diff --git a/internal/adapter/openai/chat_stream_runtime.go b/internal/adapter/openai/chat_stream_runtime.go
index d59ea66..563b0f2 100644
--- a/internal/adapter/openai/chat_stream_runtime.go
+++ b/internal/adapter/openai/chat_stream_runtime.go
@@ -190,7 +190,10 @@ func (s *chatStreamRuntime) onParsed(parsed sse.LineResult) streamengine.ParsedD
 	if parsed.OutputTokens > 0 {
 		s.outputTokens = parsed.OutputTokens
 	}
-	if parsed.ContentFilter || parsed.ErrorMessage != "" {
+	if parsed.ContentFilter {
+		return streamengine.ParsedDecision{Stop: true, StopReason: streamengine.StopReasonHandlerRequested}
+	}
+	if parsed.ErrorMessage != "" {
 		return streamengine.ParsedDecision{Stop: true, StopReason: streamengine.StopReason("content_filter")}
 	}
 	if parsed.Stop {
diff --git a/internal/adapter/openai/stream_status_test.go b/internal/adapter/openai/stream_status_test.go
index c76d881..2a3584b 100644
--- a/internal/adapter/openai/stream_status_test.go
+++ b/internal/adapter/openai/stream_status_test.go
@@ -183,3 +183,53 @@ func TestResponsesNonStreamMixedProseToolPayloadHandlerPath(t *testing.T) {
 		t.Fatalf("expected function_call output item, got %#v", output)
 	}
 }
+
+func TestChatCompletionsStreamContentFilterStopsNormallyWithoutLeak(t *testing.T) {
+	statuses := make([]int, 0, 1)
+	h := &Handler{
+		Store: mockOpenAIConfig{wideInput: true},
+		Auth:  streamStatusAuthStub{},
+		DS: streamStatusDSStub{resp: makeOpenAISSEHTTPResponse(
+			`data: {"p":"response/content","v":"合法前缀"}`,
+			`data: {"p":"response/status","v":"CONTENT_FILTER","accumulated_token_usage":77}`,
+			`data: {"p":"response/content","v":"CONTENT_FILTER你好，这个问题我暂时无法回答，让我们换个话题再聊聊吧。"}`,
+		)},
+	}
+	r := chi.NewRouter()
+	r.Use(captureStatusMiddleware(&statuses))
+	RegisterRoutes(r, h)
+
+	reqBody := `{"model":"deepseek-chat","messages":[{"role":"user","content":"hi"}],"stream":true}`
+	req := httptest.NewRequest(http.MethodPost, "/v1/chat/completions", strings.NewReader(reqBody))
+	req.Header.Set("Authorization", "Bearer direct-token")
+	req.Header.Set("Content-Type", "application/json")
+	rec := httptest.NewRecorder()
+	r.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusOK {
+		t.Fatalf("expected 200, got %d body=%s", rec.Code, rec.Body.String())
+	}
+	if len(statuses) != 1 || statuses[0] != http.StatusOK {
+		t.Fatalf("expected captured status 200, got %#v", statuses)
+	}
+	if strings.Contains(rec.Body.String(), "这个问题我暂时无法回答") {
+		t.Fatalf("expected leaked content-filter suffix to be hidden, body=%s", rec.Body.String())
+	}
+
+	frames, done := parseSSEDataFrames(t, rec.Body.String())
+	if !done {
+		t.Fatalf("expected [DONE], body=%s", rec.Body.String())
+	}
+	if len(frames) == 0 {
+		t.Fatalf("expected at least one json frame, body=%s", rec.Body.String())
+	}
+	last := frames[len(frames)-1]
+	choices, _ := last["choices"].([]any)
+	if len(choices) != 1 {
+		t.Fatalf("expected one choice in final frame, got %#v", last)
+	}
+	choice, _ := choices[0].(map[string]any)
+	if choice["finish_reason"] != "stop" {
+		t.Fatalf("expected finish_reason=stop for content-filter upstream stop, got %#v", choice["finish_reason"])
+	}
+}
diff --git a/internal/sse/line.go b/internal/sse/line.go
index b91edc7..1d9ddae 100644
--- a/internal/sse/line.go
+++ b/internal/sse/line.go
@@ -36,8 +36,8 @@ func ParseDeepSeekContentLine(raw []byte, thinkingEnabled bool, currentType stri
 			Parsed:        true,
 			Stop:          true,
 			ContentFilter: true,
-			ErrorMessage:  "content filtered by upstream",
 			NextType:      currentType,
+			OutputTokens:  extractAccumulatedTokenUsage(chunk),
 		}
 	}
 	if hasContentFilterStatus(chunk) {
@@ -45,7 +45,6 @@ func ParseDeepSeekContentLine(raw []byte, thinkingEnabled bool, currentType stri
 			Parsed:        true,
 			Stop:          true,
 			ContentFilter: true,
-			ErrorMessage:  "content filtered by upstream",
 			NextType:      currentType,
 			OutputTokens:  extractAccumulatedTokenUsage(chunk),
 		}
diff --git a/internal/sse/line_edge_test.go b/internal/sse/line_edge_test.go
index 2ae53a6..4d507fc 100644
--- a/internal/sse/line_edge_test.go
+++ b/internal/sse/line_edge_test.go
@@ -40,8 +40,8 @@ func TestParseDeepSeekContentLineContentFilterMessage(t *testing.T) {
 	if !res.ContentFilter {
 		t.Fatal("expected content filter flag")
 	}
-	if res.ErrorMessage == "" {
-		t.Fatal("expected error message on content filter")
+	if res.ErrorMessage != "" {
+		t.Fatalf("expected empty error message on content filter, got %q", res.ErrorMessage)
 	}
 }
 
diff --git a/internal/sse/line_test.go b/internal/sse/line_test.go
index a226034..7f2baa6 100644
--- a/internal/sse/line_test.go
+++ b/internal/sse/line_test.go
@@ -26,6 +26,19 @@ func TestParseDeepSeekContentLineContentFilter(t *testing.T) {
 	}
 }
 
+func TestParseDeepSeekContentLineContentFilterCodeIncludesOutputTokens(t *testing.T) {
+	res := ParseDeepSeekContentLine(
+		[]byte(`data: {"code":"content_filter","accumulated_token_usage":99}`),
+		false, "text",
+	)
+	if !res.Parsed || !res.Stop || !res.ContentFilter {
+		t.Fatalf("expected content-filter stop result: %#v", res)
+	}
+	if res.OutputTokens != 99 {
+		t.Fatalf("expected output token usage 99, got %d", res.OutputTokens)
+	}
+}
+
 func TestParseDeepSeekContentLineContentFilterStatus(t *testing.T) {
 	res := ParseDeepSeekContentLine([]byte(`data: {"p":"response/status","v":"CONTENT_FILTER"}`), false, "text")
 	if !res.Parsed || !res.Stop || !res.ContentFilter {
@@ -79,3 +92,13 @@ func TestParseDeepSeekContentLineTrimsFromContentFilterKeyword(t *testing.T) {
 		t.Fatalf("unexpected parts after filter: %#v", res.Parts)
 	}
 }
+
+func TestParseDeepSeekContentLineContentTextEqualContentFilterDoesNotStop(t *testing.T) {
+	res := ParseDeepSeekContentLine([]byte(`data: {"p":"response/content","v":"content_filter"}`), false, "text")
+	if !res.Parsed {
+		t.Fatalf("expected parsed result: %#v", res)
+	}
+	if res.Stop || res.ContentFilter {
+		t.Fatalf("did not expect content-filter stop for content text: %#v", res)
+	}
+}
diff --git a/internal/sse/parser.go b/internal/sse/parser.go
index 725ac1f..1074a34 100644
--- a/internal/sse/parser.go
+++ b/internal/sse/parser.go
@@ -290,16 +290,17 @@ func IsCitation(text string) bool {
 }
 
 func hasContentFilterStatus(chunk map[string]any) bool {
-	return hasContentFilterValue(chunk)
+	if code, _ := chunk["code"].(string); strings.EqualFold(strings.TrimSpace(code), "content_filter") {
+		return true
+	}
+	return hasContentFilterStatusValue(chunk)
 }
 
-func hasContentFilterValue(v any) bool {
+func hasContentFilterStatusValue(v any) bool {
 	switch x := v.(type) {
-	case string:
-		return strings.EqualFold(strings.TrimSpace(x), "content_filter")
 	case []any:
 		for _, item := range x {
-			if hasContentFilterValue(item) {
+			if hasContentFilterStatusValue(item) {
 				return true
 			}
 		}
@@ -309,8 +310,11 @@ func hasContentFilterValue(v any) bool {
 				return true
 			}
 		}
+		if code, _ := x["code"].(string); strings.EqualFold(strings.TrimSpace(code), "content_filter") {
+			return true
+		}
 		for _, vv := range x {
-			if hasContentFilterValue(vv) {
+			if hasContentFilterStatusValue(vv) {
 				return true
 			}
 		}