diff --git a/frontend/src/app/components/address-graph/address-graph.component.ts b/frontend/src/app/components/address-graph/address-graph.component.ts
index 1f41def71..ab137e52b 100644
--- a/frontend/src/app/components/address-graph/address-graph.component.ts
+++ b/frontend/src/app/components/address-graph/address-graph.component.ts
@@ -22,6 +22,7 @@ import { AmountShortenerPipe } from '../../shared/pipes/amount-shortener.pipe';
 })
 export class AddressGraphComponent implements OnInit, OnChanges {
   @Input() address: string;
+  @Input() isPubkey: boolean = false;
   @Input() stats: ChainStats;
   @Input() right: number | string = 10;
   @Input() left: number | string = 70;
@@ -49,7 +50,9 @@ export class AddressGraphComponent implements OnInit, OnChanges {
 
   ngOnChanges(changes: SimpleChanges): void {
     this.isLoading = true;
-    this.electrsApiService.getAddressSummary$(this.address).pipe(
+    (this.isPubkey
+      ? this.electrsApiService.getScriptHashSummary$((this.address.length === 66 ? '21' : '41') + this.address + 'ac')
+      : this.electrsApiService.getAddressSummary$(this.address)).pipe(
       catchError(e => {
         this.error = `Failed to fetch address balance history: ${e?.status || ''} ${e?.statusText || 'unknown error'}`;
         return of(null);
diff --git a/frontend/src/app/components/address/address.component.html b/frontend/src/app/components/address/address.component.html
index 9db4004e9..41a9c3061 100644
--- a/frontend/src/app/components/address/address.component.html
+++ b/frontend/src/app/components/address/address.component.html
@@ -56,7 +56,7 @@
       <div class="box">
         <div class="row">
           <div class="col-md">
-            <app-address-graph [address]="addressString" [stats]="address.chain_stats" />
+            <app-address-graph [address]="addressString" [isPubkey]="address?.is_pubkey" [stats]="address.chain_stats" />
           </div>
         </div>
       </div>
diff --git a/frontend/src/app/services/electrs-api.service.ts b/frontend/src/app/services/electrs-api.service.ts
index c1dbe0b65..748194a21 100644
--- a/frontend/src/app/services/electrs-api.service.ts
+++ b/frontend/src/app/services/electrs-api.service.ts
@@ -159,6 +159,16 @@ export class ElectrsApiService {
     );
   }
 
+  getScriptHashSummary$(script: string,  txid?: string): Observable<AddressTxSummary[]> {
+    let params = new HttpParams();
+    if (txid) {
+      params = params.append('after_txid', txid);
+    }
+    return from(calcScriptHash$(script)).pipe(
+      switchMap(scriptHash => this.httpClient.get<AddressTxSummary[]>(this.apiBaseUrl + this.apiBasePath + '/api/scripthash/' + scriptHash + '/txs/summary', { params })),
+    );
+  }
+
   getAsset$(assetId: string): Observable<Asset> {
     return this.httpClient.get<Asset>(this.apiBaseUrl + this.apiBasePath + '/api/asset/' + assetId);
   }