gupta-sahil01 commented on code in PR #6437:
URL: https://github.com/apache/texera/pull/6437#discussion_r3762215029


##########
frontend/src/app/workspace/service/operator-recommendation/operator-recommendation.service.ts:
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@@ -0,0 +1,152 @@
+/**
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+import { Injectable } from "@angular/core";
+import { HttpClient } from "@angular/common/http";
+import { Observable, catchError, map, of } from "rxjs";
+import { OperatorLink, OperatorPredicate, Point } from 
"../../types/workflow-common.interface";
+import { WorkflowActionService } from 
"../workflow-graph/model/workflow-action.service";
+import { WorkflowUtilService } from 
"../workflow-graph/util/workflow-util.service";
+import { JointUIService } from "../joint-ui/joint-ui.service";
+import { GuiConfigService } from "../../../common/service/gui-config.service";
+
+/**
+ * A single operator suggestion returned by the agent-service `/api/recommend`
+ * endpoint (apache/texera#5240). Mirrors the backend `OperatorRecommendation`.
+ */
+export interface OperatorRecommendation {
+  /** Recommended operator type; a real, catalog-known type. */
+  operatorType: string;
+  /** Confidence in `[0, 1]`, monotonically non-increasing down the list. */
+  score: number;
+  /** Short, human-readable rationale shown alongside the suggested operator. 
*/
+  reason: string;
+  /** Display name from operator metadata, when available. */
+  userFriendlyName?: string;
+}
+
+interface RecommendationResponse {
+  recommendations: OperatorRecommendation[];
+  strategy: "hardcoded" | "llm";
+}
+
+/**
+ * Client for the ambient operator recommender. Asks the stateless 
agent-service
+ * endpoint what operators are likely to follow the one just added, and turns a
+ * chosen suggestion into a real operator wired onto the source's output port.
+ *
+ * The service never fails loudly: the recommender is a non-essential, ambient
+ * aid, so a backend error or a disabled feature simply yields no suggestions
+ * and the canvas behaves exactly as before.
+ */
+@Injectable({
+  providedIn: "root",
+})
+export class OperatorRecommendationService {
+  private static readonly RECOMMEND_API_URL = "/api/recommend";
+
+  // Horizontal gap between the source operator and a materialized suggestion.
+  private static readonly MATERIALIZE_GAP_X = 100;
+
+  constructor(
+    private http: HttpClient,
+    private config: GuiConfigService,
+    private workflowActionService: WorkflowActionService,
+    private workflowUtilService: WorkflowUtilService
+  ) {}
+
+  /** Whether the opt-in recommender feature is turned on for this deployment. 
*/
+  public isEnabled(): boolean {
+    return this.config.env.operatorRecommendationEnabled === true;
+  }
+
+  /**
+   * Fetch ranked next-operator suggestions for the operator just added.
+   *
+   * Returns an empty list (never errors) when the feature is disabled, the
+   * operator has no output port to suggest from, or the backend call fails.
+   *
+   * @param operator the operator that was just added to the canvas
+   * @param limit maximum number of suggestions to request
+   */
+  public getRecommendations(operator: OperatorPredicate, limit?: number): 
Observable<OperatorRecommendation[]> {
+    // A source-less/output-less operator (e.g. a chart sink) has no output 
port

Review Comment:
   Done



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