diff --git a/changelog/unreleased/responses-invalid-function-arguments.md b/changelog/unreleased/responses-invalid-function-arguments.md
new file mode 100644
index 0000000..1c556f1
--- /dev/null
+++ b/changelog/unreleased/responses-invalid-function-arguments.md
@@ -0,0 +1,7 @@
+### English
+
+- Recover Responses requests from malformed historical function-call arguments by skipping the invalid call/output pair, and avoid emitting invalid JSON arguments in generated Responses output.
+
+### 中文
+
+- 当 Responses 历史记录包含格式错误的函数调用参数时，跳过对应的调用与输出以恢复请求，并避免在生成的 Responses 输出中发送无效 JSON 参数。
diff --git a/internal/gateway/compat.go b/internal/gateway/compat.go
index 553292a..77b7b39 100644
--- a/internal/gateway/compat.go
+++ b/internal/gateway/compat.go
@@ -60,11 +60,37 @@ func decodeOpenAIToolCalls(raw json.RawMessage) []proxyToolCall {
 		if call.Function.Name == "" {
 			continue
 		}
-		calls = append(calls, proxyToolCall{ID: call.ID, Name: call.Function.Name, Arguments: call.Function.Arguments})
+		arguments := strings.TrimSpace(call.Function.Arguments)
+		if arguments == "" {
+			arguments = "{}"
+		}
+		if _, _, custom := translate.DecodeCustomToolName(call.Function.Name); !custom && !json.Valid([]byte(arguments)) {
+			continue
+		}
+		calls = append(calls, proxyToolCall{ID: call.ID, Name: call.Function.Name, Arguments: arguments})
 	}
 	return calls
 }
 
+func validateProxyToolCallArguments(calls []proxyToolCall) error {
+	for index := range calls {
+		call := &calls[index]
+		if _, _, custom := translate.DecodeCustomToolName(call.Name); custom {
+			continue
+		}
+		arguments := strings.TrimSpace(call.Arguments)
+		if arguments == "" {
+			call.Arguments = "{}"
+			continue
+		}
+		if !json.Valid([]byte(arguments)) {
+			return fmt.Errorf("tool call %q (%s) arguments are invalid JSON", call.ID, call.Name)
+		}
+		call.Arguments = arguments
+	}
+	return nil
+}
+
 func (h *Handler) PrepareCompatibilityExecution(r *http.Request, request translate.ChatRequest) (Execution, error) {
 	if len(request.Messages) == 0 {
 		return Execution{}, &chatHTTPError{Status: http.StatusBadRequest, Code: "invalid_request", Message: "input messages required"}
diff --git a/internal/gateway/compat_stream.go b/internal/gateway/compat_stream.go
index 0688050..a859f6d 100644
--- a/internal/gateway/compat_stream.go
+++ b/internal/gateway/compat_stream.go
@@ -544,6 +544,9 @@ func RelayResponsesStream(writer io.Writer, body io.Reader, requestID, model str
 	}
 	content := output.content.String()
 	calls := output.calls()
+	if err := validateProxyToolCallArguments(calls); err != nil {
+		return stats, err
+	}
 	if textStarted {
 		if err := eventWriter.write("response.output_text.done", map[string]any{"type": "response.output_text.done", "item_id": "msg_" + requestID, "output_index": textOutputIndex, "content_index": 0, "text": content}); err != nil {
 			return stats, err
diff --git a/internal/gateway/responses_test.go b/internal/gateway/responses_test.go
index f3c60dc..f77ad1b 100644
--- a/internal/gateway/responses_test.go
+++ b/internal/gateway/responses_test.go
@@ -114,3 +114,36 @@ func TestParseStreamUsageLineCacheReadFallback(t *testing.T) {
 		})
 	}
 }
+
+func TestDecodeOpenAIToolCallsDropsInvalidArguments(t *testing.T) {
+	calls := decodeOpenAIToolCalls(json.RawMessage(`[
+		{"id":"call_bad","function":{"name":"mcp__fastctx__read","arguments":"{\"path\":\"x\",\"error_retry:: 240}"}},
+		{"id":"call_good","function":{"name":"mcp__fastctx__grep","arguments":"{\"pattern\":\"x\"}"}}
+	]`))
+	if len(calls) != 1 || calls[0].ID != "call_good" {
+		t.Fatalf("calls=%#v", calls)
+	}
+}
+
+func TestRelayResponsesStreamRejectsInvalidToolArgumentsBeforeFinalize(t *testing.T) {
+	upstream := strings.NewReader(
+		`data: {"choices":[{"delta":{"tool_calls":[{"index":0,"id":"call_bad","function":{"name":"mcp__fastctx__read","arguments":"{\"path\":\"x\",\"error_retry:: 240}"}}]}}]}` + "\n\n" +
+			`data: {"choices":[{"finish_reason":"tool_calls"}]}` + "\n\n" +
+			"data: [DONE]\n\n",
+	)
+	var output strings.Builder
+	_, err := RelayResponsesStream(&output, upstream, "req", "model", nil)
+	if err == nil || !strings.Contains(err.Error(), "arguments are invalid JSON") {
+		t.Fatalf("error=%v", err)
+	}
+	body := output.String()
+	for _, event := range []string{
+		"event: response.function_call_arguments.done",
+		"event: response.output_item.done",
+		"event: response.completed",
+	} {
+		if strings.Contains(body, event) {
+			t.Fatalf("invalid tool call was finalized with %q:\n%s", event, body)
+		}
+	}
+}
diff --git a/internal/translate/compat.go b/internal/translate/compat.go
index 82ee6cf..0d28f1c 100644
--- a/internal/translate/compat.go
+++ b/internal/translate/compat.go
@@ -410,6 +410,7 @@ func translateResponsesInput(raw json.RawMessage) ([]ChatMessage, error) {
 	}
 	messages := make([]ChatMessage, 0, len(items))
 	pendingReasoning := ""
+	invalidFunctionCallIDs := make(map[string]struct{})
 	appendAssistant := func(message ChatMessage) {
 		if pendingReasoning != "" {
 			if message.ReasoningContent != "" {
@@ -487,6 +488,10 @@ func translateResponsesInput(raw json.RawMessage) ([]ChatMessage, error) {
 			if callID == "" {
 				return nil, fmt.Errorf("input[%d].call_id required", itemIndex)
 			}
+			if _, skipped := invalidFunctionCallIDs[callID]; skipped {
+				pendingReasoning = ""
+				continue
+			}
 			content, images, err := responsesFunctionCallOutput(rawMapJSON(source, "output"))
 			if err != nil {
 				return nil, fmt.Errorf("input[%d].output: %w", itemIndex, err)
@@ -529,7 +534,9 @@ func translateResponsesInput(raw json.RawMessage) ([]ChatMessage, error) {
 				arguments = json.RawMessage(`{}`)
 			}
 			if !json.Valid(arguments) {
-				return nil, fmt.Errorf("input[%d].arguments must be valid JSON", itemIndex)
+				invalidFunctionCallIDs[callID] = struct{}{}
+				pendingReasoning = ""
+				continue
 			}
 			appendAssistant(ChatMessage{Role: "assistant", Content: "", ToolCalls: marshalToolCalls([]compatibilityToolCall{{ID: callID, Name: name, Arguments: arguments}})})
 		case "custom_tool_call":
diff --git a/internal/translate/compat_test.go b/internal/translate/compat_test.go
index a5d268e..e92b1cc 100644
--- a/internal/translate/compat_test.go
+++ b/internal/translate/compat_test.go
@@ -65,6 +65,30 @@ func TestTranslateResponsesUnquotesFunctionCallArguments(t *testing.T) {
 	}
 }
 
+func TestTranslateResponsesSkipsInvalidFunctionCallHistory(t *testing.T) {
+	request := ResponsesRequest{
+		Model: "qoder/deepseek-flash",
+		Input: json.RawMessage(`[
+			{"role":"user","content":"before"},
+			{"type":"function_call","call_id":"call_bad","name":"mcp__fastctx__read","arguments":"{\"path\":\"x\",\"error_retry:: 240}"},
+			{"type":"function_call_output","call_id":"call_bad","output":"unsupported call: mcp__fastctx__read"},
+			{"role":"user","content":"continue"}
+		]`),
+	}
+	chat, err := TranslateResponses(request)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if len(chat.Messages) != 2 {
+		t.Fatalf("messages=%#v", chat.Messages)
+	}
+	for _, message := range chat.Messages {
+		if message.Role == "tool" || len(message.ToolCalls) > 0 {
+			t.Fatalf("invalid tool history was retained: %#v", chat.Messages)
+		}
+	}
+}
+
 func TestTranslateAnthropicToolResultLiftsImages(t *testing.T) {
 	request := AnthropicMessagesRequest{
 		Model: "qoder/glm-5.2",