diff --git a/.changeset/integration-tool-context.md b/.changeset/integration-tool-context.md
new file mode 100644
index 000000000..988365bcf
--- /dev/null
+++ b/.changeset/integration-tool-context.md
@@ -0,0 +1,7 @@
+---
+"@gitbook/browser-types": patch
+"@gitbook/embed": patch
+"gitbook": patch
+---
+
+Add an optional `context` property (string, up to 512 characters) to the `confirmation` of custom AI tools, shown above the confirmation dialog to help the user understand what they are approving or rejecting. The `confirmation` can now also be a function that receives the AI-provided input and returns the confirmation, so the context can be derived dynamically from the arguments the tool is about to run with. Available both to integrations (`GitBookIntegrationTool`) and to embed consumers (`GitBookToolDefinition`).
diff --git a/packages/browser-types/src/index.ts b/packages/browser-types/src/index.ts
index 93a213a25..35e0c8b80 100644
--- a/packages/browser-types/src/index.ts
+++ b/packages/browser-types/src/index.ts
@@ -5,14 +5,28 @@ export type GitBookIntegrationEvent = 'load' | 'unload';
 
 export type GitBookIntegrationEventCallback = (...args: any[]) => void;
 
+export type GitBookIntegrationToolConfirmation = {
+    icon?: IconName;
+    label: string;
+
+    /**
+     * Supporting context displayed to the user above the confirmation dialog,
+     * to help them understand what they are approving or rejecting.
+     * Limited to 512 characters.
+     */
+    context?: string;
+};
+
 export type GitBookIntegrationTool = AIToolDefinition & {
     /**
      * Confirmation action to be displayed to the user before executing the tool.
+     * Provide a static object, or a function that receives the input provided by
+     * the AI assistant and returns the confirmation — useful to display dynamic
+     * context based on the arguments the tool is about to be executed with.
      */
-    confirmation?: {
-        icon?: IconName;
-        label: string;
-    };
+    confirmation?:
+        | GitBookIntegrationToolConfirmation
+        | ((input: object) => GitBookIntegrationToolConfirmation);
 
     /**
      * Callback when the tool is executed.
diff --git a/packages/embed/src/client/protocol.ts b/packages/embed/src/client/protocol.ts
index 647ad4bb0..5deb02524 100644
--- a/packages/embed/src/client/protocol.ts
+++ b/packages/embed/src/client/protocol.ts
@@ -1,17 +1,32 @@
 import type { AIToolCallResult, AIToolDefinition } from '@gitbook/api';
 import type { IconName } from '@gitbook/icons';
 
+/**
+ * Confirmation action to be displayed to the user before executing a tool.
+ */
+export type GitBookToolConfirmation = {
+    icon?: IconName;
+    label: string;
+
+    /**
+     * Supporting context displayed to the user above the confirmation dialog,
+     * to help them understand what they are approving or rejecting.
+     * Limited to 512 characters.
+     */
+    context?: string;
+};
+
 /**
  * Custom tool definition to be passed to the AI assistant.
  */
 export type GitBookToolDefinition = AIToolDefinition & {
     /**
      * Confirmation action to be displayed to the user before executing the tool.
+     * Provide a static object, or a function that receives the input provided by
+     * the AI assistant and returns the confirmation — useful to display dynamic
+     * context based on the arguments the tool is about to be executed with.
      */
-    confirmation?: {
-        icon?: IconName;
-        label: string;
-    };
+    confirmation?: GitBookToolConfirmation | ((input: object) => GitBookToolConfirmation);
 
     /**
      * Callback when the tool is executed.
diff --git a/packages/gitbook/src/components/AI/controls/ConfirmControl.tsx b/packages/gitbook/src/components/AI/controls/ConfirmControl.tsx
index ff8a0afa2..ce7fc66e7 100644
--- a/packages/gitbook/src/components/AI/controls/ConfirmControl.tsx
+++ b/packages/gitbook/src/components/AI/controls/ConfirmControl.tsx
@@ -16,6 +16,13 @@ export const ConfirmControlDef = createAIControl({
     description:
         'Display a confirmation prompt to the user (Confirm / Cancel) to approve or abort a pending action. Use this when an operation is irreversible, sensitive, or should only proceed with explicit user consent. Returns either a `confirmed` or `cancelled` result based on the user’s click.',
     inputSchema: z.object({
+        context: z
+            .string()
+            .max(512)
+            .optional()
+            .describe(
+                'Supporting context shown above the prompt to help the user understand what they are approving or rejecting.'
+            ),
         icon: z
             .string()
             .optional()
@@ -29,10 +36,13 @@ export const ConfirmControlDef = createAIControl({
 });
 
 function ConfirmControl(props: GetAIControlProps<typeof ConfirmControlDef>) {
-    const { label, icon, onSubmit } = props;
+    const { label, icon, context, onSubmit } = props;
     const language = useLanguage();
     return (
         <AIToolContainer className="flex w-full flex-col gap-2">
+            {context ? (
+                <p className="whitespace-pre-line px-2 pt-1 text-sm text-tint">{context}</p>
+            ) : null}
             <Button
                 data-testid="ai-chat-tool-confirm-cancel"
                 onClick={() => {
diff --git a/packages/gitbook/src/components/AI/useAIChat.tsx b/packages/gitbook/src/components/AI/useAIChat.tsx
index 3003ebc56..b25dc1b4e 100644
--- a/packages/gitbook/src/components/AI/useAIChat.tsx
+++ b/packages/gitbook/src/components/AI/useAIChat.tsx
@@ -434,6 +434,18 @@ export function AIChatProvider(props: {
 
                             const confirmation = 'confirmation' in toolDef && toolDef.confirmation;
                             if (confirmation) {
+                                // The confirmation can be a static object or a function that
+                                // derives it from the AI-provided input (e.g. dynamic context).
+                                // The function call is awaited because, for embed-registered
+                                // tools, it arrives as an async proxy over the postMessage channel.
+                                const resolvedConfirmation =
+                                    typeof confirmation === 'function'
+                                        ? await confirmation(event.toolCall.input)
+                                        : confirmation;
+                                const supportingContext =
+                                    typeof resolvedConfirmation.context === 'string'
+                                        ? resolvedConfirmation.context.slice(0, 512)
+                                        : undefined;
                                 globalState.setState((state) => ({
                                     ...state,
                                     control: ConfirmControlDef.createControl({
@@ -442,8 +454,9 @@ export function AIChatProvider(props: {
                                             toolCallId: event.toolCallId,
                                         },
                                         input: {
-                                            label: confirmation.label,
-                                            icon: confirmation.icon,
+                                            label: resolvedConfirmation.label,
+                                            icon: resolvedConfirmation.icon,
+                                            context: supportingContext,
                                         },
                                         language,
                                         send: async (result) => {
@@ -462,7 +475,7 @@ export function AIChatProvider(props: {
                                                                 text: tString(
                                                                     language,
                                                                     'tool_call_skipped',
-                                                                    confirmation.label
+                                                                    resolvedConfirmation.label
                                                                 ),
                                                             },
                                                         },