diff --git a/internal/agent/component/retrieval_empty_response_test.go b/internal/agent/component/retrieval_empty_response_test.go
new file mode 100644
index 0000000000..bd17623e22
--- /dev/null
+++ b/internal/agent/component/retrieval_empty_response_test.go
@@ -0,0 +1,52 @@
+//
+//  Copyright 2026 The InfiniFlow Authors. All Rights Reserved.
+//
+//  Licensed 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.
+//
+
+package component
+
+import (
+	"context"
+	"testing"
+
+	agenttool "ragflow/internal/agent/tool"
+
+	"gorm.io/gorm"
+)
+
+type emptyRetrievalService struct{}
+
+func (emptyRetrievalService) Search(context.Context, *gorm.DB, agenttool.RetrievalRequest) ([]agenttool.RetrievalChunk, error) {
+	return []agenttool.RetrievalChunk{}, nil
+}
+
+func TestRetrievalComponent_PreservesConfiguredEmptyResponse(t *testing.T) {
+	previous := agenttool.GetRetrievalService()
+	agenttool.SetRetrievalService(emptyRetrievalService{})
+	t.Cleanup(func() { agenttool.SetRetrievalService(previous) })
+
+	component, err := newRetrievalComponent(map[string]any{
+		"empty_response": "No relevant content.",
+	})
+	if err != nil {
+		t.Fatalf("newRetrievalComponent: %v", err)
+	}
+	output, err := component.Invoke(context.Background(), nil, map[string]any{"query": "love"})
+	if err != nil {
+		t.Fatalf("Invoke: %v", err)
+	}
+	if output["formalized_content"] != "No relevant content." {
+		t.Fatalf("formalized_content = %#v", output["formalized_content"])
+	}
+}
diff --git a/internal/agent/component/universe_a_wrappers.go b/internal/agent/component/universe_a_wrappers.go
index 9413620450..0fae38a723 100644
--- a/internal/agent/component/universe_a_wrappers.go
+++ b/internal/agent/component/universe_a_wrappers.go
@@ -80,9 +80,7 @@ type retrievalParams struct {
 // "default everything". This matches Python's
 // component.retrieval.RetrievalParam.__init__ tolerance.
 func parseRetrievalParams(params map[string]any) retrievalParams {
-	out := retrievalParams{
-		EmptyResponse: "Sorry, no relevant content was found in the knowledge base.",
-	}
+	out := retrievalParams{}
 	if params == nil {
 		return out
 	}
diff --git a/internal/agent/tool/registry.go b/internal/agent/tool/registry.go
index 2130bcdf53..b64e209291 100644
--- a/internal/agent/tool/registry.go
+++ b/internal/agent/tool/registry.go
@@ -403,6 +403,13 @@ func buildRetrievalTool(params map[string]any) (einotool.BaseTool, error) {
 		}
 		defaults.KeywordsSimilarityWeight = &v
 	}
+	if value, ok := params["empty_response"]; ok {
+		emptyResponse, ok := value.(string)
+		if !ok {
+			return nil, fmt.Errorf("agent tool: retrieval tool requires string node-level param empty_response")
+		}
+		defaults.EmptyResponse = emptyResponse
+	}
 	return NewRetrievalToolWithDefaults(defaults), nil
 }
 
diff --git a/internal/agent/tool/retrieval.go b/internal/agent/tool/retrieval.go
index c50ea199ed..a24fde6db5 100644
--- a/internal/agent/tool/retrieval.go
+++ b/internal/agent/tool/retrieval.go
@@ -64,13 +64,14 @@ type retrievalArgs struct {
 	KeywordsSimilarityWeight *float64 `json:"keywords_similarity_weight,omitempty"`
 	UseKG                    bool     `json:"use_kg,omitempty"`
 	SimilarityThreshold      float64  `json:"similarity_threshold,omitempty"`
+	EmptyResponse            string   `json:"empty_response,omitempty"`
 }
 
 // retrievalResult is the JSON shape returned to the model. The `_ERROR`
 // field matches the Python tool's output convention; downstream components
 // can pattern-match on it.
 type retrievalResult struct {
-	FormalizedContent string         `json:"formalized_content,omitempty"`
+	FormalizedContent string         `json:"formalized_content"`
 	Chunks            []chunkPayload `json:"chunks,omitempty"`
 	Stub              bool           `json:"stub,omitempty"`
 	Error             string         `json:"_ERROR,omitempty"`
@@ -146,6 +147,9 @@ func (r *RetrievalTool) InvokableRun(ctx context.Context, argumentsInJSON string
 		zap.Float64p("keywords_similarity_weight", args.KeywordsSimilarityWeight),
 		zap.Bool("use_kg", args.UseKG),
 	)
+	if args.Query == "" {
+		return stubJSONWithErr(retrievalResult{FormalizedContent: args.EmptyResponse})
+	}
 
 	if args.UseKG {
 		// Plan  + §9 Q3: GraphRAG is out of scope for the Go
@@ -193,10 +197,11 @@ func (r *RetrievalTool) InvokableRun(ctx context.Context, argumentsInJSON string
 			Score:      c.Score,
 		})
 	}
-	out := retrievalResult{
-		FormalizedContent: renderChunks(chunks, args.Query),
-		Chunks:            payload,
+	formalizedContent := renderChunks(chunks, args.Query)
+	if len(chunks) == 0 {
+		formalizedContent = args.EmptyResponse
 	}
+	out := retrievalResult{FormalizedContent: formalizedContent, Chunks: payload}
 	// Record chunks into canvas state so the Agent's post-stream
 	// citation grounding call can read them. The recording is
 	// best-effort — when the canvas state is not
@@ -230,6 +235,9 @@ func (r *RetrievalTool) mergeDefaults(args retrievalArgs) retrievalArgs {
 	if args.SimilarityThreshold <= 0 {
 		args.SimilarityThreshold = r.defaults.SimilarityThreshold
 	}
+	if args.EmptyResponse == "" {
+		args.EmptyResponse = r.defaults.EmptyResponse
+	}
 	args.UseKG = args.UseKG || r.defaults.UseKG
 	return args
 }
diff --git a/internal/agent/tool/retrieval_test.go b/internal/agent/tool/retrieval_test.go
index 89f79f5e18..baac86a8c0 100644
--- a/internal/agent/tool/retrieval_test.go
+++ b/internal/agent/tool/retrieval_test.go
@@ -106,12 +106,16 @@ func TestRetrieval_EmptyArgsIsHandled(t *testing.T) {
 	t.Parallel()
 
 	rt := NewRetrievalTool()
-	// Empty arguments should still return a stub error (not panic) — the
-	// Python tool defaults to empty_response in this case. Without
-	// wiring, the Go side surfaces the service-missing error.
-	_, err := rt.InvokableRun(context.Background(), "")
-	if !errors.Is(err, ErrRetrievalServiceMissing) {
-		t.Fatalf("err = %v, want ErrRetrievalServiceMissing", err)
+	out, err := rt.InvokableRun(context.Background(), "")
+	if err != nil {
+		t.Fatalf("InvokableRun: %v", err)
+	}
+	var result retrievalResult
+	if err := json.Unmarshal([]byte(out), &result); err != nil {
+		t.Fatalf("unmarshal result: %v", err)
+	}
+	if result.FormalizedContent != "" {
+		t.Fatalf("FormalizedContent = %q, want empty default", result.FormalizedContent)
 	}
 }
 
@@ -197,7 +201,7 @@ func TestRetrieval_UsesNodeParamsAsDefaults(t *testing.T) {
 	}
 }
 
-func TestRetrieval_IgnoresPythonOnlyNodeParams(t *testing.T) {
+func TestRetrieval_AcceptsEmptyResponseNodeParam(t *testing.T) {
 	t.Parallel()
 
 	built, err := BuildByName("retrieval", map[string]any{
@@ -218,7 +222,56 @@ func TestRetrieval_IgnoresPythonOnlyNodeParams(t *testing.T) {
 		t.Fatalf("BuildByName(retrieval) returned %T, want *RetrievalTool", built)
 	}
 	if rt.defaults.TopN != 0 || rt.defaults.TopK != 0 || rt.defaults.KeywordsSimilarityWeight != nil {
-		t.Fatalf("python-only params should not mutate retrieval defaults: %#v", rt.defaults)
+		t.Fatalf("unimplemented params should not mutate retrieval defaults: %#v", rt.defaults)
+	}
+	if rt.defaults.EmptyResponse != "empty" {
+		t.Fatalf("EmptyResponse = %q, want empty", rt.defaults.EmptyResponse)
+	}
+}
+
+func TestRetrieval_UsesEmptyResponseForEmptyQuery(t *testing.T) {
+	t.Parallel()
+
+	rt := NewRetrievalToolWithDefaults(retrievalArgs{EmptyResponse: "No query or result."})
+	out, err := rt.InvokableRun(context.Background(), `{"query":""}`)
+	if err != nil {
+		t.Fatalf("InvokableRun: %v", err)
+	}
+	var result retrievalResult
+	if err := json.Unmarshal([]byte(out), &result); err != nil {
+		t.Fatalf("unmarshal result: %v", err)
+	}
+	if result.FormalizedContent != "No query or result." {
+		t.Fatalf("FormalizedContent = %q", result.FormalizedContent)
+	}
+}
+
+func TestRetrieval_OmitsUnsetEmptyResponseFromArguments(t *testing.T) {
+	arguments, err := json.Marshal(retrievalArgs{Query: "love"})
+	if err != nil {
+		t.Fatalf("marshal arguments: %v", err)
+	}
+	if strings.Contains(string(arguments), `"empty_response"`) {
+		t.Fatalf("arguments unexpectedly include empty_response: %s", arguments)
+	}
+}
+
+func TestRetrieval_UsesEmptyResponseWhenSearchHasNoChunks(t *testing.T) {
+	prev := GetRetrievalService()
+	SetRetrievalService(staticRetrievalService{})
+	t.Cleanup(func() { SetRetrievalService(prev) })
+
+	rt := NewRetrievalToolWithDefaults(retrievalArgs{EmptyResponse: "No matching chunk."})
+	out, err := rt.InvokableRun(context.Background(), `{"query":"love"}`)
+	if err != nil {
+		t.Fatalf("InvokableRun: %v", err)
+	}
+	var result retrievalResult
+	if err := json.Unmarshal([]byte(out), &result); err != nil {
+		t.Fatalf("unmarshal result: %v", err)
+	}
+	if result.FormalizedContent != "No matching chunk." {
+		t.Fatalf("FormalizedContent = %q", result.FormalizedContent)
 	}
 }