequired

Current resource revision token from inspection. Copy it exactly rather than incrementing or inventing a revision.

target_typestringRequired

Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details.

enum: ["barGraph","barChart","lineGraph","pieChart","scatterPlot","dataTable","dataCard","shape","textBox","declarativeChart"]
definition_jsonstringRequired

JSON-encoded visual definition. Use InspectVisualCapabilities to discover required fields and output mappings for the selected kind.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ReplaceVisual",
    "description": "Change a saved data visual's kind when the user requests a different representation. Inspect the source and target capability first. Supply its revision and the target definition. Preserves logical identity, page, connection, filters and assistant history atomically. Returns undo. Same-kind SQL or styling edits use UpdateVisual.",
    "parameters": {
      "type": "object",
      "properties": {
        "visual_type": {
          "type": "string",
          "enum": [
            "barGraph",
            "barChart",
            "lineGraph",
            "pieChart",
            "scatterPlot",
            "dataTable",
            "dataCard",
            "shape",
            "textBox",
            "declarativeChart"
          ],
          "description": "Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details."
        },
        "visual_id": {
          "type": "string",
          "description": "Stable visualUid from inspection."
        },
        "expected_revision": {
          "type": "string"
        },
        "target_type": {
          "type": "string",
          "enum": [
            "barGraph",
            "barChart",
            "lineGraph",
            "pieChart",
            "scatterPlot",
            "dataTable",
            "dataCard",
            "shape",
            "textBox",
            "declarativeChart"
          ],
          "description": "Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details."
        },
        "definition_json": {
          "type": "string"
        }
      },
      "required": [
        "visual_type",
        "visual_id",
        "expected_revision",
        "target_type",
        "definition_json"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ReplaceVisual
RestoreDefaultAppearancevisual

Reset the currently selected visual's appearance back to the default settings. Use this when the user asks to restore defaults or remove custom styling. No arguments are required.

Available in: artifact.

Registered scopes: artifact.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

action_typestringRequired

Required action classification so the UI can label the action precisely. Use explore_sql for read-only data exploration, update_visual for SQL changes that update an existing visual, update_persistent_filters when changing backend persistent visual filters, create_visual for net-new visuals, replace_visual when converting/replacing a visual, update_appearance for styling changes, and restore_appearance for resetting styling.

enum: ["explore_sql","update_visual","update_persistent_filters","create_visual","replace_visual","update_appearance","restore_appearance"]
Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "RestoreDefaultAppearance",
    "description": "Reset the currently selected visual's appearance back to the default settings. Use this when the user asks to restore defaults or remove custom styling. No arguments are required.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "action_type": {
          "type": "string",
          "enum": [
            "explore_sql",
            "update_visual",
            "update_persistent_filters",
            "create_visual",
            "replace_visual",
            "update_appearance",
            "restore_appearance"
          ],
          "description": "Required action classification so the UI can label the action precisely. Use explore_sql for read-only data exploration, update_visual for SQL changes that update an existing visual, update_persistent_filters when changing backend persistent visual filters, create_visual for net-new visuals, replace_visual when converting/replacing a visual, update_appearance for styling changes, and restore_appearance for resetting styling."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "action_type"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to RestoreDefaultAppearance
UpdateChatPreviewvisual

Edit an existing inline chat preview in place, preserving its source conversation. Inspect first for expected_revision. changes_json contains native visual definition fields; omitted fields are preserved, customization:null restores defaults. visual_type:null keeps its type. This never creates or updates a canvas visual.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

data_chat_idintegerRequired

Data Chat ID containing the preview message to inspect or change.

message_idintegerRequired

Message ID containing the chat preview. Obtain it from the intended conversation.

expected_revisionstringRequired

Current resource revision token from inspection. Copy it exactly rather than incrementing or inventing a revision.

changes_jsonstringRequired

JSON-encoded string containing only the intended changes. Inspect the current resource and its capability schema first.

visual_typestring | nullRequired

Native visual kind for the operation. InspectVisualCapabilities explains each kind and its definition.

enum: [null,"lineGraph","barGraph","barChart","pieChart","scatterPlot","dataCard","dataTable","declarativeChart"]
Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "UpdateChatPreview",
    "description": "Edit an existing inline chat preview in place, preserving its source conversation. Inspect first for expected_revision. changes_json contains native visual definition fields; omitted fields are preserved, customization:null restores defaults. visual_type:null keeps its type. This never creates or updates a canvas visual.",
    "parameters": {
      "type": "object",
      "properties": {
        "data_chat_id": {
          "type": "integer"
        },
        "message_id": {
          "type": "integer"
        },
        "expected_revision": {
          "type": "string"
        },
        "changes_json": {
          "type": "string"
        },
        "visual_type": {
          "type": [
            "string",
            "null"
          ],
          "enum": [
            null,
            "lineGraph",
            "barGraph",
            "barChart",
            "pieChart",
            "scatterPlot",
            "dataCard",
            "dataTable",
            "declarativeChart"
          ]
        }
      },
      "required": [
        "data_chat_id",
        "message_id",
        "expected_revision",
        "changes_json",
        "visual_type"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to UpdateChatPreview
UpdateVisualvisual

Edit a native visual on any page. Supply the revision from the current selected-visual snapshot or InspectVisual. changes_json is a small JSON object with only the intended changes: title, customization, sql_query, output_contract, position, pageId; optional x_label/y_label for charts, subtitle for cards, graph_type for bars, shapeType for shapes, columnConfig or columns for tables, renderer_spec for declarativeChart. InspectVisualCapabilities supplies the kind-specific change schema. Appearance merges; arrays replace. Presentation edits do not run SQL. Existing business logic changes require the user's intent. Stale revisions fail visibly; inspect again and reason before retrying.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

visual_typestringRequired

Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details.

enum: ["barGraph","barChart","lineGraph","pieChart","scatterPlot","dataTable","dataCard","shape","textBox","declarativeChart"]
visual_idstringRequired

Stable visualUid from inspection.

expected_revisionstringRequired

Current resource revision token from inspection. Copy it exactly rather than incrementing or inventing a revision.

changes_jsonstringRequired

JSON patch of editable fields shown in inspection. When SQL output aliases change, include output_contract with matching roles and sorting in this same patch. InspectVisualCapabilities section=changes provides the schema.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "UpdateVisual",
    "description": "Edit a native visual on any page. Supply the revision from the current selected-visual snapshot or InspectVisual. changes_json is a small JSON object with only the intended changes: title, customization, sql_query, output_contract, position, pageId; optional x_label/y_label for charts, subtitle for cards, graph_type for bars, shapeType for shapes, columnConfig or columns for tables, renderer_spec for declarativeChart. InspectVisualCapabilities supplies the kind-specific change schema. Appearance merges; arrays replace. Presentation edits do not run SQL. Existing business logic changes require the user's intent. Stale revisions fail visibly; inspect again and reason before retrying.",
    "parameters": {
      "type": "object",
      "properties": {
        "visual_type": {
          "type": "string",
          "enum": [
            "barGraph",
            "barChart",
            "lineGraph",
            "pieChart",
            "scatterPlot",
            "dataTable",
            "dataCard",
            "shape",
            "textBox",
            "declarativeChart"
          ],
          "description": "Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details."
        },
        "visual_id": {
          "type": "string",
          "description": "Stable visualUid from inspection."
        },
        "expected_revision": {
          "type": "string"
        },
        "changes_json": {
          "type": "string",
          "description": "JSON patch of editable fields shown in inspection. When SQL output aliases change, include output_contract with matching roles and sorting in this same patch. InspectVisualCapabilities section=changes provides the schema."
        }
      },
      "required": [
        "visual_type",
        "visual_id",
        "expected_revision",
        "changes_json"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to UpdateVisual
UpdateVisualAppearancevisual

Update the appearance configuration for the currently selected visual. Use this only when the user explicitly asks to change styling, colors, fonts, or other appearance settings. Provide JSON only in appearance_json; do not return it in assistant text unless the user explicitly asks for the JSON.

Available in: artifact.

Registered scopes: artifact.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

action_typestringRequired

Required action classification so the UI can label the action precisely. Use explore_sql for read-only data exploration, update_visual for SQL changes that update an existing visual, update_persistent_filters when changing backend persistent visual filters, create_visual for net-new visuals, replace_visual when converting/replacing a visual, update_appearance for styling changes, and restore_appearance for resetting styling.

enum: ["explore_sql","update_visual","update_persistent_filters","create_visual","replace_visual","update_appearance","restore_appearance"]
appearance_jsonstringRequired

JSON string containing appearance config overrides to apply to the visual.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "UpdateVisualAppearance",
    "description": "Update the appearance configuration for the currently selected visual. Use this only when the user explicitly asks to change styling, colors, fonts, or other appearance settings. Provide JSON only in appearance_json; do not return it in assistant text unless the user explicitly asks for the JSON.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "action_type": {
          "type": "string",
          "enum": [
            "explore_sql",
            "update_visual",
            "update_persistent_filters",
            "create_visual",
            "replace_visual",
            "update_appearance",
            "restore_appearance"
          ],
          "description": "Required action classification so the UI can label the action precisely. Use explore_sql for read-only data exploration, update_visual for SQL changes that update an existing visual, update_persistent_filters when changing backend persistent visual filters, create_visual for net-new visuals, replace_visual when converting/replacing a visual, update_appearance for styling changes, and restore_appearance for resetting styling."
        },
        "appearance_json": {
          "type": "string",
          "description": "JSON string containing appearance config overrides to apply to the visual."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "action_type",
        "appearance_json"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to UpdateVisualAppearance
UpdateVisualPropertiesvisual

Update non-data properties of the currently selected visual without regenerating or rerunning its query. Use this for title changes, chart axis-label changes, data-card subtitle changes, and canvas layout changes such as moving, resizing, or placing the selected visual relative to another visual. Use relation='keep' when layout should not change.

Available in: artifact.

Registered scopes: artifact.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

action_typestringRequired

Required action classification so the UI can label the action precisely. Use explore_sql for read-only data exploration, update_visual for SQL changes that update an existing visual, update_persistent_filters when changing backend persistent visual filters, create_visual for net-new visuals, replace_visual when converting/replacing a visual, update_appearance for styling changes, and restore_appearance for resetting styling.

enum: ["explore_sql","update_visual","update_persistent_filters","create_visual","replace_visual","update_appearance","restore_appearance"]
titlestring | nullRequired

New title for the selected visual, or null to preserve the current title.

subtitlestring | nullRequired

New subtitle for a selected data card, or null to preserve it. Use null for visual types that do not support subtitles.

x_labelstring | nullRequired

New x-axis label for a chart visual, or null to preserve it. Use null for visual types that do not support axes.

y_labelstring | nullRequired

New y-axis label for a chart visual, or null to preserve it. Use null for visual types that do not support axes.

layoutobjectRequired

Canvas layout update. Relative placement is resolved deterministically by the application; absolute coordinates and dimensions may be supplied only when explicitly requested.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "UpdateVisualProperties",
    "description": "Update non-data properties of the currently selected visual without regenerating or rerunning its query. Use this for title changes, chart axis-label changes, data-card subtitle changes, and canvas layout changes such as moving, resizing, or placing the selected visual relative to another visual. Use relation='keep' when layout should not change.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "action_type": {
          "type": "string",
          "enum": [
            "explore_sql",
            "update_visual",
            "update_persistent_filters",
            "create_visual",
            "replace_visual",
            "update_appearance",
            "restore_appearance"
          ],
          "description": "Required action classification so the UI can label the action precisely. Use explore_sql for read-only data exploration, update_visual for SQL changes that update an existing visual, update_persistent_filters when changing backend persistent visual filters, create_visual for net-new visuals, replace_visual when converting/replacing a visual, update_appearance for styling changes, and restore_appearance for resetting styling."
        },
        "title": {
          "type": [
            "string",
            "null"
          ],
          "description": "New title for the selected visual, or null to preserve the current title."
        },
        "subtitle": {
          "type": [
            "string",
            "null"
          ],
          "description": "New subtitle for a selected data card, or null to preserve it. Use null for visual types that do not support subtitles."
        },
        "x_label": {
          "type": [
            "string",
            "null"
          ],
          "description": "New x-axis label for a chart visual, or null to preserve it. Use null for visual types that do not support axes."
        },
        "y_label": {
          "type": [
            "string",
            "null"
          ],
          "description": "New y-axis label for a chart visual, or null to preserve it. Use null for visual types that do not support axes."
        },
        "layout": {
          "type": "object",
          "description": "Canvas layout update. Relative placement is resolved deterministically by the application; absolute coordinates and dimensions may be supplied only when explicitly requested.",
          "properties": {
            "relation": {
              "type": "string",
              "enum": [
                "keep",
                "absolute",
                "below",
                "above",
                "left",
                "right"
              ]
            },
            "relative_visual_id": {
              "type": [
                "string",
                "number",
                "null"
              ],
              "description": "Reference visual identifier for below/above/left/right placement. Use null only when exactly one visual of relative_visual_type exists in the canvas context."
            },
            "relative_visual_type": {
              "type": [
                "string",
                "null"
              ],
              "description": "Reference visual type for relative placement."
            },
            "x": {
              "type": [
                "number",
                "null"
              ]
            },
            "y": {
              "type": [
                "number",
                "null"
              ]
            },
            "width": {
              "type": [
                "number",
                "null"
              ]
            },
            "height": {
              "type": [
                "number",
                "null"
              ]
            },
            "zIndex": {
              "type": [
                "number",
                "null"
              ]
            },
            "gap": {
              "type": [
                "number",
                "null"
              ],
              "description": "Spacing in pixels for relative placement; null uses the application default."
            }
          },
          "required": [
            "relation",
            "relative_visual_id",
            "relative_visual_type",
            "x",
            "y",
            "width",
            "height",
            "zIndex",
            "gap"
          ],
          "additionalProperties": false
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "action_type",
        "title",
        "subtitle",
        "x_label",
        "y_label",
        "layout"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to UpdateVisualProperties

Filters and change history

InspectChangesread

List recent saved visual/page changes made by this user's assistants in this report. Returns change IDs for exact native undo; unlike recreating a visual, undo retains its identity, filters and links.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

limitintegerRequired

Maximum entries to return. For ReadFile, this counts readable characters or spreadsheet rows; see that tool's limits.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "InspectChanges",
    "description": "List recent saved visual/page changes made by this user's assistants in this report. Returns change IDs for exact native undo; unlike recreating a visual, undo retains its identity, filters and links.",
    "parameters": {
      "type": "object",
      "properties": {
        "limit": {
          "type": "integer"
        }
      },
      "required": [
        "limit"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to InspectChanges
InspectFiltersread

Inspect saved visual, page, or report filters, including an empty scope. Empty scopes are available for creating filters. Read before replacing existing filters. For page use its page_id, for visual use visual_type and visual_id; unused target fields are null.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

scopestringRequired

The persistent filter scope to inspect or change: visual, page, or report.

enum: ["visual","page","report"]
page_idstring | nullRequired

Stable pageId from InspectReport.

visual_typestring | nullRequired

Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details.

enum: ["barGraph","barChart","lineGraph","pieChart","scatterPlot","dataTable","dataCard","shape","textBox","declarativeChart",null]
visual_idstring | nullRequired

Stable visualUid from inspection.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "InspectFilters",
    "description": "Inspect saved visual, page, or report filters, including an empty scope. Empty scopes are available for creating filters. Read before replacing existing filters. For page use its page_id, for visual use visual_type and visual_id; unused target fields are null.",
    "parameters": {
      "type": "object",
      "properties": {
        "scope": {
          "type": "string",
          "enum": [
            "visual",
            "page",
            "report"
          ]
        },
        "page_id": {
          "type": [
            "string",
            "null"
          ],
          "description": "Stable pageId from InspectReport."
        },
        "visual_type": {
          "type": [
            "string",
            "null"
          ],
          "enum": [
            "barGraph",
            "barChart",
            "lineGraph",
            "pieChart",
            "scatterPlot",
            "dataTable",
            "dataCard",
            "shape",
            "textBox",
            "declarativeChart",
            null
          ],
          "description": "Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details."
        },
        "visual_id": {
          "type": [
            "string",
            "null"
          ],
          "description": "Stable visualUid from inspection."
        }
      },
      "required": [
        "scope",
        "page_id",
        "visual_type",
        "visual_id"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to InspectFilters
UndoChangevisual

Reverse a saved change using its changeId from the mutation result or InspectChanges. Uses its original snapshot; refuses to overwrite conflicting later authored changes. The undo itself has a receipt and can be undone again to redo.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

change_idstringRequired

Exact changeId returned by a successful native mutation or InspectChanges.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "UndoChange",
    "description": "Reverse a saved change using its changeId from the mutation result or InspectChanges. Uses its original snapshot; refuses to overwrite conflicting later authored changes. The undo itself has a receipt and can be undone again to redo.",
    "parameters": {
      "type": "object",
      "properties": {
        "change_id": {
          "type": "string",
          "description": "Exact changeId returned by a successful native mutation or InspectChanges."
        }
      },
      "required": [
        "change_id"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to UndoChange
UpdateFiltersvisual

Add, edit, remove, or clear persistent visual/page/report filters. These remain visible and editable in Unity's filter panel. Use the scope the user asks for; page/report scopes work even if they currently have no filters. InspectDataModel supplies typed filter fields. merge_with_existing=true adds/updates predicates; false replaces the scope, and [] clears it. Prefer saved filters to hardcoded SQL WHERE clauses for user-facing constraints.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

scopestringRequired

The persistent filter scope to inspect or change: visual, page, or report.

enum: ["visual","page","report"]
page_idstring | nullRequired

Stable pageId from InspectReport.

visual_typestring | nullRequired

Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details.

enum: ["barGraph","barChart","lineGraph","pieChart","scatterPlot","dataTable","dataCard","shape","textBox","declarativeChart",null]
visual_idstring | nullRequired

Stable visualUid from inspection.

connection_idinteger | nullRequired

Connection ID from report or model inspection. Where null is accepted, the tool uses its active connection context.

filtersarray<object>Required

Typed persistent filter predicates. See the nested schema for operators, scalar values, value lists, and lineage fields.

merge_with_existingbooleanRequired

True adds or updates predicates in the selected scope. False replaces that scope; an empty filters array then clears it.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "UpdateFilters",
    "description": "Add, edit, remove, or clear persistent visual/page/report filters. These remain visible and editable in Unity's filter panel. Use the scope the user asks for; page/report scopes work even if they currently have no filters. InspectDataModel supplies typed filter fields. merge_with_existing=true adds/updates predicates; false replaces the scope, and [] clears it. Prefer saved filters to hardcoded SQL WHERE clauses for user-facing constraints.",
    "parameters": {
      "type": "object",
      "properties": {
        "scope": {
          "type": "string",
          "enum": [
            "visual",
            "page",
            "report"
          ]
        },
        "page_id": {
          "type": [
            "string",
            "null"
          ],
          "description": "Stable pageId from InspectReport."
        },
        "visual_type": {
          "type": [
            "string",
            "null"
          ],
          "enum": [
            "barGraph",
            "barChart",
            "lineGraph",
            "pieChart",
            "scatterPlot",
            "dataTable",
            "dataCard",
            "shape",
            "textBox",
            "declarativeChart",
            null
          ],
          "description": "Canonical visual kind. dataCard is a KPI; dataTable is a table. InspectVisualCapabilities lists labels and rendering details."
        },
        "visual_id": {
          "type": [
            "string",
            "null"
          ],
          "description": "Stable visualUid from inspection."
        },
        "connection_id": {
          "type": [
            "integer",
            "null"
          ]
        },
        "filters": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "column": {
                "type": "string",
                "description": "Connection-model field/alias to filter."
              },
              "operator": {
                "type": "string",
                "enum": [
                  "equals",
                  "not_equals",
                  "contains",
                  "not_contains",
                  "starts_with",
                  "ends_with",
                  "in",
                  "not_in",
                  "gt",
                  "gte",
                  "lt",
                  "lte",
                  "before",
                  "after",
                  "on_or_before",
                  "on_or_after",
                  "between",
                  "is_null",
                  "is_not_null"
                ],
                "description": "Filter operator."
              },
              "value": {
                "type": [
                  "string",
                  "number",
                  "boolean",
                  "null"
                ],
                "description": "Single value for equals/contains/gt/gte/lt/lte operators."
              },
              "values": {
                "type": [
                  "array",
                  "null"
                ],
                "items": {
                  "type": [
                    "string",
                    "number",
                    "boolean"
                  ]
                },
                "description": "Value list for in/between operators."
              },
              "label": {
                "type": [
                  "string",
                  "null"
                ],
                "description": "Optional display label."
              },
              "expression": {
                "type": [
                  "string",
                  "null"
                ],
                "description": "Optional SQL expression for this filter field."
              },
              "sourceEntityKey": {
                "type": [
                  "string",
                  "null"
                ],
                "description": "Optional source entity key from the connection model."
              },
              "sourceColumns": {
                "type": [
                  "array",
                  "null"
                ],
                "items": {
                  "type": "string"
                },
                "description": "Optional source columns backing this filter."
              },
              "sourcePrimaryKeyColumns": {
                "type": [
                  "array",
                  "null"
                ],
                "items": {
                  "type": "string"
                },
                "description": "Optional source primary key columns."
              }
            },
            "required": [
              "column",
              "operator",
              "value",
              "values",
              "label",
              "expression",
              "sourceEntityKey",
              "sourceColumns",
              "sourcePrimaryKeyColumns"
            ],
            "additionalProperties": false
          }
        },
        "merge_with_existing": {
          "type": "boolean"
        }
      },
      "required": [
        "scope",
        "page_id",
        "visual_type",
        "visual_id",
        "connection_id",
        "filters",
        "merge_with_existing"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to UpdateFilters

HTML pages and testing

InspectHtmlHistoryread

Read saved revisions that can be restored.

Available in: datachat.

Registered scopes: datachat.

Parameters

This tool takes no parameters.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "InspectHtmlHistory",
    "description": "Read saved revisions that can be restored.",
    "parameters": {
      "type": "object",
      "properties": {},
      "required": [],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to InspectHtmlHistory
InspectHtmlPageread

Read all page names, IDs and registrations. Supply a pageId to inspect full source.

Available in: datachat.

Registered scopes: datachat.

Parameters

pageIdstring | nullRequired

Stable HTML page UUID from inspection. Where null is accepted, follow this tool's context-selection behavior.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "InspectHtmlPage",
    "description": "Read all page names, IDs and registrations. Supply a pageId to inspect full source.",
    "parameters": {
      "type": "object",
      "properties": {
        "pageId": {
          "type": [
            "string",
            "null"
          ]
        }
      },
      "required": [
        "pageId"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to InspectHtmlPage
InspectHtmlVisualread

Inspect one registered visual's source, bindings, actual query results, filter lineage and renderer failures.

Available in: datachat.

Registered scopes: datachat.

Parameters

pageIdstringRequired

Stable HTML page UUID from inspection. Where null is accepted, follow this tool's context-selection behavior.

visualIdstringRequired

Registered HTML visual ID from inspection. Where null is accepted, the tool targets the page or its default preview.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "InspectHtmlVisual",
    "description": "Inspect one registered visual's source, bindings, actual query results, filter lineage and renderer failures.",
    "parameters": {
      "type": "object",
      "properties": {
        "pageId": {
          "type": "string"
        },
        "visualId": {
          "type": "string"
        }
      },
      "required": [
        "pageId",
        "visualId"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to InspectHtmlVisual
PatchHtmlSourcehtml

Make exact, targeted replacements in existing page HTML or one registered visual's html/css/script. Inspect current source first. visualId:null targets page HTML. Edits apply in order; each must match expectedMatches exactly or NOTHING is saved. Preserves other source, data, bindings and filters. One undoable revision; call PreviewHtmlPage after saving.

Available in: datachat.

Registered scopes: datachat.

Parameters

baseRevisionintegerRequired

Current HTML document revision from inspection. A stale revision prevents the save.

pageIdstringRequired

Stable HTML page UUID from inspection. Where null is accepted, follow this tool's context-selection behavior.

visualIdstring | nullRequired

Registered HTML visual ID from inspection. Where null is accepted, the tool targets the page or its default preview.

partstringRequired

Source component to patch: html, css, or script. A page-level patch targets page HTML.

enum: ["html","css","script"]
editsarray<object>Required

Ordered exact replacements, each with find, replace, and expectedMatches. All match counts must agree before anything is saved.

labelstringRequired

Human-readable label for this saved change, shown with its revision or history entry.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "PatchHtmlSource",
    "description": "Make exact, targeted replacements in existing page HTML or one registered visual's html/css/script. Inspect current source first. visualId:null targets page HTML. Edits apply in order; each must match expectedMatches exactly or NOTHING is saved. Preserves other source, data, bindings and filters. One undoable revision; call PreviewHtmlPage after saving.",
    "parameters": {
      "type": "object",
      "properties": {
        "baseRevision": {
          "type": "integer"
        },
        "pageId": {
          "type": "string"
        },
        "visualId": {
          "type": [
            "string",
            "null"
          ]
        },
        "part": {
          "type": "string",
          "enum": [
            "html",
            "css",
            "script"
          ]
        },
        "edits": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "find": {
                "type": "string"
              },
              "replace": {
                "type": "string"
              },
              "expectedMatches": {
                "type": "integer"
              }
            },
            "required": [
              "find",
              "replace",
              "expectedMatches"
            ],
            "additionalProperties": false
          }
        },
        "label": {
          "type": "string"
        }
      },
      "required": [
        "baseRevision",
        "pageId",
        "visualId",
        "part",
        "edits",
        "label"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to PatchHtmlSource
PreviewHtmlPageread

See a real screenshot of a saved page using Unity's renderer, live queries and saved filters. Returns the image to the model, revision, readiness/errors, image geometry and viewport coverage. Separate from the user's transient browser state. Inspect appearance before completing visual edits. Use nextScrollY for lower sections or visualId to scroll to one registered visual. Width/height null use the last editor viewport (bounded) or 1280x900. theme only emulates browser prefers-color-scheme; null/system use light. It never overrides authored appearance or clicks an HTML theme toggle. This tool does not edit the report.

Available in: datachat.

Registered scopes: datachat.

Parameters

pageIdstringRequired

Stable HTML page UUID from inspection. Where null is accepted, follow this tool's context-selection behavior.

visualIdstring | nullRequired

Registered HTML visual ID from inspection. Where null is accepted, the tool targets the page or its default preview.

scrollYintegerRequired

Vertical scroll offset in pixels for the screenshot. Use returned coverage and nextScrollY to inspect lower sections.

minimum: 0 maximum: 200000
widthinteger | nullRequired

Preview or test viewport width in pixels. Null uses the renderer default or saved editor viewport where supported.

minimum: 320 maximum: 1920
heightinteger | nullRequired

Preview or test viewport height in pixels. Null uses the renderer default or saved editor viewport where supported.

minimum: 240 maximum: 1200
themestring | nullRequired

Emulated browser color preference. This does not override authored colors or click a theme control.

enum: ["light","dark","system",null]
Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "PreviewHtmlPage",
    "description": "See a real screenshot of a saved page using Unity's renderer, live queries and saved filters. Returns the image to the model, revision, readiness/errors, image geometry and viewport coverage. Separate from the user's transient browser state. Inspect appearance before completing visual edits. Use nextScrollY for lower sections or visualId to scroll to one registered visual. Width/height null use the last editor viewport (bounded) or 1280x900. theme only emulates browser prefers-color-scheme; null/system use light. It never overrides authored appearance or clicks an HTML theme toggle. This tool does not edit the report.",
    "parameters": {
      "type": "object",
      "properties": {
        "pageId": {
          "type": "string"
        },
        "visualId": {
          "type": [
            "string",
            "null"
          ]
        },
        "scrollY": {
          "type": "integer",
          "minimum": 0,
          "maximum": 200000
        },
        "width": {
          "type": [
            "integer",
            "null"
          ],
          "minimum": 320,
          "maximum": 1920
        },
        "height": {
          "type": [
            "integer",
            "null"
          ],
          "minimum": 240,
          "maximum": 1200
        },
        "theme": {
          "type": [
            "string",
            "null"
          ],
          "enum": [
            "light",
            "dark",
            "system",
            null
          ]
        }
      },
      "required": [
        "pageId",
        "visualId",
        "scrollY",
        "width",
        "height",
        "theme"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to PreviewHtmlPage
QueryHtmlDataread

Execute read-only SQL using the report's model and saved filters; returns rows and query errors.

Available in: datachat.

Registered scopes: datachat.

Parameters

connectionIdintegerRequired

Authorized connection ID for this dataset query.

sqlstringRequired

Read-only SQL using the report's model and saved filter context.

pageIdstring | nullRequired

Stable HTML page UUID from inspection. Where null is accepted, follow this tool's context-selection behavior.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "QueryHtmlData",
    "description": "Execute read-only SQL using the report's model and saved filters; returns rows and query errors.",
    "parameters": {
      "type": "object",
      "properties": {
        "connectionId": {
          "type": "integer"
        },
        "sql": {
          "type": "string"
        },
        "pageId": {
          "type": [
            "string",
            "null"
          ]
        }
      },
      "required": [
        "connectionId",
        "sql",
        "pageId"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to QueryHtmlData
ReuseAssetread

Import an exact embedded/original image from an inspected file into this report's private asset library. Idempotent by content; survives removal of the source upload. Returns a stable unity-asset reference for HTML img src, CSS url(), SVG href or a JavaScript image source. Never reproduce base64 bytes. This imports media only; use PatchHtmlSource/SaveHtmlVisuals to place it, then PreviewHtmlPage.

Available in: datachat.

Registered scopes: datachat.

Parameters

fileIdstringRequired

Report reference-file ID returned by ListReportFiles or file inspection.

assetIdstringRequired

Asset identifier returned by InspectFile. Use the exact ID for the embedded image you want to reuse.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ReuseAsset",
    "description": "Import an exact embedded/original image from an inspected file into this report's private asset library. Idempotent by content; survives removal of the source upload. Returns a stable unity-asset reference for HTML img src, CSS url(), SVG href or a JavaScript image source. Never reproduce base64 bytes. This imports media only; use PatchHtmlSource/SaveHtmlVisuals to place it, then PreviewHtmlPage.",
    "parameters": {
      "type": "object",
      "properties": {
        "fileId": {
          "type": "string"
        },
        "assetId": {
          "type": "string"
        }
      },
      "required": [
        "fileId",
        "assetId"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ReuseAsset
SaveHtmlVisualshtml

Create/update individually registered custom visuals and optionally compose page HTML in one atomic save. Source strings are direct, not JSON-encoded. Top-level data:[]/visuals:[] preserve registrations. Each supplied visual replaces its full source and bindings; bindings:[] gives it no dataset access. html:null preserves composition. A save still needs PreviewHtmlPage and visual inspection.

Available in: datachat.

Registered scopes: datachat.

Parameters

baseRevisionintegerRequired

Current HTML document revision from inspection. A stale revision prevents the save.

pageIdstringRequired

Stable HTML page UUID from inspection. Where null is accepted, follow this tool's context-selection behavior.

dataarray<object>Required

Dataset registrations with IDs, titles, connection IDs, SQL, and paging settings. An empty array preserves existing registrations.

visualsarray<object>Required

Visual registrations with complete source and dataset bindings. Each supplied visual replaces its source and bindings; an empty top-level array preserves registrations.

htmlstring | nullRequired

Page composition HTML as a direct source string. Null preserves the existing composition.

labelstringRequired

Human-readable label for this saved change, shown with its revision or history entry.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "SaveHtmlVisuals",
    "description": "Create/update individually registered custom visuals and optionally compose page HTML in one atomic save. Source strings are direct, not JSON-encoded. Top-level data:[]/visuals:[] preserve registrations. Each supplied visual replaces its full source and bindings; bindings:[] gives it no dataset access. html:null preserves composition. A save still needs PreviewHtmlPage and visual inspection.",
    "parameters": {
      "type": "object",
      "properties": {
        "baseRevision": {
          "type": "integer"
        },
        "pageId": {
          "type": "string"
        },
        "data": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "id": {
                "type": "string"
              },
              "title": {
                "type": "string"
              },
              "connectionId": {
                "type": "integer"
              },
              "sql": {
                "type": "string"
              },
              "paging": {
                "type": "boolean"
              }
            },
            "required": [
              "id",
              "title",
              "connectionId",
              "sql",
              "paging"
            ],
            "additionalProperties": false
          }
        },
        "visuals": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "id": {
                "type": "string"
              },
              "title": {
                "type": "string"
              },
              "bindings": {
                "type": "array",
                "items": {
                  "type": "object",
                  "properties": {
                    "dataId": {
                      "type": "string"
                    },
                    "roles": {
                      "type": "array",
                      "items": {
                        "type": "object",
                        "properties": {
                          "role": {
                            "type": "string",
                            "enum": [
                              "category",
                              "x",
                              "series",
                              "value",
                              "hidden"
                            ]
                          },
                          "column": {
                            "type": "string"
                          }
                        },
                        "required": [
                          "role",
                          "column"
                        ],
                        "additionalProperties": false
                      }
                    }
                  },
                  "required": [
                    "dataId",
                    "roles"
                  ],
                  "additionalProperties": false
                },
                "description": "Complete dataset access for this visual. Tables use [{dataId:'details',roles:[]}]. bindings:[] means NO datasets, not preserve previous bindings. dataIds are derived from these bindings."
              },
              "html": {
                "type": "string"
              },
              "css": {
                "type": "string"
              },
              "script": {
                "type": "string"
              }
            },
            "required": [
              "id",
              "title",
              "bindings",
              "html",
              "css",
              "script"
            ],
            "additionalProperties": false
          }
        },
        "html": {
          "type": [
            "string",
            "null"
          ]
        },
        "label": {
          "type": "string"
        }
      },
      "required": [
        "baseRevision",
        "pageId",
        "data",
        "visuals",
        "html",
        "label"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to SaveHtmlVisuals
TestHtmlPageread

Run your own JavaScript assertions and measurements in a disposable saved-page browser, then inspect its screenshot. script is an async function BODY with check(name,boolean,actual?,expected?) and record(name,value). May click authored controls or inspect DOM; cannot save the report, use arbitrary network/server access, or test host navigation/cross-filtering. Read Unity's testing guide first. Returns individual checks/errors and observations, not a verdict that the user request is complete.

Available in: datachat.

Registered scopes: datachat.

Parameters

pageIdstringRequired

Stable HTML page UUID from inspection. Where null is accepted, follow this tool's context-selection behavior.

scriptstringRequired

JavaScript async-function body for a disposable browser check. Use check() for assertions and record() for observations; read the testing guide first.

widthinteger | nullRequired

Preview or test viewport width in pixels. Null uses the renderer default or saved editor viewport where supported.

minimum: 320 maximum: 1920
heightinteger | nullRequired

Preview or test viewport height in pixels. Null uses the renderer default or saved editor viewport where supported.

minimum: 240 maximum: 1200
themestring | nullRequired

Emulated browser color preference. This does not override authored colors or click a theme control.

enum: ["light","dark","system",null]
Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "TestHtmlPage",
    "description": "Run your own JavaScript assertions and measurements in a disposable saved-page browser, then inspect its screenshot. script is an async function BODY with check(name,boolean,actual?,expected?) and record(name,value). May click authored controls or inspect DOM; cannot save the report, use arbitrary network/server access, or test host navigation/cross-filtering. Read Unity's testing guide first. Returns individual checks/errors and observations, not a verdict that the user request is complete.",
    "parameters": {
      "type": "object",
      "properties": {
        "pageId": {
          "type": "string"
        },
        "script": {
          "type": "string"
        },
        "width": {
          "type": [
            "integer",
            "null"
          ],
          "minimum": 320,
          "maximum": 1920
        },
        "height": {
          "type": [
            "integer",
            "null"
          ],
          "minimum": 240,
          "maximum": 1200
        },
        "theme": {
          "type": [
            "string",
            "null"
          ],
          "enum": [
            "light",
            "dark",
            "system",
            null
          ]
        }
      },
      "required": [
        "pageId",
        "script",
        "width",
        "height",
        "theme"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to TestHtmlPage
UpdateHtmlPagehtml

Apply one atomic, undoable document operation. See the operation examples in instructions.

Available in: datachat.

Registered scopes: datachat.

Parameters

baseRevisionintegerRequired

Current HTML document revision from inspection. A stale revision prevents the save.

operationstringRequired

JSON-encoded document operation. Read the runtime html-authoring guide for operation shapes and examples before submitting it.

labelstringRequired

Human-readable label for this saved change, shown with its revision or history entry.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "UpdateHtmlPage",
    "description": "Apply one atomic, undoable document operation. See the operation examples in instructions.",
    "parameters": {
      "type": "object",
      "properties": {
        "baseRevision": {
          "type": "integer"
        },
        "operation": {
          "type": "string"
        },
        "label": {
          "type": "string"
        }
      },
      "required": [
        "baseRevision",
        "operation",
        "label"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to UpdateHtmlPage
VerifyHtmlPageread

Read renderer execution feedback: data readiness and reported query, binding, runtime or resource errors. This does not test layout, template fidelity, interactions, values or request completion. Use PreviewHtmlPage for an image and TestHtmlPage for your own browser checks.

Available in: datachat.

Registered scopes: datachat.

Parameters

pageIdstringRequired

Stable HTML page UUID from inspection. Where null is accepted, follow this tool's context-selection behavior.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "VerifyHtmlPage",
    "description": "Read renderer execution feedback: data readiness and reported query, binding, runtime or resource errors. This does not test layout, template fidelity, interactions, values or request completion. Use PreviewHtmlPage for an image and TestHtmlPage for your own browser checks.",
    "parameters": {
      "type": "object",
      "properties": {
        "pageId": {
          "type": "string"
        }
      },
      "required": [
        "pageId"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to VerifyHtmlPage

Files and assets

InspectFileread

Inspect a report file's sections, HTML/CSS outline and embedded image inventory. Assets have IDs, dimensions, locations and reuse availability. Reading does not import assets; use ReuseAsset before referencing one in a report.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

fileIdstringRequired

Report reference-file ID returned by ListReportFiles or file inspection.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "InspectFile",
    "description": "Inspect a report file's sections, HTML/CSS outline and embedded image inventory. Assets have IDs, dimensions, locations and reuse availability. Reading does not import assets; use ReuseAsset before referencing one in a report.",
    "parameters": {
      "type": "object",
      "properties": {
        "fileId": {
          "type": "string"
        }
      },
      "required": [
        "fileId"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to InspectFile
ListReportAssetsread

List images already imported for this report, including stable source references and origin file IDs. Use these directly without reimporting. offset counts assets, limit is 1-100.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

offsetintegerRequired

Zero-based starting offset. Catalogue and search tools count matches; ReadFile counts readable characters or spreadsheet rows.

limitintegerRequired

Maximum entries to return. For ReadFile, this counts readable characters or spreadsheet rows; see that tool's limits.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ListReportAssets",
    "description": "List images already imported for this report, including stable source references and origin file IDs. Use these directly without reimporting. offset counts assets, limit is 1-100.",
    "parameters": {
      "type": "object",
      "properties": {
        "offset": {
          "type": "integer"
        },
        "limit": {
          "type": "integer"
        }
      },
      "required": [
        "offset",
        "limit"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ListReportAssets
ListReportFilesread

List reference files uploaded to this report. File content is retrieved on demand; files are not data connections.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

This tool takes no parameters.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ListReportFiles",
    "description": "List reference files uploaded to this report. File content is retrieved on demand; files are not data connections.",
    "parameters": {
      "type": "object",
      "properties": {},
      "required": [],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ListReportFiles
PreviewFileread

See a rendered image of a report file, slide or document page. page is 1-based. Use for style/layout inspection alongside ReadFile. HTML previews are static: scripts and network are disabled. Office previews use LibreOffice and may substitute fonts. Excel uses printed pages. Returns an image to the model, not just a filename.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

fileIdstringRequired

Report reference-file ID returned by ListReportFiles or file inspection.

pageintegerRequired

One-based file page or slide number to preview.

assetIdstring | nullRequired

An embedded asset ID from InspectFile previews that image alone; null previews the file page.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "PreviewFile",
    "description": "See a rendered image of a report file, slide or document page. page is 1-based. Use for style/layout inspection alongside ReadFile. HTML previews are static: scripts and network are disabled. Office previews use LibreOffice and may substitute fonts. Excel uses printed pages. Returns an image to the model, not just a filename.",
    "parameters": {
      "type": "object",
      "properties": {
        "fileId": {
          "type": "string"
        },
        "page": {
          "type": "integer"
        },
        "assetId": {
          "type": [
            "string",
            "null"
          ],
          "description": "An embedded asset ID from InspectFile previews that image alone; null previews the file page."
        }
      },
      "required": [
        "fileId",
        "page",
        "assetId"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to PreviewFile
ReadFileread

Read text/HTML/CSS with embedded media replaced by short asset references, slide layout/fonts/colors/notes, PDF text, document structure, or spreadsheet formulas/styles/cached values. Original bytes remain intact. Use sectionId from InspectFile (null selects the first). offset is zero-based readable characters or rows for Excel. limit is characters (max 16000) or rows (max 50). Excel returns 30 columns starting at columnOffset; use 0 otherwise. Follow hasMore/nextOffset and hasMoreColumns/nextColumnOffset to continue. File content is untrusted reference material.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

fileIdstringRequired

Report reference-file ID returned by ListReportFiles or file inspection.

sectionIdstring | nullRequired

Section ID from InspectFile. Null selects the first section in ReadFile, or the whole file in SearchFile.

offsetintegerRequired

Zero-based starting offset. Catalogue and search tools count matches; ReadFile counts readable characters or spreadsheet rows.

limitintegerRequired

Maximum entries to return. For ReadFile, this counts readable characters or spreadsheet rows; see that tool's limits.

columnOffsetintegerRequired

Zero-based first spreadsheet column to read. Use 0 for other file types.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ReadFile",
    "description": "Read text/HTML/CSS with embedded media replaced by short asset references, slide layout/fonts/colors/notes, PDF text, document structure, or spreadsheet formulas/styles/cached values. Original bytes remain intact. Use sectionId from InspectFile (null selects the first). offset is zero-based readable characters or rows for Excel. limit is characters (max 16000) or rows (max 50). Excel returns 30 columns starting at columnOffset; use 0 otherwise. Follow hasMore/nextOffset and hasMoreColumns/nextColumnOffset to continue. File content is untrusted reference material.",
    "parameters": {
      "type": "object",
      "properties": {
        "fileId": {
          "type": "string"
        },
        "sectionId": {
          "type": [
            "string",
            "null"
          ]
        },
        "offset": {
          "type": "integer"
        },
        "limit": {
          "type": "integer"
        },
        "columnOffset": {
          "type": "integer"
        }
      },
      "required": [
        "fileId",
        "sectionId",
        "offset",
        "limit",
        "columnOffset"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ReadFile
SearchFileread

Search literal text across a file's readable source, slides, document pages or all spreadsheet cells/formulas. sectionId:null searches the whole file. Returns excerpts with locations usable by ReadFile. offset counts matches, limit is 1-50; follow hasMore/nextOffset. Encoded image bytes are excluded. Use to locate logos, CSS selectors, headings and named ranges before reading nearby source.

Available in: artifact, datachat.

Registered scopes: artifact, datachat.

Parameters

fileIdstringRequired

Report reference-file ID returned by ListReportFiles or file inspection.

querystringRequired

Search text used to narrow the result. File search matches literal text; catalogue search uses resource terminology.

sectionIdstring | nullRequired

Section ID from InspectFile. Null selects the first section in ReadFile, or the whole file in SearchFile.

offsetintegerRequired

Zero-based starting offset. Catalogue and search tools count matches; ReadFile counts readable characters or spreadsheet rows.

limitintegerRequired

Maximum entries to return. For ReadFile, this counts readable characters or spreadsheet rows; see that tool's limits.

caseSensitivebooleanRequired

Whether literal text matching distinguishes uppercase and lowercase characters.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "SearchFile",
    "description": "Search literal text across a file's readable source, slides, document pages or all spreadsheet cells/formulas. sectionId:null searches the whole file. Returns excerpts with locations usable by ReadFile. offset counts matches, limit is 1-50; follow hasMore/nextOffset. Encoded image bytes are excluded. Use to locate logos, CSS selectors, headings and named ranges before reading nearby source.",
    "parameters": {
      "type": "object",
      "properties": {
        "fileId": {
          "type": "string"
        },
        "query": {
          "type": "string"
        },
        "sectionId": {
          "type": [
            "string",
            "null"
          ]
        },
        "offset": {
          "type": "integer"
        },
        "limit": {
          "type": "integer"
        },
        "caseSensitive": {
          "type": "boolean"
        }
      },
      "required": [
        "fileId",
        "query",
        "sectionId",
        "offset",
        "limit",
        "caseSensitive"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to SearchFile

Manual visual builders

ManualBarGraphCreateFunctionartifact

Use when the user explicitly chose the bar graph create action. Create one new bar graph.Return the query, graph_type, orientation, visual_mapping, sorting, and labels needed to create the selected bar visual.

Available in: manual.

Registered scopes: manual.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

graph_typestringRequired

The bar display mode: grouped for side-by-side bars, stacked for stacked bars, or percentStacked for percent-of-total bars.

enum: ["grouped","stacked","percentStacked"]
orientationstringRequired

Bar orientation: vertical for standard columns or horizontal for left-to-right bars.

enum: ["vertical","horizontal"]
sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ManualBarGraphCreateFunction",
    "description": "Use when the user explicitly chose the bar graph create action. Create one new bar graph.Return the query, graph_type, orientation, visual_mapping, sorting, and labels needed to create the selected bar visual.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "graph_type": {
          "type": "string",
          "enum": [
            "grouped",
            "stacked",
            "percentStacked"
          ],
          "description": "The bar display mode: grouped for side-by-side bars, stacked for stacked bars, or percentStacked for percent-of-total bars."
        },
        "orientation": {
          "type": "string",
          "enum": [
            "vertical",
            "horizontal"
          ],
          "description": "Bar orientation: vertical for standard columns or horizontal for left-to-right bars."
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "graph_type",
        "orientation",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ManualBarGraphCreateFunction
ManualDataCardCreateFunctionartifact

Use when the user explicitly chose the data-card create action. Create one new data card that focuses on a single key metric.

Available in: manual.

Registered scopes: manual.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

titlestringRequired

The label that should appear as the data card title.

subtitlestringRequired

Optional descriptive text that appears under the title.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ManualDataCardCreateFunction",
    "description": "Use when the user explicitly chose the data-card create action. Create one new data card that focuses on a single key metric.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "title": {
          "type": "string",
          "description": "The label that should appear as the data card title."
        },
        "subtitle": {
          "type": "string",
          "description": "Optional descriptive text that appears under the title."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "title",
        "subtitle",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ManualDataCardCreateFunction
ManualDataTableCreateFunctionartifact

Use when the user explicitly chose the data-table create action. Create one new data table with the final query that returns the visible columns.

Available in: manual.

Registered scopes: manual.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

titlestringRequired

Title or name of this data table.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ManualDataTableCreateFunction",
    "description": "Use when the user explicitly chose the data-table create action. Create one new data table with the final query that returns the visible columns.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "title": {
          "type": "string",
          "description": "Title or name of this data table."
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "title",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ManualDataTableCreateFunction
ManualLineGraphCreateFunctionartifact

Use when the user explicitly chose the line graph create action. Create one new line graph.Return the query, visual_mapping, sorting, and labels needed to create the selected line visual.

Available in: manual.

Registered scopes: manual.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ManualLineGraphCreateFunction",
    "description": "Use when the user explicitly chose the line graph create action. Create one new line graph.Return the query, visual_mapping, sorting, and labels needed to create the selected line visual.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ManualLineGraphCreateFunction
ManualPieChartCreateFunctionartifact

Use when the user explicitly chose the pie chart create action. Create one new pie chart.Return the query, visual_mapping, sorting, and labels needed to create the selected pie chart.

Available in: manual.

Registered scopes: manual.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ManualPieChartCreateFunction",
    "description": "Use when the user explicitly chose the pie chart create action. Create one new pie chart.Return the query, visual_mapping, sorting, and labels needed to create the selected pie chart.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ManualPieChartCreateFunction
ManualScatterPlotCreateFunctionartifact

Use when the user explicitly chose the scatter plot create action. Create one new scatter plot.Return the query, visual_mapping, sorting, and labels needed to create the selected scatter plot.

Available in: manual.

Registered scopes: manual.

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ManualScatterPlotCreateFunction",
    "description": "Use when the user explicitly chose the scatter plot create action. Create one new scatter plot.Return the query, visual_mapping, sorting, and labels needed to create the selected scatter plot.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ManualScatterPlotCreateFunction

Compatibility tools

EditPersistentVisualFiltersvisual

Create/update/clear backend persistent filters for the currently selected visual. Use this for user requests like adding/removing/editing filters, instead of rewriting SQL WHERE clauses.

Available in: Compatibility only — not offered to current agent scopes.

Registered scopes: .

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

action_typestringRequired

Required action classification so the UI can label the action precisely. Use explore_sql for read-only data exploration, update_visual for SQL changes that update an existing visual, update_persistent_filters when changing backend persistent visual filters, create_visual for net-new visuals, replace_visual when converting/replacing a visual, update_appearance for styling changes, and restore_appearance for resetting styling.

enum: ["explore_sql","update_visual","update_persistent_filters","create_visual","replace_visual","update_appearance","restore_appearance"]
filtersarray<object>Required

Final persistent filter set to apply (or filter deltas when merge_with_existing is true). Use [] with merge_with_existing=false to clear all persistent filters.

merge_with_existingbooleanRequired

When true, merge filters with existing persistent filters. When false, replace the current persistent filters with filters.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "EditPersistentVisualFilters",
    "description": "Create/update/clear backend persistent filters for the currently selected visual. Use this for user requests like adding/removing/editing filters, instead of rewriting SQL WHERE clauses.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "action_type": {
          "type": "string",
          "enum": [
            "explore_sql",
            "update_visual",
            "update_persistent_filters",
            "create_visual",
            "replace_visual",
            "update_appearance",
            "restore_appearance"
          ],
          "description": "Required action classification so the UI can label the action precisely. Use explore_sql for read-only data exploration, update_visual for SQL changes that update an existing visual, update_persistent_filters when changing backend persistent visual filters, create_visual for net-new visuals, replace_visual when converting/replacing a visual, update_appearance for styling changes, and restore_appearance for resetting styling."
        },
        "filters": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "column": {
                "type": "string",
                "description": "Connection-model field/alias to filter."
              },
              "operator": {
                "type": "string",
                "enum": [
                  "equals",
                  "not_equals",
                  "contains",
                  "not_contains",
                  "starts_with",
                  "ends_with",
                  "in",
                  "not_in",
                  "gt",
                  "gte",
                  "lt",
                  "lte",
                  "before",
                  "after",
                  "on_or_before",
                  "on_or_after",
                  "between",
                  "is_null",
                  "is_not_null"
                ],
                "description": "Filter operator."
              },
              "value": {
                "type": [
                  "string",
                  "number",
                  "boolean",
                  "null"
                ],
                "description": "Single value for equals/contains/gt/gte/lt/lte operators."
              },
              "values": {
                "type": [
                  "array",
                  "null"
                ],
                "items": {
                  "type": [
                    "string",
                    "number",
                    "boolean"
                  ]
                },
                "description": "Value list for in/between operators."
              },
              "label": {
                "type": [
                  "string",
                  "null"
                ],
                "description": "Optional display label."
              },
              "expression": {
                "type": [
                  "string",
                  "null"
                ],
                "description": "Optional SQL expression for this filter field."
              },
              "sourceEntityKey": {
                "type": [
                  "string",
                  "null"
                ],
                "description": "Optional source entity key from the connection model."
              },
              "sourceColumns": {
                "type": [
                  "array",
                  "null"
                ],
                "items": {
                  "type": "string"
                },
                "description": "Optional source columns backing this filter."
              },
              "sourcePrimaryKeyColumns": {
                "type": [
                  "array",
                  "null"
                ],
                "items": {
                  "type": "string"
                },
                "description": "Optional source primary key columns."
              }
            },
            "required": [
              "column",
              "operator",
              "value",
              "values",
              "label",
              "expression",
              "sourceEntityKey",
              "sourceColumns",
              "sourcePrimaryKeyColumns"
            ],
            "additionalProperties": false
          },
          "description": "Final persistent filter set to apply (or filter deltas when merge_with_existing is true). Use [] with merge_with_existing=false to clear all persistent filters."
        },
        "merge_with_existing": {
          "type": "boolean",
          "description": "When true, merge filters with existing persistent filters. When false, replace the current persistent filters with filters."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "action_type",
        "filters",
        "merge_with_existing"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to EditPersistentVisualFilters
ReplaceSelectedWithBarGraphFunctionvisual

Use only in the selected-visual assistant when the current visual should be replaced with a bar graph. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.

Available in: Compatibility only — not offered to current agent scopes.

Registered scopes: .

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

graph_typestringRequired

The bar display mode: grouped for side-by-side bars, stacked for stacked bars, or percentStacked for percent-of-total bars.

enum: ["grouped","stacked","percentStacked"]
orientationstringRequired

Bar orientation: vertical for standard columns or horizontal for left-to-right bars.

enum: ["vertical","horizontal"]
sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ReplaceSelectedWithBarGraphFunction",
    "description": "Use only in the selected-visual assistant when the current visual should be replaced with a bar graph. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "graph_type": {
          "type": "string",
          "enum": [
            "grouped",
            "stacked",
            "percentStacked"
          ],
          "description": "The bar display mode: grouped for side-by-side bars, stacked for stacked bars, or percentStacked for percent-of-total bars."
        },
        "orientation": {
          "type": "string",
          "enum": [
            "vertical",
            "horizontal"
          ],
          "description": "Bar orientation: vertical for standard columns or horizontal for left-to-right bars."
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "graph_type",
        "orientation",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ReplaceSelectedWithBarGraphFunction
ReplaceSelectedWithDataCardFunctionvisual

Use only in the selected-visual assistant when the current visual should be replaced with a data card. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.

Available in: Compatibility only — not offered to current agent scopes.

Registered scopes: .

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

titlestringRequired

The label that should appear as the data card title.

subtitlestringRequired

Optional descriptive text that appears under the title.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ReplaceSelectedWithDataCardFunction",
    "description": "Use only in the selected-visual assistant when the current visual should be replaced with a data card. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "title": {
          "type": "string",
          "description": "The label that should appear as the data card title."
        },
        "subtitle": {
          "type": "string",
          "description": "Optional descriptive text that appears under the title."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "title",
        "subtitle",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ReplaceSelectedWithDataCardFunction
ReplaceSelectedWithDataTableFunctionvisual

Use only in the selected-visual assistant when the current visual should be replaced with a data table. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.

Available in: Compatibility only — not offered to current agent scopes.

Registered scopes: .

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

titlestringRequired

Title or name of this data table.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ReplaceSelectedWithDataTableFunction",
    "description": "Use only in the selected-visual assistant when the current visual should be replaced with a data table. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "title": {
          "type": "string",
          "description": "Title or name of this data table."
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "title",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ReplaceSelectedWithDataTableFunction
ReplaceSelectedWithLineGraphFunctionvisual

Use only in the selected-visual assistant when the current visual should be replaced with a line graph. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.

Available in: Compatibility only — not offered to current agent scopes.

Registered scopes: .

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ReplaceSelectedWithLineGraphFunction",
    "description": "Use only in the selected-visual assistant when the current visual should be replaced with a line graph. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ReplaceSelectedWithLineGraphFunction
ReplaceSelectedWithPieChartFunctionvisual

Use only in the selected-visual assistant when the current visual should be replaced with a pie chart. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.

Available in: Compatibility only — not offered to current agent scopes.

Registered scopes: .

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ReplaceSelectedWithPieChartFunction",
    "description": "Use only in the selected-visual assistant when the current visual should be replaced with a pie chart. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ReplaceSelectedWithPieChartFunction
ReplaceSelectedWithScatterPlotFunctionvisual

Use only in the selected-visual assistant when the current visual should be replaced with a scatter plot. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.

Available in: Compatibility only — not offered to current agent scopes.

Registered scopes: .

Parameters

assistant_responsestringRequired

User-facing response to show in chat (1-3 sentences, no internal reasoning).

action_summarystringRequired

2-7 word, user-facing summary of the action for the action log (no punctuation if possible).

x_labelstringRequired

Label for the x-axis.

y_labelstringRequired

Label for the y-axis.

titlestringRequired

Title for the visual.

visual_mappingobjectRequired

Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.

sortingobjectRequired

Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.

sql_querystringRequired

Read-only SQL for this query or visual. Use exact model identifiers and the connected source's dialect.

transform_sqlstringRequired

Optional DuckDB SQL to reshape API data before visualization (use table api_data).

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "ReplaceSelectedWithScatterPlotFunction",
    "description": "Use only in the selected-visual assistant when the current visual should be replaced with a scatter plot. Preserve selected-visual context; this action replaces the current visual rather than creating an unrelated new one.",
    "parameters": {
      "type": "object",
      "properties": {
        "assistant_response": {
          "type": "string",
          "description": "User-facing response to show in chat (1-3 sentences, no internal reasoning)."
        },
        "action_summary": {
          "type": "string",
          "description": "2-7 word, user-facing summary of the action for the action log (no punctuation if possible)."
        },
        "x_label": {
          "type": "string",
          "description": "Label for the x-axis."
        },
        "y_label": {
          "type": "string",
          "description": "Label for the y-axis."
        },
        "title": {
          "type": "string",
          "description": "Title for the visual."
        },
        "visual_mapping": {
          "type": "object",
          "description": "Light visual mapping for the SQL result. Use x/category for the displayed axis label, series for grouped/stacked breakdowns, value or values for the plotted measure column(s), and hidden_columns for helper columns that should not be shown.",
          "properties": {
            "shape": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "wide",
                "long",
                null
              ],
              "description": "Optional result shape hint for the visual."
            },
            "x": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed x-axis or category column."
            },
            "series": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed series or legend column for grouped/stacked visuals."
            },
            "value": {
              "type": [
                "string",
                "null"
              ],
              "description": "Primary plotted value column."
            },
            "values": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Visible plotted value columns for wide visuals."
            },
            "category": {
              "type": [
                "string",
                "null"
              ],
              "description": "Displayed category column for pie or category-based visuals."
            },
            "hidden_columns": {
              "type": [
                "array",
                "null"
              ],
              "items": {
                "type": "string"
              },
              "description": "Helper columns that should stay hidden from the visual output."
            }
          },
          "required": [
            "shape",
            "x",
            "series",
            "value",
            "values",
            "category",
            "hidden_columns"
          ],
          "additionalProperties": false
        },
        "sorting": {
          "type": "object",
          "description": "Optional visual sort instruction. Use this when the rendered items should follow a specific order. Helper columns used only for sorting can be listed in visual_mapping.hidden_columns.",
          "properties": {
            "target": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "x",
                "series",
                "value",
                "category",
                null
              ],
              "description": "Which visual role should be ordered."
            },
            "by": {
              "type": [
                "string",
                "null"
              ],
              "description": "Column or helper column used to sort the visual."
            },
            "direction": {
              "type": [
                "string",
                "null"
              ],
              "enum": [
                "asc",
                "desc",
                null
              ],
              "description": "Sort direction."
            }
          },
          "required": [
            "target",
            "by",
            "direction"
          ],
          "additionalProperties": false
        },
        "sql_query": {
          "type": "string"
        },
        "transform_sql": {
          "type": "string",
          "description": "Optional DuckDB SQL to reshape API data before visualization (use table api_data)."
        }
      },
      "required": [
        "assistant_response",
        "action_summary",
        "x_label",
        "y_label",
        "title",
        "visual_mapping",
        "sorting",
        "sql_query",
        "transform_sql"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to ReplaceSelectedWithScatterPlotFunction
UpdateMultipleVisualAppearancevisual

Update appearance settings for each selected visual. Return one object per visual that includes visual_id, visual_type, and appearance_json (JSON string). Include position details for every visual. Do not omit any keys unless you are intentionally leaving them unchanged.

Available in: Compatibility only — not offered to current agent scopes.

Registered scopes: .

Parameters

visual_updatesarray<object>Required

Per-visual updates. Follow the nested item schema for target identifiers and the changes to apply.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "UpdateMultipleVisualAppearance",
    "description": "Update appearance settings for each selected visual. Return one object per visual that includes visual_id, visual_type, and appearance_json (JSON string). Include position details for every visual. Do not omit any keys unless you are intentionally leaving them unchanged.",
    "parameters": {
      "type": "object",
      "properties": {
        "visual_updates": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "visual_id": {
                "type": [
                  "string",
                  "number"
                ],
                "description": "The visual identifier."
              },
              "visual_type": {
                "type": "string",
                "description": "The type of the visual (barGraph, dataCard, etc.)."
              },
              "appearance_json": {
                "type": "string",
                "description": "Fully structured appearance config encoded as a JSON string."
              },
              "position": {
                "type": "object",
                "properties": {
                  "x": {
                    "type": "number"
                  },
                  "y": {
                    "type": "number"
                  },
                  "width": {
                    "type": "number"
                  },
                  "height": {
                    "type": "number"
                  },
                  "zIndex": {
                    "type": "number"
                  }
                },
                "required": [
                  "x",
                  "y",
                  "width",
                  "height",
                  "zIndex"
                ],
                "additionalProperties": false,
                "description": "Position and size for the visual."
              }
            },
            "required": [
              "visual_id",
              "visual_type",
              "appearance_json",
              "position"
            ],
            "additionalProperties": false
          }
        }
      },
      "required": [
        "visual_updates"
      ],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to UpdateMultipleVisualAppearance
reply_to_userread

Signals that the agent is done reasoning and ready to speak to the human.

Available in: Compatibility only — not offered to current agent scopes.

Registered scopes: datachat.

Parameters

This tool takes no parameters.

Exact JSON schema
JSON
{
  "type": "function",
  "function": {
    "name": "reply_to_user",
    "description": "Signals that the agent is done reasoning and ready to speak to the human.",
    "parameters": {
      "type": "object",
      "properties": {},
      "required": [],
      "additionalProperties": false
    },
    "strict": true
  }
}
Link to reply_to_user

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