diff --git a/config/perses-dashboards.patch.json b/config/perses-dashboards.patch.json
index 2b90e7ac9..a93f9dacf 100644
--- a/config/perses-dashboards.patch.json
+++ b/config/perses-dashboards.patch.json
@@ -119,5 +119,18 @@
         "component": { "$codeRef": "DashboardPage" }
       }
     }
+  },
+  {
+    "op": "add",
+    "path": "/extensions/1",
+    "value": {
+      "type": "ols.tool-ui",
+      "properties": {
+        "id": "mcp-obs/execute-range-query",
+        "component": {
+          "$codeRef": "ols-tool-ui.ExecuteRangeQuery"
+        }
+      }
+    }
   }
 ]
diff --git a/web/package.json b/web/package.json
index f6906b0e5..7778f8cab 100644
--- a/web/package.json
+++ b/web/package.json
@@ -182,7 +182,8 @@
       "TargetsPage": "./components/targets-page",
       "PrometheusRedirectPage": "./components/redirects/prometheus-redirect-page",
       "DevRedirects": "./components/redirects/dev-redirects",
-      "MonitoringContext": "./contexts/MonitoringContext"
+      "MonitoringContext": "./contexts/MonitoringContext",
+      "ols-tool-ui": "./components/ols-tool-ui"
     },
     "dependencies": {
       "@console/pluginAPI": "*"
diff --git a/web/src/components/dashboards/perses/PersesWrapper.tsx b/web/src/components/dashboards/perses/PersesWrapper.tsx
index 47589122a..0491ea382 100644
--- a/web/src/components/dashboards/perses/PersesWrapper.tsx
+++ b/web/src/components/dashboards/perses/PersesWrapper.tsx
@@ -343,7 +343,6 @@ export function useRemotePluginLoader(): PluginLoader {
 
 export function PersesWrapper({ children, project }: PersesWrapperProps) {
   const { theme } = usePatternFlyTheme();
-  const [dashboardName] = useQueryParam(QueryParams.Dashboard, StringParam);
   const muiTheme = getTheme(theme, {
     shape: {
       borderRadius: 6,
@@ -371,13 +370,7 @@ export function PersesWrapper({ children, project }: PersesWrapperProps) {
           variant="default"
         >
           <PluginRegistry pluginLoader={pluginLoader}>
-            {!project ? (
-              <>{children}</>
-            ) : (
-              <InnerWrapper project={project} dashboardName={dashboardName}>
-                {children}
-              </InnerWrapper>
-            )}
+            {!project ? <>{children}</> : <InnerWrapper project={project}>{children}</InnerWrapper>}
           </PluginRegistry>
         </SnackbarProvider>
       </ChartsProvider>
@@ -385,7 +378,8 @@ export function PersesWrapper({ children, project }: PersesWrapperProps) {
   );
 }
 
-function InnerWrapper({ children, project, dashboardName }) {
+function InnerWrapper({ children, project }) {
+  const [dashboardName] = useQueryParam(QueryParams.Dashboard, StringParam);
   const { data } = usePluginBuiltinVariableDefinitions();
   const { persesDashboard, persesDashboardLoading } = useFetchPersesDashboard(
     project,
diff --git a/web/src/components/dashboards/perses/dashboard-app.tsx b/web/src/components/dashboards/perses/dashboard-app.tsx
index 62b9e4616..a7981ea2c 100644
--- a/web/src/components/dashboards/perses/dashboard-app.tsx
+++ b/web/src/components/dashboards/perses/dashboard-app.tsx
@@ -24,11 +24,13 @@ import {
   useDiscardChangesConfirmationDialog,
   useEditMode,
 } from '@perses-dev/dashboards';
+
 import { OCPDashboardToolbar } from './dashboard-toolbar';
 import { useUpdateDashboardMutation } from './dashboard-api';
 import { useTranslation } from 'react-i18next';
 import { useToast } from './ToastProvider';
 import { useSearchParams } from 'react-router-dom-v5-compat';
+import { useExternalPanelAddition } from './useExternalPanelAddition';
 
 export interface DashboardAppProps {
   dashboardResource: DashboardResource | EphemeralDashboardResource;
@@ -124,6 +126,8 @@ export const OCPDashboardApp = (props: DashboardAppProps): ReactElement => {
     }
   };
 
+  useExternalPanelAddition({ isEditMode, onEditButtonClick });
+
   const updateDashboardMutation = useUpdateDashboardMutation();
 
   const onSave = useCallback(
diff --git a/web/src/components/dashboards/perses/useExternalPanelAddition.ts b/web/src/components/dashboards/perses/useExternalPanelAddition.ts
new file mode 100644
index 000000000..715bda792
--- /dev/null
+++ b/web/src/components/dashboards/perses/useExternalPanelAddition.ts
@@ -0,0 +1,67 @@
+import { useEffect, useState } from 'react';
+import { useDispatch, useSelector } from 'react-redux';
+import { useDashboardActions, useDashboardStore } from '@perses-dev/dashboards';
+import { dashboardsOpened, dashboardsPersesPanelExternallyAdded } from '../../../store/actions';
+
+interface UseExternalPanelAdditionOptions {
+  isEditMode: boolean;
+  onEditButtonClick: () => void;
+}
+
+export function useExternalPanelAddition({
+  isEditMode,
+  onEditButtonClick,
+}: UseExternalPanelAdditionOptions) {
+  const dispatch = useDispatch();
+  const addPersesPanelExternally: any = useSelector(
+    (s: any) => s.plugins?.mp?.dashboards?.addPersesPanelExternally,
+  );
+  const { openAddPanel } = useDashboardActions();
+  const dashboardStore = useDashboardStore();
+  const [externallyAddedPanel, setExternallyAddedPanel] = useState(null);
+
+  const addPanelExternally = (panelDefinition: any): void => {
+    // Simulate opening a panel to add the pane so that we can use it to programatically
+    // add a panel to the dashboard from an external source (AI assistant).
+    if (!isEditMode) {
+      onEditButtonClick();
+    }
+    openAddPanel();
+    // Wrap the panelDefinition with the groupId structure
+    const change = {
+      groupId: 0,
+      panelDefinition,
+    };
+    setExternallyAddedPanel(change);
+  };
+
+  useEffect(() => {
+    // Listen for external panel addition requests
+    if (addPersesPanelExternally) {
+      addPanelExternally(addPersesPanelExternally);
+      dispatch(dashboardsPersesPanelExternallyAdded());
+    }
+
+    // Apply externally added panel
+    if (externallyAddedPanel) {
+      const groupId = dashboardStore.panelGroupOrder[0];
+      externallyAddedPanel.groupId = groupId;
+
+      // Use the temporary panelEditor to add changes to the dashboard.
+      const panelEditor = dashboardStore.panelEditor;
+      panelEditor.applyChanges(externallyAddedPanel);
+      panelEditor.close();
+
+      // Clear the externally added panel after applying changes
+      setExternallyAddedPanel(null);
+    }
+  }, [externallyAddedPanel, addPersesPanelExternally]);
+
+  // Advertise when custom dashboard is opened/closed
+  useEffect(() => {
+    dispatch(dashboardsOpened(true));
+    return () => {
+      dispatch(dashboardsOpened(false));
+    };
+  }, [dispatch]);
+}
diff --git a/web/src/components/ols-tool-ui/AddToDashboardButton.tsx b/web/src/components/ols-tool-ui/AddToDashboardButton.tsx
new file mode 100644
index 000000000..12f5b335e
--- /dev/null
+++ b/web/src/components/ols-tool-ui/AddToDashboardButton.tsx
@@ -0,0 +1,56 @@
+import React from 'react';
+import { useDispatch, useSelector } from 'react-redux';
+import type { PanelDefinition } from '@perses-dev/core';
+import { Button } from '@patternfly/react-core';
+import { dashboardsAddPersesPanelExternally } from '../../store/actions';
+
+function createPanelDefinition(query: string): PanelDefinition {
+  return {
+    kind: 'Panel',
+    spec: {
+      display: {
+        name: '',
+      },
+      plugin: {
+        kind: 'TimeSeriesChart',
+        spec: {},
+      },
+      queries: [
+        {
+          kind: 'TimeSeriesQuery',
+          spec: {
+            plugin: {
+              kind: 'PrometheusTimeSeriesQuery',
+              spec: {
+                query: query,
+              },
+            },
+          },
+        },
+      ],
+    },
+  };
+}
+
+type AddToDashboardButtonProps = {
+  query: string;
+};
+
+export const AddToDashboardButton: React.FC<AddToDashboardButtonProps> = ({ query }) => {
+  const dispatch = useDispatch();
+
+  const isCustomDashboardOpen: boolean = useSelector(
+    (s: any) => s.plugins?.mp?.dashboards?.isOpened,
+  );
+
+  const addToPersesDashboard = React.useCallback(() => {
+    const panelDefinition = createPanelDefinition(query);
+    dispatch(dashboardsAddPersesPanelExternally(panelDefinition));
+  }, [query, dispatch]);
+
+  if (!isCustomDashboardOpen) {
+    return null;
+  }
+
+  return <Button onClick={addToPersesDashboard}>Add to dashboard</Button>;
+};
diff --git a/web/src/components/ols-tool-ui/ExecuteRangeQuery.tsx b/web/src/components/ols-tool-ui/ExecuteRangeQuery.tsx
new file mode 100644
index 000000000..eabd82f83
--- /dev/null
+++ b/web/src/components/ols-tool-ui/ExecuteRangeQuery.tsx
@@ -0,0 +1,65 @@
+import React from 'react';
+import { DataQueriesProvider } from '@perses-dev/plugin-system';
+import type { DurationString } from '@perses-dev/prometheus-plugin';
+import { Panel } from '@perses-dev/dashboards';
+
+import { OlsToolUIPersesWrapper } from './OlsToolUIPersesWrapper';
+import { AddToDashboardButton } from './AddToDashboardButton';
+
+type ExecuteRangeQueryTool = {
+  name: 'execute_range_query';
+  args: {
+    query: string;
+  };
+};
+
+const persesTimeRange = {
+  pastDuration: '1h' as DurationString,
+};
+
+export const ExecuteRangeQuery: React.FC<{ tool: ExecuteRangeQueryTool }> = ({ tool }) => {
+  const query = tool.args.query;
+  const definitions = [
+    {
+      kind: 'PrometheusTimeSeriesQuery',
+      spec: {
+        query: query,
+      },
+    },
+  ];
+
+  return (
+    <>
+      <OlsToolUIPersesWrapper initialTimeRange={persesTimeRange}>
+        <DataQueriesProvider
+          definitions={definitions}
+          options={{ suggestedStepMs: 15000, mode: 'range' }}
+        >
+          <Panel
+            panelOptions={{
+              hideHeader: false,
+            }}
+            definition={{
+              kind: 'Panel',
+              spec: {
+                queries: [],
+                display: { name: query },
+                plugin: {
+                  kind: 'TimeSeriesChart',
+                  spec: {
+                    visual: {
+                      stack: 'all',
+                    },
+                  },
+                },
+              },
+            }}
+          />
+        </DataQueriesProvider>
+      </OlsToolUIPersesWrapper>
+      <AddToDashboardButton query={query} />
+    </>
+  );
+};
+
+export default ExecuteRangeQuery;
diff --git a/web/src/components/ols-tool-ui/OlsToolUIPersesWrapper.tsx b/web/src/components/ols-tool-ui/OlsToolUIPersesWrapper.tsx
new file mode 100644
index 000000000..eb4d2bd24
--- /dev/null
+++ b/web/src/components/ols-tool-ui/OlsToolUIPersesWrapper.tsx
@@ -0,0 +1,47 @@
+import React from 'react';
+import { QueryClient, QueryClientProvider } from '@tanstack/react-query';
+import { VariableProvider } from '@perses-dev/dashboards';
+import { TimeRangeProviderBasic } from '@perses-dev/plugin-system';
+import type { DurationString } from '@perses-dev/prometheus-plugin';
+
+import {
+  PersesWrapper,
+  PersesPrometheusDatasourceWrapper,
+} from '../dashboards/perses/PersesWrapper';
+
+const queryClient = new QueryClient({
+  defaultOptions: {
+    queries: {
+      retry: false,
+      refetchOnWindowFocus: false,
+    },
+  },
+});
+
+interface OlsToolUIPersesWrapperProps {
+  children: React.ReactNode;
+  height?: string;
+  initialTimeRange?: {
+    pastDuration: DurationString;
+  };
+}
+
+export const OlsToolUIPersesWrapper: React.FC<OlsToolUIPersesWrapperProps> = ({
+  children,
+  initialTimeRange = { pastDuration: '1h' as DurationString },
+  height = '300px',
+}) => {
+  return (
+    <QueryClientProvider client={queryClient}>
+      <PersesWrapper project={null}>
+        <TimeRangeProviderBasic initialTimeRange={initialTimeRange}>
+          <VariableProvider>
+            <PersesPrometheusDatasourceWrapper queries={[]}>
+              <div style={{ width: '100%', height: height }}>{children}</div>
+            </PersesPrometheusDatasourceWrapper>
+          </VariableProvider>
+        </TimeRangeProviderBasic>
+      </PersesWrapper>
+    </QueryClientProvider>
+  );
+};
diff --git a/web/src/components/ols-tool-ui/index.ts b/web/src/components/ols-tool-ui/index.ts
new file mode 100644
index 000000000..eae5b93f4
--- /dev/null
+++ b/web/src/components/ols-tool-ui/index.ts
@@ -0,0 +1 @@
+export { ExecuteRangeQuery } from './ExecuteRangeQuery';
diff --git a/web/src/store/actions.ts b/web/src/store/actions.ts
index ef45c45cf..2169b1193 100644
--- a/web/src/store/actions.ts
+++ b/web/src/store/actions.ts
@@ -1,3 +1,4 @@
+import type { PanelDefinition } from '@perses-dev/core';
 import { action, ActionType as Action } from 'typesafe-actions';
 
 import { Alert, Rule, Silence } from '@openshift-console/dynamic-plugin-sdk';
@@ -17,6 +18,9 @@ export enum ActionType {
   DashboardsSetPollInterval = 'v2/dashboardsSetPollInterval',
   DashboardsSetTimespan = 'v2/dashboardsSetTimespan',
   DashboardsVariableOptionsLoaded = 'v2/dashboardsVariableOptionsLoaded',
+  DashboardsOpened = 'dashboardsPersesDashboardsOpened',
+  DashboardsAddPersesPanelExternally = 'dashboardsAddPersesPanelExternally',
+  DashboardsPersesPanelExternallyAdded = 'dashboardsPersesPanelExternallyAdded',
   QueryBrowserAddQuery = 'queryBrowserAddQuery',
   QueryBrowserDuplicateQuery = 'queryBrowserDuplicateQuery',
   QueryBrowserDeleteAllQueries = 'queryBrowserDeleteAllQueries',
@@ -68,6 +72,15 @@ export const dashboardsSetTimespan = (timespan: number) =>
 export const dashboardsVariableOptionsLoaded = (key: string, newOptions: string[]) =>
   action(ActionType.DashboardsVariableOptionsLoaded, { key, newOptions });
 
+export const dashboardsOpened = (isOpened: boolean) =>
+  action(ActionType.DashboardsOpened, { isOpened });
+
+export const dashboardsPersesPanelExternallyAdded = () =>
+  action(ActionType.DashboardsPersesPanelExternallyAdded, {});
+
+export const dashboardsAddPersesPanelExternally = (panelDefinition: PanelDefinition) =>
+  action(ActionType.DashboardsAddPersesPanelExternally, { panelDefinition });
+
 export const alertingSetLoading = (datasource: string, identifier: string) =>
   action(ActionType.AlertingSetLoading, {
     datasource,
diff --git a/web/src/store/reducers.ts b/web/src/store/reducers.ts
index 852fd2dbe..fe9b7588e 100644
--- a/web/src/store/reducers.ts
+++ b/web/src/store/reducers.ts
@@ -81,6 +81,21 @@ const monitoringReducer = produce((draft: ObserveState, action: ObserveAction):
       break;
     }
 
+    case ActionType.DashboardsOpened: {
+      draft.dashboards.isOpened = action.payload.isOpened;
+      break;
+    }
+
+    case ActionType.DashboardsAddPersesPanelExternally: {
+      draft.dashboards.addPersesPanelExternally = action.payload.panelDefinition;
+      break;
+    }
+
+    case ActionType.DashboardsPersesPanelExternallyAdded: {
+      draft.dashboards.addPersesPanelExternally = null;
+      break;
+    }
+
     case ActionType.AlertingSetRulesLoaded: {
       const { datasource, identifier, rules, alerts } = action.payload;
 
diff --git a/web/src/store/store.ts b/web/src/store/store.ts
index 9dfd6040e..974a1f4d0 100644
--- a/web/src/store/store.ts
+++ b/web/src/store/store.ts
@@ -1,5 +1,6 @@
 import * as _ from 'lodash-es';
 
+import type { PanelDefinition } from '@perses-dev/core';
 import { MONITORING_DASHBOARDS_DEFAULT_TIMESPAN } from '../components/dashboards/legacy/utils';
 import { Alert, PrometheusLabels, Rule } from '@openshift-console/dynamic-plugin-sdk';
 import { Silences } from '../components/types';
@@ -27,6 +28,8 @@ export type ObserveState = {
     pollInterval: number;
     timespan: number;
     variables: Record<string, Variable>;
+    isOpened: boolean;
+    addPersesPanelExternally: PanelDefinition;
   };
   incidentsData: {
     incidents: Array<any>;