diff --git a/backend/internal/domain/constants.go b/backend/internal/domain/constants.go
index 3640d1b82e..cd821165a4 100644
--- a/backend/internal/domain/constants.go
+++ b/backend/internal/domain/constants.go
@@ -44,6 +44,7 @@ const (
 	APIProtocolChatCompletions = "chat_completions" // OpenAI Chat Completions（默认）
 	APIProtocolAnthropic       = "anthropic"        // 原生 Anthropic /v1/messages（适配 Claude Code）
 	APIProtocolResponses       = "responses"        // OpenAI Responses（仅 deepseek，适配 Codex）
+	APIProtocolAdaptive        = "adaptive"         // 按入站协议优先选择供应商原生端点
 )
 
 // Account type constants
diff --git a/backend/internal/service/account.go b/backend/internal/service/account.go
index cd66ef89ce..20d4ec5823 100644
--- a/backend/internal/service/account.go
+++ b/backend/internal/service/account.go
@@ -1310,6 +1310,13 @@ func (a *Account) GetOpenAIBaseURL() string {
 	if !a.IsOpenAI() && !a.IsCNProvider() {
 		return ""
 	}
+	if a.IsCNProvider() && a.IsAdaptiveAPIProtocol() {
+		if baseURLs, ok := a.Credentials["api_base_urls"].(map[string]any); ok {
+			if baseURL, ok := baseURLs[APIProtocolChatCompletions].(string); ok && strings.TrimSpace(baseURL) != "" {
+				return strings.TrimSpace(baseURL)
+			}
+		}
+	}
 	if a.Type == AccountTypeAPIKey || a.Type == AccountTypeUpstream {
 		if baseURL := strings.TrimSpace(a.GetCredential("base_url")); baseURL != "" {
 			return baseURL
@@ -1361,6 +1368,8 @@ func (a *Account) GetAPIProtocol() string {
 		return APIProtocolChatCompletions
 	}
 	switch strings.TrimSpace(a.GetCredential("api_protocol")) {
+	case APIProtocolAdaptive:
+		return APIProtocolAdaptive
 	case APIProtocolAnthropic:
 		return APIProtocolAnthropic
 	case APIProtocolResponses:
@@ -1373,6 +1382,66 @@ func (a *Account) GetAPIProtocol() string {
 	return APIProtocolChatCompletions
 }
 
+// IsAdaptiveAPIProtocol 报告账号是否按入站协议动态选择供应商原生端点。
+func (a *Account) IsAdaptiveAPIProtocol() bool {
+	return a.GetAPIProtocol() == APIProtocolAdaptive
+}
+
+// GetCNProtocolBaseURL 返回国产供应商指定协议的上游 base URL。
+// adaptive 账号优先使用 api_base_urls 中的分协议地址，缺失时按平台和
+// account_mode 使用官方默认端点。base_url 继续作为 Chat Completions 地址兼容旧字段。
+func (a *Account) GetCNProtocolBaseURL(protocol string) string {
+	if a == nil || !a.IsCNProvider() {
+		return ""
+	}
+	if a.IsAdaptiveAPIProtocol() {
+		if baseURLs, ok := a.Credentials["api_base_urls"].(map[string]any); ok {
+			if baseURL, ok := baseURLs[protocol].(string); ok && strings.TrimSpace(baseURL) != "" {
+				return strings.TrimSpace(baseURL)
+			}
+		}
+		if protocol == APIProtocolChatCompletions {
+			if baseURL := strings.TrimSpace(a.GetCredential("base_url")); baseURL != "" {
+				return baseURL
+			}
+		}
+	}
+	return a.defaultCNProtocolBaseURL(protocol)
+}
+
+func (a *Account) defaultCNProtocolBaseURL(protocol string) string {
+	switch protocol {
+	case APIProtocolAnthropic:
+		switch a.Platform {
+		case PlatformKimi:
+			if a.GetAccountMode() == AccountModeCoding {
+				return DefaultKimiCodingAnthropicBaseURL
+			}
+			return DefaultKimiPayGAnthropicBaseURL
+		case PlatformZhipu:
+			return DefaultZhipuAnthropicBaseURL
+		case PlatformDeepseek:
+			return DefaultDeepseekAnthropicBaseURL
+		}
+	case APIProtocolChatCompletions, APIProtocolResponses:
+		switch a.Platform {
+		case PlatformKimi:
+			if a.GetAccountMode() == AccountModeCoding {
+				return DefaultKimiCodingBaseURL
+			}
+			return DefaultKimiPayGBaseURL
+		case PlatformZhipu:
+			if a.GetAccountMode() == AccountModeCoding {
+				return DefaultZhipuCodingBaseURL
+			}
+			return DefaultZhipuPayGBaseURL
+		case PlatformDeepseek:
+			return DefaultDeepseekBaseURL
+		}
+	}
+	return ""
+}
+
 // IsAnthropicProtocol 报告账号是否以原生 Anthropic 协议接入上游
 // （/v1/messages 直通，适配 Claude Code 等客户端）。
 func (a *Account) IsAnthropicProtocol() bool {
@@ -1383,9 +1452,12 @@ func (a *Account) IsAnthropicProtocol() bool {
 // （上游路径为 {base}/v1/messages）。优先取凭证 base_url，缺失时按
 // 供应商 × 接入模式返回默认端点。非 Anthropic 协议账号返回空串。
 func (a *Account) GetAnthropicProtocolBaseURL() string {
-	if a == nil || !a.IsAnthropicProtocol() {
+	if a == nil || (!a.IsAnthropicProtocol() && !a.IsAdaptiveAPIProtocol()) {
 		return ""
 	}
+	if a.IsAdaptiveAPIProtocol() {
+		return a.GetCNProtocolBaseURL(APIProtocolAnthropic)
+	}
 	if a.Type == AccountTypeAPIKey || a.Type == AccountTypeUpstream {
 		if baseURL := strings.TrimSpace(a.GetCredential("base_url")); baseURL != "" {
 			return baseURL
diff --git a/backend/internal/service/account_test_service.go b/backend/internal/service/account_test_service.go
index a2a08f2e0a..49d5c76295 100644
--- a/backend/internal/service/account_test_service.go
+++ b/backend/internal/service/account_test_service.go
@@ -285,8 +285,13 @@ func (s *AccountTestService) TestAccountConnection(c *gin.Context, accountID int
 	}
 
 	// Route to platform-specific test method
-	if account.IsCNProvider() && account.GetAPIProtocol() == APIProtocolChatCompletions {
-		return s.testCNProviderChatCompletionsConnection(c, account, modelID, prompt)
+	if account.IsCNProvider() {
+		switch account.GetAPIProtocol() {
+		case APIProtocolAdaptive:
+			return s.testCNProviderAdaptiveConnection(c, account, modelID, prompt)
+		case APIProtocolChatCompletions:
+			return s.testCNProviderChatCompletionsConnection(c, account, modelID, prompt)
+		}
 	}
 
 	if account.IsOpenAI() {
@@ -3063,6 +3068,13 @@ func (s *AccountTestService) testOpenAIImageOAuth(c *gin.Context, ctx context.Co
 }
 
 func (s *AccountTestService) sendEvent(c *gin.Context, event TestEvent) {
+	if event.Type == "test_complete" {
+		if suppress, ok := c.Get(accountTestSuppressCompletionContextKey); ok {
+			if suppressCompletion, _ := suppress.(bool); suppressCompletion {
+				return
+			}
+		}
+	}
 	eventJSON, _ := json.Marshal(event)
 	if _, err := fmt.Fprintf(c.Writer, "data: %s\n\n", eventJSON); err != nil {
 		log.Printf("failed to write SSE event: %v", err)
diff --git a/backend/internal/service/account_test_service_cn_adaptive.go b/backend/internal/service/account_test_service_cn_adaptive.go
new file mode 100644
index 0000000000..ae52e4f117
--- /dev/null
+++ b/backend/internal/service/account_test_service_cn_adaptive.go
@@ -0,0 +1,206 @@
+package service
+
+import (
+	"bufio"
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"strings"
+
+	"github.com/Wei-Shaw/sub2api/internal/pkg/claude"
+	"github.com/Wei-Shaw/sub2api/internal/pkg/openai"
+	"github.com/gin-gonic/gin"
+)
+
+const accountTestSuppressCompletionContextKey = "account_test_suppress_completion"
+
+// testCNProviderAdaptiveConnection verifies every native endpoint used by an
+// adaptive CN-provider account. Kimi and Zhipu use Chat Completions plus
+// Anthropic; DeepSeek additionally uses its native Responses endpoint.
+func (s *AccountTestService) testCNProviderAdaptiveConnection(c *gin.Context, account *Account, modelID string, prompt string) error {
+	testModelID := strings.TrimSpace(modelID)
+	if testModelID == "" {
+		testModelID = openai.DefaultTestModel
+	}
+	testModelID = account.GetMappedModel(testModelID)
+
+	authToken := strings.TrimSpace(account.GetOpenAIProtocolAPIKey())
+	if authToken == "" {
+		return s.sendErrorAndEnd(c, "No API key available")
+	}
+
+	// The existing Chat probe owns the SSE lifecycle. Suppress intermediate
+	// completion events until every native adaptive endpoint has passed.
+	c.Set(accountTestSuppressCompletionContextKey, true)
+	defer c.Set(accountTestSuppressCompletionContextKey, false)
+	if err := s.testCNProviderChatCompletionsConnection(c, account, modelID, prompt); err != nil {
+		return err
+	}
+
+	if err := s.testCNProviderAdaptiveAnthropicConnection(c, account, testModelID, authToken); err != nil {
+		return err
+	}
+
+	if account.Platform == PlatformDeepseek {
+		if err := s.testCNProviderAdaptiveResponsesConnection(c, account, testModelID, authToken); err != nil {
+			return err
+		}
+	}
+
+	c.Set(accountTestSuppressCompletionContextKey, false)
+	s.sendEvent(c, TestEvent{Type: "test_complete", Success: true})
+	return nil
+}
+
+func (s *AccountTestService) testCNProviderAdaptiveAnthropicConnection(c *gin.Context, account *Account, testModelID string, authToken string) error {
+	ctx := c.Request.Context()
+	baseURL, err := s.validateUpstreamBaseURL(account.GetCNProtocolBaseURL(APIProtocolAnthropic))
+	if err != nil {
+		return s.sendErrorAndEnd(c, fmt.Sprintf("Invalid adaptive Anthropic base URL: %s", err.Error()))
+	}
+	apiURL := strings.TrimRight(baseURL, "/") + "/v1/messages"
+
+	payload, err := createTestPayload(testModelID)
+	if err != nil {
+		return s.sendErrorAndEnd(c, "Failed to create adaptive Anthropic test payload")
+	}
+	payloadBytes, _ := json.Marshal(payload)
+
+	s.sendEvent(c, TestEvent{Type: "status", Text: "正在通过原生 /v1/messages 测试自适应 Anthropic 端点"})
+	req, err := http.NewRequestWithContext(ctx, http.MethodPost, apiURL, bytes.NewReader(payloadBytes))
+	if err != nil {
+		return s.sendErrorAndEnd(c, "Failed to create adaptive Anthropic request")
+	}
+	req.Header.Set("Content-Type", "application/json")
+	req.Header.Set("Accept", "text/event-stream")
+	req.Header.Set("anthropic-version", "2023-06-01")
+	for key, value := range claude.DefaultHeaders {
+		req.Header.Set(key, value)
+	}
+	req.Header.Set("anthropic-beta", claude.APIKeyBetaHeader)
+	setAnthropicAPIKeyAuthHeader(req.Header, account, authToken)
+	account.ApplyHeaderOverrides(req.Header)
+
+	resp, err := s.doCNProviderAdaptiveRequest(req, account)
+	if err != nil {
+		return s.sendErrorAndEnd(c, fmt.Sprintf("Adaptive Anthropic endpoint request failed: %s", err.Error()))
+	}
+	defer func() { _ = resp.Body.Close() }()
+	if resp.StatusCode != http.StatusOK {
+		body, _ := io.ReadAll(resp.Body)
+		errMsg := fmt.Sprintf("Adaptive Anthropic endpoint returned %d: %s", resp.StatusCode, string(body))
+		if resp.StatusCode == http.StatusUnauthorized && s.accountRepo != nil {
+			_ = s.accountRepo.SetError(ctx, account.ID, errMsg)
+		}
+		return s.sendErrorAndEnd(c, errMsg)
+	}
+
+	if err := s.processCNProviderAdaptiveAnthropicStream(c, resp.Body); err != nil {
+		return err
+	}
+	s.sendEvent(c, TestEvent{Type: "status", Text: "已通过原生 /v1/messages 验证"})
+	return nil
+}
+
+func (s *AccountTestService) processCNProviderAdaptiveAnthropicStream(c *gin.Context, body io.Reader) error {
+	reader := bufio.NewReader(body)
+	for {
+		line, err := reader.ReadString('\n')
+		if err != nil {
+			if err == io.EOF {
+				return s.sendErrorAndEnd(c, "Adaptive Anthropic stream ended before message_stop")
+			}
+			return s.sendErrorAndEnd(c, fmt.Sprintf("Adaptive Anthropic stream read error: %s", err.Error()))
+		}
+
+		line = strings.TrimSpace(line)
+		if line == "" || !sseDataPrefix.MatchString(line) {
+			continue
+		}
+		jsonStr := sseDataPrefix.ReplaceAllString(line, "")
+		if jsonStr == "[DONE]" {
+			return nil
+		}
+
+		var data map[string]any
+		if err := json.Unmarshal([]byte(jsonStr), &data); err != nil {
+			continue
+		}
+		switch eventType, _ := data["type"].(string); eventType {
+		case "content_block_delta":
+			if delta, ok := data["delta"].(map[string]any); ok {
+				if text, ok := delta["text"].(string); ok && text != "" {
+					s.sendEvent(c, TestEvent{Type: "content", Text: text})
+				}
+			}
+		case "message_stop":
+			return nil
+		case "error":
+			errorMsg := "Unknown error"
+			if errData, ok := data["error"].(map[string]any); ok {
+				if message, ok := errData["message"].(string); ok && message != "" {
+					errorMsg = message
+				}
+			}
+			return s.sendErrorAndEnd(c, fmt.Sprintf("Adaptive Anthropic endpoint error: %s", errorMsg))
+		}
+	}
+}
+
+func (s *AccountTestService) testCNProviderAdaptiveResponsesConnection(c *gin.Context, account *Account, testModelID string, authToken string) error {
+	ctx := c.Request.Context()
+	baseURL, err := s.validateUpstreamBaseURL(account.GetCNProtocolBaseURL(APIProtocolResponses))
+	if err != nil {
+		return s.sendErrorAndEnd(c, fmt.Sprintf("Invalid adaptive Responses base URL: %s", err.Error()))
+	}
+	apiURL := buildOpenAIResponsesURLForPlatform(account.Platform, baseURL)
+
+	payload := createOpenAITestPayload(testModelID, false)
+	// DeepSeek's native Responses endpoint is stateless and does not need the
+	// OpenAI probe's synthetic instructions.
+	delete(payload, "instructions")
+	payloadBytes, _ := json.Marshal(payload)
+	payloadBytes = normalizeDeepSeekResponsesRequestBody(account, payloadBytes)
+
+	s.sendEvent(c, TestEvent{Type: "status", Text: "正在通过原生 /responses 测试自适应 Responses 端点"})
+	req, err := http.NewRequestWithContext(ctx, http.MethodPost, apiURL, bytes.NewReader(payloadBytes))
+	if err != nil {
+		return s.sendErrorAndEnd(c, "Failed to create adaptive Responses request")
+	}
+	req = req.WithContext(WithHTTPUpstreamProfile(req.Context(), HTTPUpstreamProfileOpenAI))
+	req.Header.Set("Content-Type", "application/json")
+	req.Header.Set("Accept", "text/event-stream")
+	req.Header.Set("Authorization", "Bearer "+authToken)
+	applyOpenAICodexProbeHeaders(req.Header)
+	account.ApplyHeaderOverrides(req.Header)
+
+	resp, err := s.doCNProviderAdaptiveRequest(req, account)
+	if err != nil {
+		return s.sendErrorAndEnd(c, fmt.Sprintf("Adaptive Responses endpoint request failed: %s", err.Error()))
+	}
+	defer func() { _ = resp.Body.Close() }()
+	if resp.StatusCode != http.StatusOK {
+		body, _ := io.ReadAll(resp.Body)
+		errMsg := fmt.Sprintf("Adaptive Responses endpoint returned %d: %s", resp.StatusCode, string(body))
+		if resp.StatusCode == http.StatusUnauthorized && s.accountRepo != nil {
+			_ = s.accountRepo.SetError(ctx, account.ID, errMsg)
+		}
+		return s.sendErrorAndEnd(c, errMsg)
+	}
+
+	if err := s.processOpenAIStream(c, resp.Body); err != nil {
+		return err
+	}
+	s.sendEvent(c, TestEvent{Type: "status", Text: "已通过原生 /responses 验证"})
+	return nil
+}
+
+func (s *AccountTestService) doCNProviderAdaptiveRequest(req *http.Request, account *Account) (*http.Response, error) {
+	proxyURL := ""
+	if account.ProxyID != nil && account.Proxy != nil {
+		proxyURL = account.Proxy.URL()
+	}
+	return s.httpUpstream.DoWithTLS(req, proxyURL, account.ID, account.Concurrency, s.tlsFPProfileService.ResolveTLSProfile(account))
+}
diff --git a/backend/internal/service/account_test_service_cn_adaptive_test.go b/backend/internal/service/account_test_service_cn_adaptive_test.go
new file mode 100644
index 0000000000..808aec33b4
--- /dev/null
+++ b/backend/internal/service/account_test_service_cn_adaptive_test.go
@@ -0,0 +1,191 @@
+//go:build unit
+
+package service
+
+import (
+	"io"
+	"net/http"
+	"strings"
+	"testing"
+
+	"github.com/stretchr/testify/require"
+	"github.com/tidwall/gjson"
+)
+
+func adaptiveCNAccountTestAccount(id int64, platform string) *Account {
+	return &Account{
+		ID:          id,
+		Name:        "adaptive-cn-test",
+		Platform:    platform,
+		Type:        AccountTypeAPIKey,
+		Status:      StatusActive,
+		Concurrency: 1,
+		Credentials: map[string]any{
+			"api_key":      "sk-adaptive-test",
+			"api_protocol": APIProtocolAdaptive,
+			"api_base_urls": map[string]any{
+				APIProtocolChatCompletions: "http://chat.example/v1",
+				APIProtocolAnthropic:       "http://anthropic.example",
+				APIProtocolResponses:       "http://responses.example",
+			},
+		},
+	}
+}
+
+func adaptiveCNAccountTestService(account *Account, responses ...*http.Response) (*AccountTestService, *httpUpstreamRecorder) {
+	repo := &openAIAccountTestRepo{
+		mockAccountRepoForGemini: mockAccountRepoForGemini{
+			accountsByID: map[int64]*Account{account.ID: account},
+		},
+	}
+	upstream := &httpUpstreamRecorder{responses: responses}
+	return &AccountTestService{
+		accountRepo:  repo,
+		httpUpstream: upstream,
+		cfg:          rawChatCompletionsTestConfig(),
+	}, upstream
+}
+
+func adaptiveCNChatTestResponse() *http.Response {
+	return &http.Response{
+		StatusCode: http.StatusOK,
+		Header:     http.Header{"Content-Type": []string{"text/event-stream"}},
+		Body: io.NopCloser(strings.NewReader(`data: {"choices":[{"delta":{"content":"chat ok"},"finish_reason":"stop"}]}
+
+data: [DONE]
+
+`)),
+	}
+}
+
+func adaptiveCNAnthropicTestResponse() *http.Response {
+	return &http.Response{
+		StatusCode: http.StatusOK,
+		Header:     http.Header{"Content-Type": []string{"text/event-stream"}},
+		Body: io.NopCloser(strings.NewReader(`data: {"type":"content_block_delta","delta":{"text":"anthropic ok"}}
+
+data: {"type":"message_stop"}
+
+`)),
+	}
+}
+
+func adaptiveCNResponsesTestResponse() *http.Response {
+	return &http.Response{
+		StatusCode: http.StatusOK,
+		Header:     http.Header{"Content-Type": []string{"text/event-stream"}},
+		Body: io.NopCloser(strings.NewReader(`data: {"type":"response.output_text.delta","delta":"responses ok"}
+
+data: {"type":"response.completed"}
+
+`)),
+	}
+}
+
+func TestAccountTestService_AdaptiveChatOnlyProvidersTestChatAndAnthropicEndpoints(t *testing.T) {
+	for index, testCase := range []struct {
+		name     string
+		platform string
+		model    string
+	}{
+		{name: "Kimi", platform: PlatformKimi, model: "kimi-k2.5"},
+		{name: "Zhipu", platform: PlatformZhipu, model: "glm-4.7"},
+	} {
+		t.Run(testCase.name, func(t *testing.T) {
+			account := adaptiveCNAccountTestAccount(int64(301+index), testCase.platform)
+			svc, upstream := adaptiveCNAccountTestService(
+				account,
+				adaptiveCNChatTestResponse(),
+				adaptiveCNAnthropicTestResponse(),
+			)
+			c, recorder := newTestContext()
+
+			err := svc.TestAccountConnection(c, account.ID, testCase.model, "hello", AccountTestModeDefault)
+
+			require.NoError(t, err)
+			require.Len(t, upstream.requests, 2)
+			require.Equal(t, "http://chat.example/v1/chat/completions", upstream.requests[0].URL.String())
+			require.Equal(t, "http://anthropic.example/v1/messages", upstream.requests[1].URL.String())
+			require.Equal(t, "Bearer sk-adaptive-test", upstream.requests[0].Header.Get("Authorization"))
+			require.Equal(t, "sk-adaptive-test", upstream.requests[1].Header.Get("x-api-key"))
+			require.Equal(t, 1, strings.Count(recorder.Body.String(), `"type":"test_start"`))
+			require.Equal(t, 1, strings.Count(recorder.Body.String(), `"type":"test_complete"`))
+			require.Contains(t, recorder.Body.String(), "已通过原生 /v1/messages 验证")
+		})
+	}
+}
+
+func TestAccountTestService_AdaptiveDeepSeekAlsoTestsResponsesEndpoint(t *testing.T) {
+	account := adaptiveCNAccountTestAccount(302, PlatformDeepseek)
+	svc, upstream := adaptiveCNAccountTestService(
+		account,
+		adaptiveCNChatTestResponse(),
+		adaptiveCNAnthropicTestResponse(),
+		adaptiveCNResponsesTestResponse(),
+	)
+	c, recorder := newTestContext()
+
+	err := svc.TestAccountConnection(c, account.ID, "deepseek-chat", "", AccountTestModeDefault)
+
+	require.NoError(t, err)
+	require.Len(t, upstream.requests, 3)
+	require.Equal(t, "http://responses.example/responses", upstream.requests[2].URL.String())
+	require.Equal(t, HTTPUpstreamProfileOpenAI, HTTPUpstreamProfileFromContext(upstream.requests[2].Context()))
+	require.Equal(t, "Bearer sk-adaptive-test", upstream.requests[2].Header.Get("Authorization"))
+	require.True(t, gjson.GetBytes(upstream.bodies[2], "stream").Bool())
+	require.False(t, gjson.GetBytes(upstream.bodies[2], "store").Bool())
+	require.False(t, gjson.GetBytes(upstream.bodies[2], "instructions").Exists())
+	require.Equal(t, 1, strings.Count(recorder.Body.String(), `"type":"test_complete"`))
+	require.Contains(t, recorder.Body.String(), "已通过原生 /responses 验证")
+}
+
+func TestAccountTestService_AdaptiveStopsAndNamesFailingEndpoint(t *testing.T) {
+	account := adaptiveCNAccountTestAccount(303, PlatformDeepseek)
+	svc, upstream := adaptiveCNAccountTestService(
+		account,
+		adaptiveCNChatTestResponse(),
+		newJSONResponse(http.StatusNotFound, `{"error":{"message":"missing messages route"}}`),
+	)
+	c, recorder := newTestContext()
+
+	err := svc.TestAccountConnection(c, account.ID, "deepseek-chat", "", AccountTestModeDefault)
+
+	require.Error(t, err)
+	require.Contains(t, err.Error(), "Adaptive Anthropic endpoint returned 404")
+	require.Len(t, upstream.requests, 2)
+	require.Contains(t, recorder.Body.String(), `"type":"error"`)
+	require.NotContains(t, recorder.Body.String(), `"type":"test_complete"`)
+}
+
+func TestAccountTestService_AdaptiveRejectsInvalidAnthropicSuccessBody(t *testing.T) {
+	account := adaptiveCNAccountTestAccount(305, PlatformKimi)
+	svc, upstream := adaptiveCNAccountTestService(
+		account,
+		adaptiveCNChatTestResponse(),
+		newJSONResponse(http.StatusOK, `<html>not an Anthropic stream</html>`),
+	)
+	c, recorder := newTestContext()
+
+	err := svc.TestAccountConnection(c, account.ID, "kimi-k2.5", "", AccountTestModeDefault)
+
+	require.Error(t, err)
+	require.Contains(t, err.Error(), "Adaptive Anthropic stream ended before message_stop")
+	require.Len(t, upstream.requests, 2)
+	require.Contains(t, recorder.Body.String(), `"type":"error"`)
+	require.NotContains(t, recorder.Body.String(), `"type":"test_complete"`)
+}
+
+func TestAccountTestService_FixedCNChatProtocolStillTestsOnlyChatEndpoint(t *testing.T) {
+	account := adaptiveCNAccountTestAccount(304, PlatformZhipu)
+	account.Credentials["api_protocol"] = APIProtocolChatCompletions
+	account.Credentials["base_url"] = "http://fixed-chat.example/v1"
+	svc, upstream := adaptiveCNAccountTestService(account, adaptiveCNChatTestResponse())
+	c, recorder := newTestContext()
+
+	err := svc.TestAccountConnection(c, account.ID, "glm-4.7", "", AccountTestModeDefault)
+
+	require.NoError(t, err)
+	require.Len(t, upstream.requests, 1)
+	require.Equal(t, "http://fixed-chat.example/v1/chat/completions", upstream.requests[0].URL.String())
+	require.Equal(t, 1, strings.Count(recorder.Body.String(), `"type":"test_complete"`))
+}
diff --git a/backend/internal/service/adaptive_api_protocol_test.go b/backend/internal/service/adaptive_api_protocol_test.go
new file mode 100644
index 0000000000..210caa0695
--- /dev/null
+++ b/backend/internal/service/adaptive_api_protocol_test.go
@@ -0,0 +1,227 @@
+//go:build unit
+
+package service
+
+import (
+	"bytes"
+	"context"
+	"errors"
+	"net/http"
+	"net/http/httptest"
+	"testing"
+
+	"github.com/Wei-Shaw/sub2api/internal/pkg/openai_compat"
+	"github.com/gin-gonic/gin"
+	"github.com/stretchr/testify/require"
+	"github.com/tidwall/gjson"
+)
+
+func adaptiveProtocolTestAccount(platform string, baseURLs map[string]any) *Account {
+	return &Account{
+		ID:          701,
+		Name:        "adaptive-cn",
+		Platform:    platform,
+		Type:        AccountTypeAPIKey,
+		Concurrency: 1,
+		Credentials: map[string]any{
+			"api_key":       "sk-test",
+			"api_protocol":  APIProtocolAdaptive,
+			"account_mode":  AccountModePayG,
+			"api_base_urls": baseURLs,
+		},
+	}
+}
+
+func adaptiveProtocolTestContext(path string, body []byte) *gin.Context {
+	recorder := httptest.NewRecorder()
+	c, _ := gin.CreateTestContext(recorder)
+	c.Request = httptest.NewRequest(http.MethodPost, path, bytes.NewReader(body))
+	c.Request.Header.Set("Content-Type", "application/json")
+	return c
+}
+
+type cnProtocolIngressCase struct {
+	name    string
+	path    string
+	body    []byte
+	forward func(*OpenAIGatewayService, *gin.Context, *Account, []byte) error
+}
+
+func cnProtocolIngressCases() []cnProtocolIngressCase {
+	return []cnProtocolIngressCase{
+		{
+			name: "chat completions",
+			path: "/v1/chat/completions",
+			body: []byte(`{"model":"deepseek-chat","messages":[{"role":"user","content":"hello"}],"stream":false}`),
+			forward: func(svc *OpenAIGatewayService, c *gin.Context, account *Account, body []byte) error {
+				_, err := svc.ForwardAsChatCompletions(context.Background(), c, account, body, "", "")
+				return err
+			},
+		},
+		{
+			name: "messages",
+			path: "/v1/messages",
+			body: []byte(`{"model":"deepseek-chat","max_tokens":32,"messages":[{"role":"user","content":"hello"}],"stream":false}`),
+			forward: func(svc *OpenAIGatewayService, c *gin.Context, account *Account, body []byte) error {
+				_, err := svc.ForwardAsAnthropic(context.Background(), c, account, body, "", "")
+				return err
+			},
+		},
+		{
+			name: "responses",
+			path: "/v1/responses",
+			body: []byte(`{"model":"deepseek-chat","input":"hello","stream":false}`),
+			forward: func(svc *OpenAIGatewayService, c *gin.Context, account *Account, body []byte) error {
+				_, err := svc.Forward(context.Background(), c, account, body)
+				return err
+			},
+		},
+	}
+}
+
+func TestAdaptiveProtocolRoutesChatCompletionsToNativeChat(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	body := []byte(`{"model":"glm-4.7","messages":[{"role":"user","content":"hello"}],"stream":false}`)
+	upstream := &httpUpstreamRecorder{err: errors.New("stop after capture")}
+	svc := &OpenAIGatewayService{cfg: rawChatCompletionsTestConfig(), httpUpstream: upstream}
+	account := adaptiveProtocolTestAccount(PlatformZhipu, map[string]any{
+		APIProtocolChatCompletions: "http://chat.example",
+		APIProtocolAnthropic:       "http://anthropic.example",
+	})
+
+	_, err := svc.ForwardAsChatCompletions(context.Background(), adaptiveProtocolTestContext("/v1/chat/completions", body), account, body, "", "")
+	require.Error(t, err)
+	require.Equal(t, "http://chat.example/v1/chat/completions", upstream.lastReq.URL.String())
+	require.True(t, gjson.GetBytes(upstream.lastBody, "messages").IsArray())
+	require.False(t, gjson.GetBytes(upstream.lastBody, "input").Exists())
+}
+
+func TestAdaptiveProtocolRoutesResponsesShapedChatToNativeResponses(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	body := []byte(`{"model":"deepseek-v4","input":"hello","max_output_tokens":32,"stream":false}`)
+	upstream := &httpUpstreamRecorder{err: errors.New("stop after capture")}
+	svc := &OpenAIGatewayService{cfg: rawChatCompletionsTestConfig(), httpUpstream: upstream}
+	account := adaptiveProtocolTestAccount(PlatformDeepseek, map[string]any{
+		APIProtocolChatCompletions: "http://chat.example",
+		APIProtocolAnthropic:       "http://anthropic.example",
+		APIProtocolResponses:       "http://responses.example",
+	})
+
+	_, err := svc.ForwardAsChatCompletions(context.Background(), adaptiveProtocolTestContext("/v1/chat/completions", body), account, body, "", "")
+	require.Error(t, err)
+	require.Equal(t, "http://responses.example/responses", upstream.lastReq.URL.String())
+	require.True(t, gjson.GetBytes(upstream.lastBody, "input").Exists())
+	require.False(t, gjson.GetBytes(upstream.lastBody, "messages").Exists())
+}
+
+func TestAdaptiveProtocolConvertsResponsesShapedChatForChatOnlyProvider(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	body := []byte(`{"model":"kimi-k2.5","input":"hello","max_output_tokens":32,"stream":false}`)
+	upstream := &httpUpstreamRecorder{err: errors.New("stop after capture")}
+	svc := &OpenAIGatewayService{cfg: rawChatCompletionsTestConfig(), httpUpstream: upstream}
+	account := adaptiveProtocolTestAccount(PlatformKimi, map[string]any{
+		APIProtocolChatCompletions: "http://chat.example",
+		APIProtocolAnthropic:       "http://anthropic.example",
+	})
+
+	_, err := svc.ForwardAsChatCompletions(context.Background(), adaptiveProtocolTestContext("/v1/chat/completions", body), account, body, "", "")
+	require.Error(t, err)
+	require.Equal(t, "http://chat.example/v1/chat/completions", upstream.lastReq.URL.String())
+	require.True(t, gjson.GetBytes(upstream.lastBody, "messages").IsArray())
+	require.False(t, gjson.GetBytes(upstream.lastBody, "input").Exists())
+}
+
+func TestAdaptiveProtocolRoutesMessagesToNativeAnthropic(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	body := []byte(`{"model":"glm-4.7","max_tokens":32,"messages":[{"role":"user","content":"hello"}],"stream":false}`)
+	upstream := &httpUpstreamRecorder{err: errors.New("stop after capture")}
+	svc := &OpenAIGatewayService{cfg: rawChatCompletionsTestConfig(), httpUpstream: upstream}
+	account := adaptiveProtocolTestAccount(PlatformZhipu, map[string]any{
+		APIProtocolChatCompletions: "http://chat.example",
+		APIProtocolAnthropic:       "http://anthropic.example",
+	})
+
+	_, err := svc.ForwardAsAnthropic(context.Background(), adaptiveProtocolTestContext("/v1/messages", body), account, body, "", "")
+	require.Error(t, err)
+	require.Equal(t, "http://anthropic.example/v1/messages", upstream.lastReq.URL.String())
+	require.Equal(t, "glm-4.7", gjson.GetBytes(upstream.lastBody, "model").String())
+}
+
+func TestAdaptiveProtocolConvertsKimiResponsesToChatCompletions(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	body := []byte(`{"model":"kimi-k2.5","input":"hello","stream":false}`)
+	upstream := &httpUpstreamRecorder{err: errors.New("stop after capture")}
+	svc := &OpenAIGatewayService{cfg: rawChatCompletionsTestConfig(), httpUpstream: upstream}
+	account := adaptiveProtocolTestAccount(PlatformKimi, map[string]any{
+		APIProtocolChatCompletions: "http://chat.example",
+		APIProtocolAnthropic:       "http://anthropic.example",
+	})
+
+	_, err := svc.Forward(context.Background(), adaptiveProtocolTestContext("/v1/responses", body), account, body)
+	require.Error(t, err)
+	require.Equal(t, "http://chat.example/v1/chat/completions", upstream.lastReq.URL.String())
+	require.True(t, gjson.GetBytes(upstream.lastBody, "messages").IsArray())
+	require.False(t, gjson.GetBytes(upstream.lastBody, "input").Exists())
+}
+
+func TestAdaptiveProtocolRoutesDeepSeekResponsesToNativeResponses(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	body := []byte(`{"model":"deepseek-v4","input":"hello","max_output_tokens":32,"store":true,"previous_response_id":"resp_old","stream":false}`)
+	upstream := &httpUpstreamRecorder{err: errors.New("stop after capture")}
+	svc := &OpenAIGatewayService{cfg: rawChatCompletionsTestConfig(), httpUpstream: upstream}
+	account := adaptiveProtocolTestAccount(PlatformDeepseek, map[string]any{
+		APIProtocolChatCompletions: "http://chat.example",
+		APIProtocolAnthropic:       "http://anthropic.example",
+		APIProtocolResponses:       "http://responses.example",
+	})
+
+	_, err := svc.Forward(context.Background(), adaptiveProtocolTestContext("/v1/responses", body), account, body)
+	require.Error(t, err)
+	require.Equal(t, "http://responses.example/responses", upstream.lastReq.URL.String())
+	require.False(t, gjson.GetBytes(upstream.lastBody, "store").Bool())
+	require.False(t, gjson.GetBytes(upstream.lastBody, "previous_response_id").Exists())
+	require.Equal(t, int64(32), gjson.GetBytes(upstream.lastBody, "max_output_tokens").Int())
+	require.False(t, gjson.GetBytes(upstream.lastBody, "instructions").Exists())
+}
+
+func TestFixedCNChatProtocolOverridesStaleResponsesMode(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	for _, tc := range cnProtocolIngressCases() {
+		t.Run(tc.name, func(t *testing.T) {
+			upstream := &httpUpstreamRecorder{err: errors.New("stop after capture")}
+			svc := &OpenAIGatewayService{cfg: rawChatCompletionsTestConfig(), httpUpstream: upstream}
+			account := adaptiveProtocolTestAccount(PlatformDeepseek, nil)
+			account.Credentials["api_protocol"] = APIProtocolChatCompletions
+			account.Credentials["base_url"] = "http://chat.example"
+			account.Extra = map[string]any{
+				openai_compat.ExtraKeyResponsesMode: string(openai_compat.ResponsesSupportModeForceResponses),
+			}
+
+			err := tc.forward(svc, adaptiveProtocolTestContext(tc.path, tc.body), account, tc.body)
+
+			require.Error(t, err)
+			require.Equal(t, "http://chat.example/v1/chat/completions", upstream.lastReq.URL.String())
+		})
+	}
+}
+
+func TestFixedCNResponsesProtocolOverridesStaleChatMode(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	for _, tc := range cnProtocolIngressCases() {
+		t.Run(tc.name, func(t *testing.T) {
+			upstream := &httpUpstreamRecorder{err: errors.New("stop after capture")}
+			svc := &OpenAIGatewayService{cfg: rawChatCompletionsTestConfig(), httpUpstream: upstream}
+			account := adaptiveProtocolTestAccount(PlatformDeepseek, nil)
+			account.Credentials["api_protocol"] = APIProtocolResponses
+			account.Credentials["base_url"] = "http://responses.example"
+			account.Extra = map[string]any{
+				openai_compat.ExtraKeyResponsesMode: string(openai_compat.ResponsesSupportModeForceChatCompletions),
+			}
+
+			err := tc.forward(svc, adaptiveProtocolTestContext(tc.path, tc.body), account, tc.body)
+
+			require.Error(t, err)
+			require.Equal(t, "http://responses.example/responses", upstream.lastReq.URL.String())
+		})
+	}
+}
diff --git a/backend/internal/service/cn_providers_test.go b/backend/internal/service/cn_providers_test.go
index 24b8bd4405..8f46e828e1 100644
--- a/backend/internal/service/cn_providers_test.go
+++ b/backend/internal/service/cn_providers_test.go
@@ -55,9 +55,9 @@ func TestCNMillisToRFC3339(t *testing.T) {
 	t.Parallel()
 	// 1700000000 秒 = 1700000000000 毫秒
 	want := time.UnixMilli(1700000000000).UTC().Format(time.RFC3339)
-	require.Equal(t, want, cnMillisToRFC3339(1700000000))      // 秒级
-	require.Equal(t, want, cnMillisToRFC3339(1700000000000))   // 毫秒级
-	require.Equal(t, "", cnMillisToRFC3339(0))                 // 非正
+	require.Equal(t, want, cnMillisToRFC3339(1700000000))    // 秒级
+	require.Equal(t, want, cnMillisToRFC3339(1700000000000)) // 毫秒级
+	require.Equal(t, "", cnMillisToRFC3339(0))               // 非正
 	require.Equal(t, "", cnMillisToRFC3339(-1))
 }
 
@@ -294,8 +294,8 @@ func TestEvaluateAccountSchedulingThreshold_KimiCodingPlan(t *testing.T) {
 	account := &Account{
 		Platform: PlatformKimi,
 		Extra: map[string]any{
-			"kimi_5h_used_percent": 90.0,
-			"kimi_5h_reset_at":     reset.Format(time.RFC3339),
+			"kimi_5h_used_percent":     90.0,
+			"kimi_5h_reset_at":         reset.Format(time.RFC3339),
 			"kimi_weekly_used_percent": 30.0,
 			"kimi_weekly_reset_at":     now.Add(7 * 24 * time.Hour).Format(time.RFC3339),
 		},
@@ -410,9 +410,9 @@ func TestGetOpenAIProtocolAPIKey_CNProviders(t *testing.T) {
 	t.Parallel()
 
 	kimi := &Account{
-		Platform:     PlatformKimi,
-		Type:         AccountTypeAPIKey,
-		Credentials:  map[string]any{"api_key": "sk-kimi"},
+		Platform:    PlatformKimi,
+		Type:        AccountTypeAPIKey,
+		Credentials: map[string]any{"api_key": "sk-kimi"},
 	}
 	require.Equal(t, "sk-kimi", kimi.GetOpenAIProtocolAPIKey())
 	require.False(t, kimi.IsOpenAIApiKey(), "IsOpenAIApiKey stays openai-only for scheduling gates")
@@ -486,12 +486,66 @@ func TestGetAPIProtocol(t *testing.T) {
 	require.Equal(t, APIProtocolAnthropic, mk(PlatformKimi, APIProtocolAnthropic).GetAPIProtocol())
 	require.Equal(t, APIProtocolAnthropic, mk(PlatformDeepseek, APIProtocolAnthropic).GetAPIProtocol())
 	require.Equal(t, APIProtocolResponses, mk(PlatformDeepseek, APIProtocolResponses).GetAPIProtocol())
+	require.Equal(t, APIProtocolAdaptive, mk(PlatformKimi, APIProtocolAdaptive).GetAPIProtocol())
+	require.Equal(t, APIProtocolAdaptive, mk(PlatformZhipu, APIProtocolAdaptive).GetAPIProtocol())
+	require.Equal(t, APIProtocolAdaptive, mk(PlatformDeepseek, APIProtocolAdaptive).GetAPIProtocol())
 	require.Equal(t, APIProtocolChatCompletions, mk(PlatformKimi, APIProtocolResponses).GetAPIProtocol(), "kimi 无 responses 端点")
 	require.Equal(t, APIProtocolChatCompletions, mk(PlatformZhipu, APIProtocolResponses).GetAPIProtocol(), "zhipu 无 responses 端点")
 	require.Equal(t, APIProtocolChatCompletions, mk(PlatformKimi, "bogus").GetAPIProtocol(), "非法值回退默认")
 	require.Equal(t, APIProtocolChatCompletions, (&Account{Platform: PlatformOpenAI, Type: AccountTypeAPIKey}).GetAPIProtocol(), "非 CN 供应商恒为默认")
 }
 
+func TestAdaptiveProtocolBaseURLs(t *testing.T) {
+	t.Parallel()
+
+	cases := []struct {
+		name          string
+		platform      string
+		mode          string
+		wantChat      string
+		wantAnthropic string
+		wantResponses string
+	}{
+		{"kimi payg", PlatformKimi, AccountModePayG, DefaultKimiPayGBaseURL, DefaultKimiPayGAnthropicBaseURL, DefaultKimiPayGBaseURL},
+		{"kimi coding", PlatformKimi, AccountModeCoding, DefaultKimiCodingBaseURL, DefaultKimiCodingAnthropicBaseURL, DefaultKimiCodingBaseURL},
+		{"zhipu payg", PlatformZhipu, AccountModePayG, DefaultZhipuPayGBaseURL, DefaultZhipuAnthropicBaseURL, DefaultZhipuPayGBaseURL},
+		{"zhipu coding", PlatformZhipu, AccountModeCoding, DefaultZhipuCodingBaseURL, DefaultZhipuAnthropicBaseURL, DefaultZhipuCodingBaseURL},
+		{"deepseek", PlatformDeepseek, AccountModePayG, DefaultDeepseekBaseURL, DefaultDeepseekAnthropicBaseURL, DefaultDeepseekBaseURL},
+	}
+
+	for _, tc := range cases {
+		t.Run(tc.name, func(t *testing.T) {
+			account := &Account{Platform: tc.platform, Type: AccountTypeAPIKey, Credentials: map[string]any{
+				"api_protocol": APIProtocolAdaptive,
+				"account_mode": tc.mode,
+			}}
+			require.Equal(t, tc.wantChat, account.GetCNProtocolBaseURL(APIProtocolChatCompletions))
+			require.Equal(t, tc.wantAnthropic, account.GetCNProtocolBaseURL(APIProtocolAnthropic))
+			require.Equal(t, tc.wantResponses, account.GetCNProtocolBaseURL(APIProtocolResponses))
+			require.Equal(t, tc.wantAnthropic, account.GetAnthropicProtocolBaseURL())
+		})
+	}
+}
+
+func TestAdaptiveProtocolBaseURLOverrides(t *testing.T) {
+	t.Parallel()
+
+	account := &Account{Platform: PlatformDeepseek, Type: AccountTypeAPIKey, Credentials: map[string]any{
+		"api_protocol": APIProtocolAdaptive,
+		"base_url":     "https://legacy-chat.example.com",
+		"api_base_urls": map[string]any{
+			APIProtocolChatCompletions: "https://chat.example.com",
+			APIProtocolAnthropic:       "https://anthropic.example.com",
+			APIProtocolResponses:       "https://responses.example.com",
+		},
+	}}
+
+	require.Equal(t, "https://chat.example.com", account.GetOpenAIBaseURL())
+	require.Equal(t, "https://chat.example.com", account.GetCNProtocolBaseURL(APIProtocolChatCompletions))
+	require.Equal(t, "https://anthropic.example.com", account.GetAnthropicProtocolBaseURL())
+	require.Equal(t, "https://responses.example.com", account.GetCNProtocolBaseURL(APIProtocolResponses))
+}
+
 // TestAnthropicProtocolBaseURL 验证 Anthropic 协议默认端点与协议感知的
 // OpenAI 格式 base 回退。
 func TestAnthropicProtocolBaseURL(t *testing.T) {
@@ -600,6 +654,14 @@ func TestNormalizeDeepSeekResponsesRequestBody(t *testing.T) {
 	require.False(t, gjson.GetBytes(normalized, "previous_response_id").Exists())
 	require.Equal(t, "deepseek-v4-pro", gjson.GetBytes(normalized, "model").String())
 
+	deepseekAdaptive := &Account{
+		Platform: PlatformDeepseek, Type: AccountTypeAPIKey,
+		Credentials: map[string]any{"api_protocol": APIProtocolAdaptive},
+	}
+	adaptiveNormalized := normalizeDeepSeekResponsesRequestBody(deepseekAdaptive, body)
+	require.False(t, gjson.GetBytes(adaptiveNormalized, "store").Bool())
+	require.False(t, gjson.GetBytes(adaptiveNormalized, "previous_response_id").Exists())
+
 	// 非 responses 协议（deepseek CC 账号）原样返回
 	deepseekCC := &Account{Platform: PlatformDeepseek, Type: AccountTypeAPIKey}
 	require.Equal(t, string(body), string(normalizeDeepSeekResponsesRequestBody(deepseekCC, body)))
diff --git a/backend/internal/service/domain_constants.go b/backend/internal/service/domain_constants.go
index ba35301be0..860276b753 100644
--- a/backend/internal/service/domain_constants.go
+++ b/backend/internal/service/domain_constants.go
@@ -64,6 +64,7 @@ const (
 	APIProtocolChatCompletions = domain.APIProtocolChatCompletions
 	APIProtocolAnthropic       = domain.APIProtocolAnthropic
 	APIProtocolResponses       = domain.APIProtocolResponses
+	APIProtocolAdaptive        = domain.APIProtocolAdaptive
 )
 
 // 国产 OpenAI 兼容供应商各模式的默认 base_url。
diff --git a/backend/internal/service/openai_apikey_responses_probe.go b/backend/internal/service/openai_apikey_responses_probe.go
index 645a581694..329cfebad4 100644
--- a/backend/internal/service/openai_apikey_responses_probe.go
+++ b/backend/internal/service/openai_apikey_responses_probe.go
@@ -125,9 +125,10 @@ func (s *AccountTestService) ProbeOpenAIAPIKeyResponsesSupport(ctx context.Conte
 	if account.IsCNProvider() {
 		// 国产 OpenAI 兼容上游（kimi/zhipu/deepseek）普遍仅支持 /v1/chat/completions，
 		// 不存在 /v1/responses 端点。直接落标 false 走 Chat Completions 直转，跳过网络探测。
-		// 例外：deepseek 的 responses 协议账号（api_protocol=responses）使用官方原生
-		// /responses 端点，落标 force_responses 强制走 Responses 路径。
-		if account.GetAPIProtocol() == APIProtocolResponses {
+		// 例外：deepseek 的固定 responses 和 adaptive 账号使用官方原生 /responses
+		// 端点，落标 force_responses；其余协议显式重置为 auto，避免切换后残留强制模式。
+		if account.GetAPIProtocol() == APIProtocolResponses ||
+			(account.Platform == PlatformDeepseek && account.IsAdaptiveAPIProtocol()) {
 			_ = s.accountRepo.UpdateExtra(ctx, account.ID, map[string]any{
 				openai_compat.ExtraKeyResponsesMode:      string(openai_compat.ResponsesSupportModeForceResponses),
 				openai_compat.ExtraKeyResponsesSupported: true,
@@ -135,6 +136,7 @@ func (s *AccountTestService) ProbeOpenAIAPIKeyResponsesSupport(ctx context.Conte
 			return
 		}
 		_ = s.accountRepo.UpdateExtra(ctx, account.ID, map[string]any{
+			openai_compat.ExtraKeyResponsesMode:      string(openai_compat.ResponsesSupportModeAuto),
 			openai_compat.ExtraKeyResponsesSupported: false,
 		})
 		return
diff --git a/backend/internal/service/openai_apikey_responses_probe_test.go b/backend/internal/service/openai_apikey_responses_probe_test.go
index fac351a0ec..f3b4eb0e6d 100644
--- a/backend/internal/service/openai_apikey_responses_probe_test.go
+++ b/backend/internal/service/openai_apikey_responses_probe_test.go
@@ -49,6 +49,46 @@ func TestProbeOpenAIAPIKeyResponsesSupportUsesCodexProbeHeaders(t *testing.T) {
 	require.Equal(t, true, updates[openai_compat.ExtraKeyResponsesSupported])
 }
 
+func TestProbeOpenAIAPIKeyResponsesSupportCNProviders(t *testing.T) {
+	tests := []struct {
+		name        string
+		id          int64
+		platform    string
+		protocol    string
+		wantSupport bool
+		wantMode    string
+	}{
+		{name: "deepseek adaptive supports responses", id: 201, platform: PlatformDeepseek, protocol: APIProtocolAdaptive, wantSupport: true, wantMode: string(openai_compat.ResponsesSupportModeForceResponses)},
+		{name: "deepseek chat clears forced responses", id: 202, platform: PlatformDeepseek, protocol: APIProtocolChatCompletions, wantSupport: false, wantMode: string(openai_compat.ResponsesSupportModeAuto)},
+		{name: "kimi adaptive falls back to chat", id: 203, platform: PlatformKimi, protocol: APIProtocolAdaptive, wantSupport: false, wantMode: string(openai_compat.ResponsesSupportModeAuto)},
+		{name: "zhipu adaptive falls back to chat", id: 204, platform: PlatformZhipu, protocol: APIProtocolAdaptive, wantSupport: false, wantMode: string(openai_compat.ResponsesSupportModeAuto)},
+	}
+
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			updateCalls := make(chan map[string]any, 1)
+			account := Account{
+				ID: tc.id, Platform: tc.platform, Type: AccountTypeAPIKey,
+				Credentials: map[string]any{"api_key": "sk-test", "api_protocol": tc.protocol},
+				Extra: map[string]any{
+					openai_compat.ExtraKeyResponsesMode: string(openai_compat.ResponsesSupportModeForceResponses),
+				},
+			}
+			repo := &snapshotUpdateAccountRepo{
+				stubOpenAIAccountRepo: stubOpenAIAccountRepo{accounts: []Account{account}},
+				updateExtraCalls:      updateCalls,
+			}
+			svc := &AccountTestService{accountRepo: repo}
+
+			svc.ProbeOpenAIAPIKeyResponsesSupport(context.Background(), account.ID)
+
+			updates := <-updateCalls
+			require.Equal(t, tc.wantSupport, updates[openai_compat.ExtraKeyResponsesSupported])
+			require.Equal(t, tc.wantMode, updates[openai_compat.ExtraKeyResponsesMode])
+		})
+	}
+}
+
 func TestDecideResponsesProbeSupport(t *testing.T) {
 	fnCall := []byte(`{"output":[{"type":"reasoning"},{"type":"function_call","name":"probe_ping"}]}`)
 	reasoningOnly := []byte(`{"output":[{"type":"reasoning"}]}`)
diff --git a/backend/internal/service/openai_gateway_chat_completions.go b/backend/internal/service/openai_gateway_chat_completions.go
index 8308c4c0c3..9c413f0bc6 100644
--- a/backend/internal/service/openai_gateway_chat_completions.go
+++ b/backend/internal/service/openai_gateway_chat_completions.go
@@ -46,11 +46,11 @@ var cursorResponsesUnsupportedFields = []string{
 // 正确的，但 sub2api 接入 DeepSeek/Kimi/GLM 等第三方 OpenAI 兼容上游后假设破裂：
 // 这些上游普遍只支持 /v1/chat/completions，无 /v1/responses 端点。
 //
-// 当前路由策略（基于账号覆盖模式/探测标记，详见 openai_compat.ShouldUseResponsesAPI）：
-//   - APIKey 账号 + 强制或探测确认不支持 Responses → 走 forwardAsRawChatCompletions
-//     直转上游 /v1/chat/completions，不做协议转换
-//   - 其他所有情况（OAuth、APIKey 强制/探测确认支持、未探测）→ 走原有 CC→Responses
-//     转换路径（保留旧行为，存量未探测账号零兼容破坏）
+// 当前路由策略：
+//   - CN 账号以 credentials.api_protocol 为权威；adaptive/chat_completions 入站 Chat
+//     直转原生 CC，anthropic 走原生 Anthropic，responses 走 Responses
+//   - 其他 APIKey 账号仍按覆盖模式/探测标记分流（详见
+//     openai_compat.ShouldUseResponsesAPI）
 func (s *OpenAIGatewayService) ForwardAsChatCompletions(
 	ctx context.Context,
 	c *gin.Context,
@@ -88,6 +88,39 @@ func (s *OpenAIGatewayService) ForwardAsChatCompletions(
 		return s.forwardAsRawChatCompletions(ctx, c, account, body, defaultMappedModel)
 	}
 
+	// Cursor compatibility: some clients send a Responses-shaped body to the
+	// /v1/chat/completions URL. Detect it before adaptive routing so adaptive
+	// accounts never forward the body unchanged to a Chat Completions endpoint.
+	isResponsesShape := !gjson.GetBytes(body, "messages").Exists() && gjson.GetBytes(body, "input").Exists()
+
+	// 自适应账号的标准 Chat Completions 入站使用供应商原生 CC 端点。
+	// Responses 形状下，DeepSeek 继续走下方原生 Responses 链；Kimi/GLM
+	// 没有 Responses 端点，先转换成 Chat Completions 再直转。
+	if account.IsAdaptiveAPIProtocol() {
+		if !isResponsesShape {
+			return s.forwardAsRawChatCompletions(ctx, c, account, body, defaultMappedModel)
+		}
+		if account.Platform != PlatformDeepseek {
+			var responsesReq apicompat.ResponsesRequest
+			if err := json.Unmarshal(body, &responsesReq); err != nil {
+				return nil, fmt.Errorf("parse responses-shaped chat completions request: %w", err)
+			}
+			chatReq, err := apicompat.ResponsesToChatCompletionsRequestWithOptions(
+				&responsesReq,
+				&apicompat.ResponsesToChatOptions{ReasoningContentByID: s.reasoningContentByID},
+			)
+			if err != nil {
+				return nil, fmt.Errorf("convert responses-shaped chat completions request: %w", err)
+			}
+			chatBody, err := json.Marshal(chatReq)
+			if err != nil {
+				return nil, fmt.Errorf("marshal converted chat completions request: %w", err)
+			}
+			return s.forwardAsRawChatCompletions(ctx, c, account, chatBody, defaultMappedModel)
+		}
+		// DeepSeek 原生 Responses 请求继续走下方 Responses→Chat 回程转换。
+	}
+
 	// 入口分流（国产供应商 Anthropic 协议）：上游为供应商原生 Anthropic 端点，
 	// CC 入站请求经 CC→Responses→Anthropic 转换链直通该端点。必须先于
 	// ShouldUseResponsesAPI 分流：该类账号经 probe 落标
@@ -96,9 +129,9 @@ func (s *OpenAIGatewayService) ForwardAsChatCompletions(
 		return s.forwardChatCompletionsViaNativeAnthropic(ctx, c, account, body, defaultMappedModel)
 	}
 
-	// 入口分流：APIKey 账号 + 强制或已探测确认上游不支持 Responses，走 CC 直转。
-	// 自动模式下标记缺失（未探测）按"现状即证据"原则继续走下方原 Responses 转换路径。
-	if account.Type == AccountTypeAPIKey && !openai_compat.ShouldUseResponsesAPI(account.Extra) {
+	// 固定 chat_completions 的 CN 账号，以及强制或已探测确认不支持 Responses
+	// 的其他 APIKey 账号，均走 CC 直转。
+	if shouldForwardOpenAIResponsesViaRawChatCompletions(account) {
 		return s.forwardAsRawChatCompletions(ctx, c, account, body, defaultMappedModel)
 	}
 
@@ -133,11 +166,9 @@ func (s *OpenAIGatewayService) ForwardAsChatCompletions(
 	// and produce `input: null`, which Codex upstreams reject with
 	// "Invalid type for 'input': expected a string, but got an object".
 	//
-	// Detect that shape and forward the raw body as-is, only rewriting `model`
+	// Forward that shape as-is, only rewriting `model`
 	// to the resolved upstream model. The downstream codex OAuth transform will
 	// still normalize store/stream/instructions/etc.
-	isResponsesShape := !gjson.GetBytes(body, "messages").Exists() && gjson.GetBytes(body, "input").Exists()
-
 	var (
 		responsesReq  *apicompat.ResponsesRequest
 		responsesBody []byte
diff --git a/backend/internal/service/openai_gateway_forward.go b/backend/internal/service/openai_gateway_forward.go
index 47c02d866e..ec5fafdb72 100644
--- a/backend/internal/service/openai_gateway_forward.go
+++ b/backend/internal/service/openai_gateway_forward.go
@@ -104,6 +104,8 @@ func (s *OpenAIGatewayService) Forward(ctx context.Context, c *gin.Context, acco
 	requestView := newOpenAIRequestView(body)
 	reqModel, reqStream, promptCacheKey := requestView.Model, requestView.Stream, requestView.PromptCacheKey
 	originalModel := reqModel
+	nativeDeepSeekResponses := account.Platform == PlatformDeepseek &&
+		(account.GetAPIProtocol() == APIProtocolResponses || account.IsAdaptiveAPIProtocol())
 
 	if account.Platform == PlatformGrok {
 		return s.forwardGrokResponses(ctx, c, account, body, originalModel, reqStream, startTime)
@@ -286,7 +288,7 @@ func (s *OpenAIGatewayService) Forward(ctx context.Context, c *gin.Context, acco
 
 	instructions := gjson.GetBytes(body, "instructions")
 	instructionsEmpty := !instructions.Exists() || instructions.Type != gjson.String || strings.TrimSpace(instructions.String()) == ""
-	if instructionsEmpty && !compatMessagesBridge {
+	if instructionsEmpty && !compatMessagesBridge && !nativeDeepSeekResponses {
 		markPatchSet("instructions", defaultCodexSynthInstructions(reqModel))
 	}
 
@@ -459,7 +461,7 @@ func (s *OpenAIGatewayService) Forward(ctx context.Context, c *gin.Context, acco
 		maxOutputTokens := gjson.GetBytes(body, "max_output_tokens")
 		if maxOutputTokens.Exists() {
 			switch account.Platform {
-			case PlatformOpenAI:
+			case PlatformOpenAI, PlatformDeepseek:
 				// Preserve Responses-native output limits unless the selected upstream
 				// explicitly rejects the field in the bounded HTTP retry loop below.
 			case PlatformAnthropic:
@@ -1040,9 +1042,22 @@ func (s *OpenAIGatewayService) Forward(ctx context.Context, c *gin.Context, acco
 }
 
 func shouldForwardOpenAIResponsesViaRawChatCompletions(account *Account) bool {
-	return account != nil &&
-		account.Type == AccountTypeAPIKey &&
-		!openai_compat.ShouldUseResponsesAPI(account.Extra)
+	if account == nil || account.Type != AccountTypeAPIKey {
+		return false
+	}
+	if account.IsCNProvider() {
+		// CN 的显式协议配置优先于异步探针 Extra；adaptive 仅 DeepSeek 有原生
+		// Responses，Kimi/GLM 回退 Chat Completions。
+		switch account.GetAPIProtocol() {
+		case APIProtocolChatCompletions:
+			return true
+		case APIProtocolAdaptive:
+			return account.Platform != PlatformDeepseek
+		default:
+			return false
+		}
+	}
+	return !openai_compat.ShouldUseResponsesAPI(account.Extra)
 }
 
 func (s *OpenAIGatewayService) buildUpstreamRequest(ctx context.Context, c *gin.Context, account *Account, body []byte, token string, isStream bool, promptCacheKey string, isCodexCLI bool) (*http.Request, error) {
@@ -1055,6 +1070,9 @@ func (s *OpenAIGatewayService) buildUpstreamRequest(ctx context.Context, c *gin.
 	case AccountTypeAPIKey:
 		// API Key accounts use Platform API or custom base URL
 		baseURL := account.GetOpenAIBaseURL()
+		if account.Platform == PlatformDeepseek && account.IsAdaptiveAPIProtocol() {
+			baseURL = account.GetCNProtocolBaseURL(APIProtocolResponses)
+		}
 		if baseURL == "" {
 			targetURL = openaiPlatformAPIURL
 		} else {
diff --git a/backend/internal/service/openai_gateway_messages.go b/backend/internal/service/openai_gateway_messages.go
index 4b0aa58edf..f1ae729ad1 100644
--- a/backend/internal/service/openai_gateway_messages.go
+++ b/backend/internal/service/openai_gateway_messages.go
@@ -15,7 +15,6 @@ import (
 	"github.com/Wei-Shaw/sub2api/internal/pkg/apicompat"
 	"github.com/Wei-Shaw/sub2api/internal/pkg/claude"
 	"github.com/Wei-Shaw/sub2api/internal/pkg/logger"
-	"github.com/Wei-Shaw/sub2api/internal/pkg/openai_compat"
 	"github.com/Wei-Shaw/sub2api/internal/util/responseheaders"
 	"github.com/gin-gonic/gin"
 	"github.com/tidwall/gjson"
@@ -41,15 +40,13 @@ func (s *OpenAIGatewayService) ForwardAsAnthropic(
 	// thinking / tool_use / cache 语义，适配 Claude Code 等原生客户端。
 	// 必须先于 ShouldUseResponsesAPI 分流：Anthropic 协议账号经 probe 落标
 	// openai_responses_supported=false，会先命中下方的 CC 直转分支。
-	if account.IsAnthropicProtocol() {
+	if account.IsAnthropicProtocol() || account.IsAdaptiveAPIProtocol() {
 		return s.forwardAnthropicViaNativeAnthropicEndpoint(ctx, c, account, body, defaultMappedModel)
 	}
 
-	// 入口分流：APIKey 账号 + 上游不支持 Responses API → 走 CC 直转（与
-	// ForwardAsChatCompletions 对称）。缺少此分流时，/v1/messages 入站请求
-	// 会被无条件转为 Responses 格式发往上游 /v1/responses，导致只支持
-	// /v1/chat/completions 的第三方 OpenAI 兼容上游全部 400。
-	if account.Type == AccountTypeAPIKey && !openai_compat.ShouldUseResponsesAPI(account.Extra) {
+	// 固定 chat_completions 的 CN 账号，以及不支持 Responses 的其他 APIKey
+	// 账号，均将 Messages 转为 CC；固定 responses 的 CN 账号不受探针旧值覆盖。
+	if shouldForwardOpenAIResponsesViaRawChatCompletions(account) {
 		return s.forwardAnthropicViaRawChatCompletions(ctx, c, account, body, defaultMappedModel)
 	}
 
diff --git a/backend/internal/service/openai_gateway_request_body.go b/backend/internal/service/openai_gateway_request_body.go
index f2efddcf77..59199cea05 100644
--- a/backend/internal/service/openai_gateway_request_body.go
+++ b/backend/internal/service/openai_gateway_request_body.go
@@ -59,7 +59,8 @@ func buildOpenAIResponsesURLForPlatform(platform string, base string) string {
 // 强制 store=false 并清除 previous_response_id（官方 /responses 不支持服务端
 // 状态存储，携带这些字段会被拒绝）。非 deepseek responses 协议账号原样返回。
 func normalizeDeepSeekResponsesRequestBody(account *Account, body []byte) []byte {
-	if account == nil || account.Platform != PlatformDeepseek || account.GetAPIProtocol() != APIProtocolResponses {
+	if account == nil || account.Platform != PlatformDeepseek ||
+		(account.GetAPIProtocol() != APIProtocolResponses && !account.IsAdaptiveAPIProtocol()) {
 		return body
 	}
 	normalized, err := sjson.SetBytes(body, "store", false)
diff --git a/backend/internal/service/upstream_billing_probe.go b/backend/internal/service/upstream_billing_probe.go
index c6a62bab09..7255464c03 100644
--- a/backend/internal/service/upstream_billing_probe.go
+++ b/backend/internal/service/upstream_billing_probe.go
@@ -597,6 +597,9 @@ func (s *UpstreamBillingProbeService) probeLoadedAccount(ctx context.Context, ac
 		return s.persistProbeFailure(ctx, account, intervalMinutes, now, 0, "missing_api_key", 0)
 	}
 	baseURL := account.GetCredential("base_url")
+	if account.IsCNProvider() && account.IsAdaptiveAPIProtocol() {
+		baseURL = account.GetCNProtocolBaseURL(APIProtocolChatCompletions)
+	}
 	if account.Platform == PlatformOpenAI {
 		if baseURL == "" {
 			// 保持官方语义：OpenAI 账号无自定义 base 时探官方域（404 → unsupported）。
diff --git a/backend/internal/service/upstream_billing_probe_test.go b/backend/internal/service/upstream_billing_probe_test.go
index e032e9aa16..9a5f774f4f 100644
--- a/backend/internal/service/upstream_billing_probe_test.go
+++ b/backend/internal/service/upstream_billing_probe_test.go
@@ -340,6 +340,38 @@ func TestUpstreamBillingProbeSuccessPersistsSanitizedSnapshot(t *testing.T) {
 	require.Equal(t, snapshot.Status, persisted.Status)
 }
 
+func TestUpstreamBillingProbeAdaptiveCNUsesChatProtocolBaseURL(t *testing.T) {
+	account := &Account{
+		ID:          18,
+		Platform:    PlatformKimi,
+		Type:        AccountTypeAPIKey,
+		Status:      StatusActive,
+		Concurrency: 1,
+		Credentials: map[string]any{
+			"api_key":      "sk-sensitive",
+			"api_protocol": APIProtocolAdaptive,
+			"base_url":     "https://legacy-relay.example/v1",
+			"api_base_urls": map[string]any{
+				APIProtocolChatCompletions: "https://chat-relay.example/v1",
+			},
+		},
+		Extra: map[string]any{UpstreamBillingProbeEnabledExtraKey: true},
+	}
+	repo := &upstreamBillingProbeAccountRepo{accounts: map[int64]*Account{account.ID: account}}
+	upstream := &httpUpstreamRecorder{resp: &http.Response{
+		StatusCode: http.StatusOK,
+		Header:     http.Header{"Content-Type": []string{"application/json"}},
+		Body:       upstreamBillingProbeValidBody(),
+	}}
+	svc := newUpstreamBillingProbeTestService(repo, upstream, &upstreamBillingProbeSettingRepo{})
+
+	snapshot, err := svc.ProbeAccount(context.Background(), account.ID)
+
+	require.NoError(t, err)
+	require.Equal(t, UpstreamBillingProbeStatusOK, snapshot.Status)
+	require.Equal(t, "https://chat-relay.example/v1/sub2api/billing", upstream.lastReq.URL.String())
+}
+
 func TestUpstreamBillingProbeSyncsResolvedRateForAllAPIKeyPlatforms(t *testing.T) {
 	for _, platform := range []string{
 		PlatformOpenAI,
diff --git a/frontend/src/components/account/CnBaseUrlPresets.vue b/frontend/src/components/account/CnBaseUrlPresets.vue
index 5a5172555a..45ccb32dc3 100644
--- a/frontend/src/components/account/CnBaseUrlPresets.vue
+++ b/frontend/src/components/account/CnBaseUrlPresets.vue
@@ -30,7 +30,7 @@ const props = defineProps<{
   /** 当前已选账号类型，用于过滤和高亮匹配的预设 */
   mode?: 'payg' | 'coding'
   /** 当前已选 API 协议，用于过滤和高亮匹配的预设 */
-  protocol?: 'chat_completions' | 'anthropic' | 'responses'
+  protocol?: 'adaptive' | 'chat_completions' | 'anthropic' | 'responses'
   /** 当前输入框中的 base url，用于高亮完全匹配项 */
   currentUrl?: string
 }>()
diff --git a/frontend/src/components/account/CreateAccountModal.vue b/frontend/src/components/account/CreateAccountModal.vue
index 47ee8c27d5..2c9621f17f 100644
--- a/frontend/src/components/account/CreateAccountModal.vue
+++ b/frontend/src/components/account/CreateAccountModal.vue
@@ -537,7 +537,7 @@
                   : 'bg-gray-100 text-gray-500 dark:bg-dark-600 dark:text-gray-400'
               ]"
             >
-              <Icon :name="opt.value === 'anthropic' ? 'sparkles' : opt.value === 'responses' ? 'terminal' : 'chat'" size="sm" />
+              <Icon :name="opt.value === 'adaptive' ? 'swap' : opt.value === 'anthropic' ? 'sparkles' : opt.value === 'responses' ? 'terminal' : 'chat'" size="sm" />
             </div>
             <div>
               <span class="block text-sm font-medium text-gray-900 dark:text-white">{{ t(`admin.accounts.cnProviders.apiProtocol.${opt.labelKey}`) }}</span>
@@ -1250,7 +1250,7 @@
 
       <!-- API Key input (only for apikey type, excluding Antigravity which has its own fields) -->
       <div v-if="form.type === 'apikey' && form.platform !== 'antigravity'" class="space-y-4">
-        <div>
+        <div v-if="!isCNPlatform || apiProtocol !== 'adaptive'">
           <label class="input-label">{{ t('admin.accounts.baseUrl') }}</label>
           <input
             v-model="apiKeyBaseUrl"
@@ -1274,6 +1274,25 @@
             @select="onCnPresetSelect"
           />
         </div>
+        <div v-else>
+          <label class="input-label">{{ t('admin.accounts.cnProviders.apiProtocol.endpoints') }}</label>
+          <div class="mt-2 space-y-3">
+            <div v-for="item in cnAdaptiveProtocolOptions" :key="item.value">
+              <label class="mb-1 block text-xs font-medium text-gray-600 dark:text-gray-400">
+                {{ t(`admin.accounts.cnProviders.apiProtocol.${item.labelKey}`) }}
+              </label>
+              <input
+                v-model="adaptiveBaseUrls[item.value]"
+                type="text"
+                class="input"
+                :data-testid="`cn-adaptive-base-url-${item.value}`"
+              />
+            </div>
+          </div>
+          <p v-if="form.platform !== 'deepseek'" class="input-hint">
+            {{ t('admin.accounts.cnProviders.apiProtocol.responsesFallbackDesc') }}
+          </p>
+        </div>
         <div>
           <label class="input-label">{{ t('admin.accounts.apiKeyRequired') }}</label>
           <input
@@ -3746,11 +3765,13 @@ import {
   applyAntigravityProjectID,
   applyHeaderOverride,
   applyInterceptWarmup,
+  defaultCNAdaptiveBaseUrls,
   defaultCNBaseUrl,
   isHeaderOverrideCapable,
   validateHeaderOverrideRows,
   type CnAccountMode,
   type CnApiProtocol,
+  type CnNativeApiProtocol,
   type HeaderOverrideRow
 } from '@/components/account/credentialsBuilder'
 import { formatDateTimeLocalInput, parseDateTimeLocalInput } from '@/utils/format'
@@ -3932,7 +3953,12 @@ const upstreamBillingAutoProbeEnabled = ref(true)
 const accountMode = ref<CnAccountMode>('payg')
 // API 协议决定转发端点与格式：cc=现有转换链，anthropic=原生直通（Claude Code），
 // responses=deepseek 原生 Responses 端点（Codex）。与账号类型正交。
-const apiProtocol = ref<CnApiProtocol>('chat_completions')
+const apiProtocol = ref<CnApiProtocol>('adaptive')
+const adaptiveBaseUrls = ref<Record<CnNativeApiProtocol, string>>({
+  chat_completions: '',
+  anthropic: '',
+  responses: ''
+})
 const isCNPlatform = computed(
   () => form.platform === 'kimi' || form.platform === 'zhipu' || form.platform === 'deepseek'
 )
@@ -3947,6 +3973,7 @@ const cnPresetPlatform = computed<'kimi' | 'zhipu' | 'deepseek'>(() => {
 // 当前平台可选的协议档（responses 仅 deepseek）。
 const cnProtocolOptions = computed<Array<{ value: CnApiProtocol; labelKey: string }>>(() => {
   const opts: Array<{ value: CnApiProtocol; labelKey: string }> = [
+    { value: 'adaptive', labelKey: 'adaptive' },
     { value: 'chat_completions', labelKey: 'chatCompletions' },
     { value: 'anthropic', labelKey: 'anthropic' }
   ]
@@ -3955,6 +3982,18 @@ const cnProtocolOptions = computed<Array<{ value: CnApiProtocol; labelKey: strin
   }
   return opts
 })
+const cnAdaptiveProtocolOptions = computed<Array<{ value: CnNativeApiProtocol; labelKey: string }>>(() => {
+  const opts: Array<{ value: CnNativeApiProtocol; labelKey: string }> = [
+    { value: 'chat_completions', labelKey: 'chatCompletions' },
+    { value: 'anthropic', labelKey: 'anthropic' }
+  ]
+  if (form.platform === 'deepseek') opts.push({ value: 'responses', labelKey: 'responses' })
+  return opts
+})
+
+function resetAdaptiveBaseUrls(platform: 'kimi' | 'zhipu' | 'deepseek', mode: CnAccountMode) {
+  adaptiveBaseUrls.value = defaultCNAdaptiveBaseUrls(platform, mode)
+}
 // 当前选中平台的品牌色（选中卡片描边 / 图标底色），与 platformColors 取色一致。
 const cnAccentActiveClass = computed(() => {
   switch (form.platform) {
@@ -3981,24 +4020,44 @@ const cnAccentIconClass = computed(() => {
   }
 })
 // 切换国产供应商平台：强制 apikey 类型，deepseek 无 coding 套餐故锁定 payg，
-// 协议回落 chat_completions，并把 base url 重置为该平台默认端点。
+// 协议回落 adaptive，并把 base url 重置为该平台默认端点。
 function selectCNPlatform(platform: 'kimi' | 'zhipu' | 'deepseek') {
   form.platform = platform
   form.type = 'apikey'
   accountCategory.value = 'apikey'
-  apiProtocol.value = 'chat_completions'
+  apiProtocol.value = 'adaptive'
   if (platform === 'deepseek') {
     accountMode.value = 'payg'
   }
   apiKeyBaseUrl.value = defaultCNBaseUrl(platform, accountMode.value, apiProtocol.value)
+  resetAdaptiveBaseUrls(platform, accountMode.value)
 }
 // 账号类型 / 协议变更时同步默认 base url。
-watch(accountMode, (mode) => {
+watch(accountMode, (mode, previousMode) => {
   if (!isCNPlatform.value) return
+  if (apiProtocol.value === 'adaptive') {
+    const previousDefaults = defaultCNAdaptiveBaseUrls(cnPresetPlatform.value, previousMode)
+    const nextDefaults = defaultCNAdaptiveBaseUrls(cnPresetPlatform.value, mode)
+    for (const item of cnAdaptiveProtocolOptions.value) {
+      if (!adaptiveBaseUrls.value[item.value] || adaptiveBaseUrls.value[item.value] === previousDefaults[item.value]) {
+        adaptiveBaseUrls.value[item.value] = nextDefaults[item.value]
+      }
+    }
+    apiKeyBaseUrl.value = adaptiveBaseUrls.value.chat_completions
+    return
+  }
   apiKeyBaseUrl.value = defaultCNBaseUrl(form.platform, mode, apiProtocol.value)
 })
 watch(apiProtocol, (protocol) => {
   if (!isCNPlatform.value) return
+  if (protocol === 'adaptive') {
+    const defaults = defaultCNAdaptiveBaseUrls(cnPresetPlatform.value, accountMode.value)
+    for (const item of cnAdaptiveProtocolOptions.value) {
+      if (!adaptiveBaseUrls.value[item.value]) adaptiveBaseUrls.value[item.value] = defaults[item.value]
+    }
+    apiKeyBaseUrl.value = adaptiveBaseUrls.value.chat_completions
+    return
+  }
   apiKeyBaseUrl.value = defaultCNBaseUrl(form.platform, accountMode.value, protocol)
 })
 // 点击预设端点：同时回填 base url、账号类型与协议。
@@ -4010,10 +4069,13 @@ function onCnPresetSelect(preset: { mode: CnAccountMode; protocol: CnApiProtocol
 
 const syncPreviewCredentials = computed(() => {
   if (!apiKeyValue.value) return undefined
+  const baseUrl = isCNPlatform.value && apiProtocol.value === 'adaptive'
+    ? adaptiveBaseUrls.value.chat_completions.trim() || apiKeyBaseUrl.value.trim()
+    : apiKeyBaseUrl.value.trim()
   return {
     platform: form.platform,
     type: form.type,
-    base_url: apiKeyBaseUrl.value || undefined,
+    base_url: baseUrl || undefined,
     api_key: apiKeyValue.value
   }
 })
@@ -4956,7 +5018,8 @@ const resetForm = () => {
   accountCategory.value = 'oauth-based'
   addMethod.value = 'oauth'
   accountMode.value = 'payg'
-  apiProtocol.value = 'chat_completions'
+  apiProtocol.value = 'adaptive'
+  adaptiveBaseUrls.value = { chat_completions: '', anthropic: '', responses: '' }
   apiKeyBaseUrl.value = 'https://api.anthropic.com'
   apiKeyValue.value = ''
   upstreamBillingAutoProbeEnabled.value = true
@@ -5425,10 +5488,19 @@ const handleSubmit = async () => {
   if (form.platform === 'kimi' || form.platform === 'zhipu' || form.platform === 'deepseek') {
     credentials.account_mode = accountMode.value
     credentials.api_protocol = apiProtocol.value
+    if (apiProtocol.value === 'adaptive') {
+      const defaults = defaultCNAdaptiveBaseUrls(form.platform, accountMode.value)
+      const protocolBaseUrls: Record<string, string> = {}
+      for (const item of cnAdaptiveProtocolOptions.value) {
+        protocolBaseUrls[item.value] = (adaptiveBaseUrls.value[item.value] || defaults[item.value]).trim()
+      }
+      credentials.api_base_urls = protocolBaseUrls
+      credentials.base_url = protocolBaseUrls.chat_completions
+    }
     const resolvedCNBase = (
       apiKeyBaseUrl.value.trim() || defaultCNBaseUrl(form.platform, accountMode.value, apiProtocol.value)
     ).trim()
-    if (resolvedCNBase) {
+    if (apiProtocol.value !== 'adaptive' && resolvedCNBase) {
       credentials.base_url = resolvedCNBase
     }
   }
diff --git a/frontend/src/components/account/EditAccountModal.vue b/frontend/src/components/account/EditAccountModal.vue
index 6495b61e6a..d1cb92df59 100644
--- a/frontend/src/components/account/EditAccountModal.vue
+++ b/frontend/src/components/account/EditAccountModal.vue
@@ -28,7 +28,7 @@
 
       <!-- API Key fields (only for apikey type) -->
       <div v-if="account.type === 'apikey'" class="space-y-4">
-        <div>
+        <div v-if="!isCNApiKeyAccount || editApiProtocol !== 'adaptive'">
           <label class="input-label">{{ t('admin.accounts.baseUrl') }}</label>
           <input
             v-model="editBaseUrl"
@@ -62,6 +62,20 @@
             @select="onCnPresetSelect"
           />
         </div>
+        <div v-else>
+          <label class="input-label">{{ t('admin.accounts.cnProviders.apiProtocol.endpoints') }}</label>
+          <div class="mt-2 space-y-3">
+            <div v-for="item in editAdaptiveProtocolOptions" :key="item.value">
+              <label class="mb-1 block text-xs font-medium text-gray-600 dark:text-gray-400">
+                {{ t(`admin.accounts.cnProviders.apiProtocol.${item.labelKey}`) }}
+              </label>
+              <input v-model="editAdaptiveBaseUrls[item.value]" type="text" class="input" />
+            </div>
+          </div>
+          <p v-if="account.platform !== 'deepseek'" class="input-hint">
+            {{ t('admin.accounts.cnProviders.apiProtocol.responsesFallbackDesc') }}
+          </p>
+        </div>
         <!-- Account Mode Selection (CN providers) -->
         <div v-if="isCNApiKeyAccount">
           <label class="input-label">{{ t('admin.accounts.cnProviders.accountMode.title') }}</label>
@@ -2802,11 +2816,13 @@ import {
   isHeaderOverrideCapable,
   splitHeaderOverridesObject,
   validateHeaderOverrideRows,
+  defaultCNAdaptiveBaseUrls,
   defaultCNBaseUrl,
   HEADER_OVERRIDE_ENABLED_CREDENTIAL_KEY,
   HEADER_OVERRIDES_CREDENTIAL_KEY,
   type CnAccountMode,
   type CnApiProtocol,
+  type CnNativeApiProtocol,
   type HeaderOverrideRow
 } from '@/components/account/credentialsBuilder'
 import { formatDateTime, formatDateTimeLocalInput, parseDateTimeLocalInput } from '@/utils/format'
@@ -2909,8 +2925,13 @@ const cnPresetPlatform = computed<'kimi' | 'zhipu' | 'deepseek'>(() => {
   }
   return 'kimi'
 })
-const editApiProtocol = ref<CnApiProtocol>('chat_completions')
+const editApiProtocol = ref<CnApiProtocol>('adaptive')
 const editAccountMode = ref<CnAccountMode>('payg')
+const editAdaptiveBaseUrls = ref<Record<CnNativeApiProtocol, string>>({
+  chat_completions: '',
+  anthropic: '',
+  responses: ''
+})
 // 回填窗口标志：syncFormFromAccount 会同步改写 editAccountMode / editApiProtocol，
 // 而 watcher（pre-flush）在同步代码执行完之后才触发——若不抑制，会把刚恢复的
 // 存储版 base_url（可能是用户自定义/中转地址）覆盖为官方预设并在下次保存时持久化。
@@ -2930,6 +2951,7 @@ const cnAccountModeOptions = computed<Array<{ value: CnAccountMode; labelKey: 'p
 )
 const cnProtocolOptions = computed<Array<{ value: CnApiProtocol; labelKey: string }>>(() => {
   const opts: Array<{ value: CnApiProtocol; labelKey: string }> = [
+    { value: 'adaptive', labelKey: 'adaptive' },
     { value: 'chat_completions', labelKey: 'chatCompletions' },
     { value: 'anthropic', labelKey: 'anthropic' }
   ]
@@ -2938,11 +2960,35 @@ const cnProtocolOptions = computed<Array<{ value: CnApiProtocol; labelKey: strin
   }
   return opts
 })
-watch(editApiProtocol, (protocol) => {
+const editAdaptiveProtocolOptions = computed<Array<{ value: CnNativeApiProtocol; labelKey: string }>>(() => {
+  const opts: Array<{ value: CnNativeApiProtocol; labelKey: string }> = [
+    { value: 'chat_completions', labelKey: 'chatCompletions' },
+    { value: 'anthropic', labelKey: 'anthropic' }
+  ]
+  if (props.account?.platform === 'deepseek') opts.push({ value: 'responses', labelKey: 'responses' })
+  return opts
+})
+watch(editApiProtocol, (protocol, previousProtocol) => {
   if (!isCNApiKeyAccount.value || syncingForm.value) return
+  if (protocol === 'adaptive') {
+    const defaults = defaultCNAdaptiveBaseUrls(cnPresetPlatform.value, editAccountMode.value)
+    for (const item of editAdaptiveProtocolOptions.value) {
+      if (!editAdaptiveBaseUrls.value[item.value]) editAdaptiveBaseUrls.value[item.value] = defaults[item.value]
+    }
+    if (previousProtocol !== 'adaptive' && editBaseUrl.value.trim()) {
+      editAdaptiveBaseUrls.value[previousProtocol] = editBaseUrl.value.trim()
+    }
+    editBaseUrl.value = editAdaptiveBaseUrls.value.chat_completions
+    return
+  }
+  if (previousProtocol === 'adaptive') {
+    editBaseUrl.value = editAdaptiveBaseUrls.value[protocol] ||
+      defaultCNBaseUrl(props.account!.platform, editAccountMode.value, protocol)
+    return
+  }
   editBaseUrl.value = defaultCNBaseUrl(props.account!.platform, editAccountMode.value, protocol)
 })
-watch(editAccountMode, (mode) => {
+watch(editAccountMode, (mode, previousMode) => {
   if (!isCNApiKeyAccount.value || syncingForm.value) return
   // deepseek 无 coding 套餐：防御性回退（UI 已隐藏该选项）。
   const effectiveMode = props.account!.platform === 'deepseek' && mode === 'coding' ? 'payg' : mode
@@ -2950,6 +2996,17 @@ watch(editAccountMode, (mode) => {
     editAccountMode.value = effectiveMode
     return
   }
+  if (editApiProtocol.value === 'adaptive') {
+    const previousDefaults = defaultCNAdaptiveBaseUrls(cnPresetPlatform.value, previousMode)
+    const nextDefaults = defaultCNAdaptiveBaseUrls(cnPresetPlatform.value, mode)
+    for (const item of editAdaptiveProtocolOptions.value) {
+      if (!editAdaptiveBaseUrls.value[item.value] || editAdaptiveBaseUrls.value[item.value] === previousDefaults[item.value]) {
+        editAdaptiveBaseUrls.value[item.value] = nextDefaults[item.value]
+      }
+    }
+    editBaseUrl.value = editAdaptiveBaseUrls.value.chat_completions
+    return
+  }
   editBaseUrl.value = defaultCNBaseUrl(props.account!.platform, mode, editApiProtocol.value)
 })
 const cnProtocolDescKey = computed(
@@ -3774,10 +3831,46 @@ const syncFormFromAccount = (newAccount: Account | null) => {
       editAccountMode.value = credentials.account_mode === 'coding' ? 'coding' : 'payg'
       const storedProtocol = credentials.api_protocol
       editApiProtocol.value =
-        storedProtocol === 'anthropic' || storedProtocol === 'responses' ? storedProtocol : 'chat_completions'
+        storedProtocol === 'adaptive' ||
+        storedProtocol === 'chat_completions' ||
+        storedProtocol === 'anthropic' ||
+        storedProtocol === 'responses'
+          ? storedProtocol
+          : 'chat_completions'
       if (newAccount.platform !== 'deepseek' && editApiProtocol.value === 'responses') {
         editApiProtocol.value = 'chat_completions'
       }
+      const adaptiveDefaults = defaultCNAdaptiveBaseUrls(newAccount.platform, editAccountMode.value)
+      const storedBaseUrls = (credentials.api_base_urls as Record<string, unknown> | undefined) || {}
+      const legacyBaseUrl = typeof credentials.base_url === 'string' ? credentials.base_url.trim() : ''
+      const storedChatBaseUrl = typeof storedBaseUrls.chat_completions === 'string'
+        ? storedBaseUrls.chat_completions.trim()
+        : ''
+      const storedAnthropicBaseUrl = typeof storedBaseUrls.anthropic === 'string'
+        ? storedBaseUrls.anthropic.trim()
+        : ''
+      const storedResponsesBaseUrl = typeof storedBaseUrls.responses === 'string'
+        ? storedBaseUrls.responses.trim()
+        : ''
+      const nextAdaptiveBaseUrls: Record<CnNativeApiProtocol, string> = {
+        chat_completions: storedChatBaseUrl || adaptiveDefaults.chat_completions,
+        anthropic: storedAnthropicBaseUrl || adaptiveDefaults.anthropic,
+        responses: storedResponsesBaseUrl || adaptiveDefaults.responses
+      }
+      const legacyProtocol: CnNativeApiProtocol = editApiProtocol.value === 'anthropic'
+        ? 'anthropic'
+        : editApiProtocol.value === 'responses'
+          ? 'responses'
+          : 'chat_completions'
+      const storedLegacyBaseUrl = legacyProtocol === 'anthropic'
+        ? storedAnthropicBaseUrl
+        : legacyProtocol === 'responses'
+          ? storedResponsesBaseUrl
+          : storedChatBaseUrl
+      if (legacyBaseUrl && !storedLegacyBaseUrl) {
+        nextAdaptiveBaseUrls[legacyProtocol] = legacyBaseUrl
+      }
+      editAdaptiveBaseUrls.value = nextAdaptiveBaseUrls
     }
     const platformDefaultUrl =
       newAccount.platform === 'openai'
@@ -3791,7 +3884,9 @@ const syncFormFromAccount = (newAccount: Account | null) => {
                 newAccount.platform === 'deepseek'
               ? defaultCNBaseUrl(newAccount.platform, editAccountMode.value, editApiProtocol.value)
               : 'https://api.anthropic.com'
-    editBaseUrl.value = (credentials.base_url as string) || platformDefaultUrl
+    editBaseUrl.value = isCNApiKeyAccount.value && editApiProtocol.value === 'adaptive'
+      ? editAdaptiveBaseUrls.value.chat_completions
+      : (credentials.base_url as string) || platformDefaultUrl
 
     // Load model mappings and detect mode
     loadModelRestrictionFromMapping(credentials.model_mapping as Record<string, unknown> | undefined)
@@ -4463,6 +4558,17 @@ const handleSubmit = async () => {
       if (isCNApiKeyAccount.value) {
         newCredentials.account_mode = editAccountMode.value
         newCredentials.api_protocol = editApiProtocol.value
+        if (editApiProtocol.value === 'adaptive') {
+          const defaults = defaultCNAdaptiveBaseUrls(cnPresetPlatform.value, editAccountMode.value)
+          const protocolBaseUrls: Record<string, string> = {}
+          for (const item of editAdaptiveProtocolOptions.value) {
+            protocolBaseUrls[item.value] = (editAdaptiveBaseUrls.value[item.value] || defaults[item.value]).trim()
+          }
+          newCredentials.api_base_urls = protocolBaseUrls
+          newCredentials.base_url = protocolBaseUrls.chat_completions
+        } else {
+          delete newCredentials.api_base_urls
+        }
       }
 
       // Handle API key
diff --git a/frontend/src/components/account/__tests__/CreateAccountModal.spec.ts b/frontend/src/components/account/__tests__/CreateAccountModal.spec.ts
index 552998802f..e5a0c8c9c1 100644
--- a/frontend/src/components/account/__tests__/CreateAccountModal.spec.ts
+++ b/frontend/src/components/account/__tests__/CreateAccountModal.spec.ts
@@ -110,6 +110,20 @@ const GroupSelectorStub = defineComponent({
   `,
 })
 
+const ModelWhitelistSelectorStub = defineComponent({
+  name: 'ModelWhitelistSelector',
+  props: {
+    modelValue: {
+      type: Array,
+      default: () => [],
+    },
+    platform: String,
+    syncCredentials: Object,
+  },
+  emits: ['update:modelValue'],
+  template: '<div data-testid="model-whitelist-selector" />',
+})
+
 function mountModal(groups: any[] = []) {
   return mount(CreateAccountModal, {
     props: { show: true, proxies: [], groups },
@@ -124,7 +138,7 @@ function mountModal(groups: any[] = []) {
         ProxySelector: true,
         ProxyAdBanner: true,
         GroupSelector: GroupSelectorStub,
-        ModelWhitelistSelector: true,
+        ModelWhitelistSelector: ModelWhitelistSelectorStub,
         QuotaLimitCard: true,
       },
     },
@@ -269,6 +283,43 @@ describe('CreateAccountModal OpenAI long-context billing', () => {
     expect(probeUpstreamBillingMock).not.toHaveBeenCalled()
   })
 
+  it('submits adaptive Kimi protocol endpoints', async () => {
+    const wrapper = mountModal()
+    await selectButtonByText(wrapper, 'Kimi')
+    await wrapper.get('form#create-account-form input[type="text"]').setValue('Kimi adaptive')
+    await wrapper.get('form#create-account-form input[type="password"]').setValue('sk-kimi')
+
+    await wrapper.get('form#create-account-form').trigger('submit.prevent')
+    await flushPromises()
+
+    expect(createAccountMock).toHaveBeenCalledTimes(1)
+    expect(createAccountMock.mock.calls[0]?.[0]?.credentials).toMatchObject({
+      account_mode: 'payg',
+      api_protocol: 'adaptive',
+      base_url: 'https://api.moonshot.cn/v1',
+      api_base_urls: {
+        chat_completions: 'https://api.moonshot.cn/v1',
+        anthropic: 'https://api.moonshot.cn/anthropic'
+      }
+    })
+  })
+
+  it('uses the edited adaptive Chat endpoint when previewing upstream models', async () => {
+    const wrapper = mountModal()
+    await selectButtonByText(wrapper, 'Kimi')
+    await wrapper
+      .get('[data-testid="cn-adaptive-base-url-chat_completions"]')
+      .setValue('https://relay.example.com/v1')
+    await wrapper.get('form#create-account-form input[type="password"]').setValue('sk-relay')
+
+    expect(wrapper.getComponent(ModelWhitelistSelectorStub).props('syncCredentials')).toMatchObject({
+      platform: 'kimi',
+      type: 'apikey',
+      base_url: 'https://relay.example.com/v1',
+      api_key: 'sk-relay'
+    })
+  })
+
   it('exposes Agent Identity in the OpenAI authorization methods', async () => {
     const wrapper = mountModal()
     await selectButtonByText(wrapper, 'OpenAI')
diff --git a/frontend/src/components/account/__tests__/EditAccountModal.spec.ts b/frontend/src/components/account/__tests__/EditAccountModal.spec.ts
index e21089313e..acd0436f6a 100644
--- a/frontend/src/components/account/__tests__/EditAccountModal.spec.ts
+++ b/frontend/src/components/account/__tests__/EditAccountModal.spec.ts
@@ -343,6 +343,178 @@ describe('EditAccountModal', () => {
     })
   })
 
+  it('preserves adaptive GLM endpoints on submit', async () => {
+    const account = buildAccount()
+    account.platform = 'zhipu'
+    account.credentials = {
+      api_key: 'sk-glm',
+      account_mode: 'coding',
+      api_protocol: 'adaptive',
+      base_url: 'https://open.bigmodel.cn/api/coding/paas/v4',
+      api_base_urls: {
+        chat_completions: 'https://open.bigmodel.cn/api/coding/paas/v4',
+        anthropic: 'https://open.bigmodel.cn/api/anthropic'
+      }
+    }
+    updateAccountMock.mockReset().mockResolvedValue(account)
+    checkMixedChannelRiskMock.mockReset().mockResolvedValue({ has_risk: false })
+
+    const wrapper = mountModal(account)
+    await wrapper.get('form#edit-account-form').trigger('submit.prevent')
+
+    expect(updateAccountMock).toHaveBeenCalledTimes(1)
+    expect(updateAccountMock.mock.calls[0]?.[1]?.credentials).toMatchObject({
+      account_mode: 'coding',
+      api_protocol: 'adaptive',
+      base_url: 'https://open.bigmodel.cn/api/coding/paas/v4',
+      api_base_urls: {
+        chat_completions: 'https://open.bigmodel.cn/api/coding/paas/v4',
+        anthropic: 'https://open.bigmodel.cn/api/anthropic'
+      }
+    })
+  })
+
+  it.each([
+    ['explicit Chat Completions', 'chat_completions'],
+    ['legacy missing protocol', undefined]
+  ])('preserves a custom CN relay for %s accounts', async (_name, storedProtocol) => {
+    const account = buildAccount()
+    account.platform = 'zhipu'
+    account.credentials = {
+      api_key: 'sk-glm',
+      account_mode: 'payg',
+      base_url: 'https://relay.example.com/v1'
+    }
+    if (storedProtocol) {
+      account.credentials.api_protocol = storedProtocol
+    }
+    updateAccountMock.mockReset().mockResolvedValue(account)
+    checkMixedChannelRiskMock.mockReset().mockResolvedValue({ has_risk: false })
+
+    const wrapper = mountModal(account)
+    await wrapper.get('form#edit-account-form').trigger('submit.prevent')
+
+    expect(updateAccountMock).toHaveBeenCalledTimes(1)
+    const submittedCredentials = updateAccountMock.mock.calls[0]?.[1]?.credentials
+    expect(submittedCredentials).toMatchObject({
+      account_mode: 'payg',
+      api_protocol: 'chat_completions',
+      base_url: 'https://relay.example.com/v1'
+    })
+    expect(submittedCredentials).not.toHaveProperty('api_base_urls')
+  })
+
+  it('uses the legacy base_url when adaptive endpoints are missing', async () => {
+    const account = buildAccount()
+    account.platform = 'zhipu'
+    account.credentials = {
+      api_key: 'sk-glm',
+      account_mode: 'payg',
+      api_protocol: 'adaptive',
+      base_url: 'https://relay.example.com/v1',
+      api_base_urls: {
+        chat_completions: '   '
+      }
+    }
+    updateAccountMock.mockReset().mockResolvedValue(account)
+    checkMixedChannelRiskMock.mockReset().mockResolvedValue({ has_risk: false })
+
+    const wrapper = mountModal(account)
+    await wrapper.get('form#edit-account-form').trigger('submit.prevent')
+
+    expect(updateAccountMock).toHaveBeenCalledTimes(1)
+    expect(updateAccountMock.mock.calls[0]?.[1]?.credentials).toMatchObject({
+      api_protocol: 'adaptive',
+      base_url: 'https://relay.example.com/v1',
+      api_base_urls: {
+        chat_completions: 'https://relay.example.com/v1',
+        anthropic: 'https://open.bigmodel.cn/api/anthropic'
+      }
+    })
+  })
+
+  it('carries a fixed Chat relay into Adaptive when the user switches protocols', async () => {
+    const account = buildAccount()
+    account.platform = 'zhipu'
+    account.credentials = {
+      api_key: 'sk-glm',
+      account_mode: 'payg',
+      api_protocol: 'chat_completions',
+      base_url: 'https://relay.example.com/v1'
+    }
+    updateAccountMock.mockReset().mockResolvedValue(account)
+    checkMixedChannelRiskMock.mockReset().mockResolvedValue({ has_risk: false })
+
+    const wrapper = mountModal(account)
+    const adaptiveButton = wrapper
+      .findAll('button')
+      .find(button => button.text().includes('admin.accounts.cnProviders.apiProtocol.adaptive'))
+    expect(adaptiveButton).toBeDefined()
+    await adaptiveButton!.trigger('click')
+    await wrapper.get('form#edit-account-form').trigger('submit.prevent')
+
+    expect(updateAccountMock).toHaveBeenCalledTimes(1)
+    expect(updateAccountMock.mock.calls[0]?.[1]?.credentials).toMatchObject({
+      api_protocol: 'adaptive',
+      base_url: 'https://relay.example.com/v1',
+      api_base_urls: {
+        chat_completions: 'https://relay.example.com/v1'
+      }
+    })
+  })
+
+  it.each([
+    {
+      name: 'Anthropic',
+      platform: 'zhipu',
+      protocol: 'anthropic',
+      baseUrl: 'https://relay.example.com/anthropic',
+      expectedBaseUrl: 'https://open.bigmodel.cn/api/paas/v4',
+      expectedProtocolUrls: {
+        chat_completions: 'https://open.bigmodel.cn/api/paas/v4',
+        anthropic: 'https://relay.example.com/anthropic'
+      }
+    },
+    {
+      name: 'Responses',
+      platform: 'deepseek',
+      protocol: 'responses',
+      baseUrl: 'https://relay.example.com/responses',
+      expectedBaseUrl: 'https://api.deepseek.com',
+      expectedProtocolUrls: {
+        chat_completions: 'https://api.deepseek.com',
+        anthropic: 'https://api.deepseek.com/anthropic',
+        responses: 'https://relay.example.com/responses'
+      }
+    }
+  ])('keeps a fixed $name relay in its protocol slot when switching to Adaptive', async (testCase) => {
+    const account = buildAccount()
+    account.platform = testCase.platform
+    account.credentials = {
+      api_key: 'sk-cn',
+      account_mode: 'payg',
+      api_protocol: testCase.protocol,
+      base_url: testCase.baseUrl
+    }
+    updateAccountMock.mockReset().mockResolvedValue(account)
+    checkMixedChannelRiskMock.mockReset().mockResolvedValue({ has_risk: false })
+
+    const wrapper = mountModal(account)
+    const adaptiveButton = wrapper
+      .findAll('button')
+      .find(button => button.text().includes('admin.accounts.cnProviders.apiProtocol.adaptive'))
+    expect(adaptiveButton).toBeDefined()
+    await adaptiveButton!.trigger('click')
+    await wrapper.get('form#edit-account-form').trigger('submit.prevent')
+
+    expect(updateAccountMock).toHaveBeenCalledTimes(1)
+    expect(updateAccountMock.mock.calls[0]?.[1]?.credentials).toMatchObject({
+      api_protocol: 'adaptive',
+      base_url: testCase.expectedBaseUrl,
+      api_base_urls: testCase.expectedProtocolUrls
+    })
+  })
+
   it('preserves model mappings when editing the whitelist', async () => {
     const account = buildAccount()
     account.credentials.model_mapping = {
diff --git a/frontend/src/components/account/__tests__/credentialsBuilder.cnAdaptive.spec.ts b/frontend/src/components/account/__tests__/credentialsBuilder.cnAdaptive.spec.ts
new file mode 100644
index 0000000000..618210ddf0
--- /dev/null
+++ b/frontend/src/components/account/__tests__/credentialsBuilder.cnAdaptive.spec.ts
@@ -0,0 +1,39 @@
+import { describe, expect, it } from 'vitest'
+
+import { defaultCNAdaptiveBaseUrls } from '../credentialsBuilder'
+
+describe('defaultCNAdaptiveBaseUrls', () => {
+  it('resolves Kimi endpoints by account mode', () => {
+    expect(defaultCNAdaptiveBaseUrls('kimi', 'payg')).toEqual({
+      chat_completions: 'https://api.moonshot.cn/v1',
+      anthropic: 'https://api.moonshot.cn/anthropic',
+      responses: ''
+    })
+    expect(defaultCNAdaptiveBaseUrls('kimi', 'coding')).toEqual({
+      chat_completions: 'https://api.kimi.com/coding/v1',
+      anthropic: 'https://api.kimi.com/coding',
+      responses: ''
+    })
+  })
+
+  it('resolves GLM endpoints by account mode', () => {
+    expect(defaultCNAdaptiveBaseUrls('zhipu', 'payg')).toEqual({
+      chat_completions: 'https://open.bigmodel.cn/api/paas/v4',
+      anthropic: 'https://open.bigmodel.cn/api/anthropic',
+      responses: ''
+    })
+    expect(defaultCNAdaptiveBaseUrls('zhipu', 'coding')).toEqual({
+      chat_completions: 'https://open.bigmodel.cn/api/coding/paas/v4',
+      anthropic: 'https://open.bigmodel.cn/api/anthropic',
+      responses: ''
+    })
+  })
+
+  it('includes all three native DeepSeek endpoints', () => {
+    expect(defaultCNAdaptiveBaseUrls('deepseek', 'payg')).toEqual({
+      chat_completions: 'https://api.deepseek.com',
+      anthropic: 'https://api.deepseek.com/anthropic',
+      responses: 'https://api.deepseek.com'
+    })
+  })
+})
diff --git a/frontend/src/components/account/credentialsBuilder.ts b/frontend/src/components/account/credentialsBuilder.ts
index 1ba2cb22bf..7f844fba0a 100644
--- a/frontend/src/components/account/credentialsBuilder.ts
+++ b/frontend/src/components/account/credentialsBuilder.ts
@@ -256,8 +256,9 @@ export const GROK_BASE_URL_PRESETS: GrokBaseUrlPreset[] = [
 
 export type CnAccountMode = 'payg' | 'coding'
 
-/** 仅 deepseek 支持 responses 协议（官方原生 /responses 端点，适配 Codex）。 */
-export type CnApiProtocol = 'chat_completions' | 'anthropic' | 'responses'
+/** 仅 deepseek 支持原生 responses；adaptive 会按入站协议选择原生端点。 */
+export type CnApiProtocol = 'adaptive' | 'chat_completions' | 'anthropic' | 'responses'
+export type CnNativeApiProtocol = Exclude<CnApiProtocol, 'adaptive'>
 
 export interface CnBaseUrlPreset {
   mode: CnAccountMode
@@ -321,6 +322,18 @@ export function defaultCNBaseUrl(
   }
 }
 
+/** 返回自适应模式下需要配置的原生协议及其默认端点。 */
+export function defaultCNAdaptiveBaseUrls(
+  platform: 'kimi' | 'zhipu' | 'deepseek',
+  mode: CnAccountMode
+): Record<CnNativeApiProtocol, string> {
+  return {
+    chat_completions: defaultCNBaseUrl(platform, mode, 'chat_completions'),
+    anthropic: defaultCNBaseUrl(platform, mode, 'anthropic'),
+    responses: platform === 'deepseek' ? defaultCNBaseUrl(platform, mode, 'responses') : ''
+  }
+}
+
 // ===== 国产供应商用量单元格可见性（单一事实源） =====
 // CNProviderQuotaCell / CNProviderBalanceCell 与 AccountUsageCell 的占位符判定
 // 共用，避免多处复制条件后一处改另一处漏改。
diff --git a/frontend/src/i18n/locales/en/admin/accounts.ts b/frontend/src/i18n/locales/en/admin/accounts.ts
index 858e420b99..b207251a60 100644
--- a/frontend/src/i18n/locales/en/admin/accounts.ts
+++ b/frontend/src/i18n/locales/en/admin/accounts.ts
@@ -118,6 +118,10 @@ export default {
         },
         apiProtocol: {
           title: 'API Protocol',
+          adaptive: 'Adaptive',
+          adaptiveDesc: 'Uses the matching native provider endpoint for each inbound protocol, converting only when unavailable.',
+          endpoints: 'Protocol endpoints',
+          responsesFallbackDesc: 'Responses requests are converted to Chat Completions because this provider has no native Responses endpoint.',
           chatCompletions: 'Chat Completions',
           chatCompletionsDesc: 'Standard OpenAI-compatible endpoint; requests in other formats are converted.',
           anthropic: 'Anthropic',
diff --git a/frontend/src/i18n/locales/zh/admin/accounts.ts b/frontend/src/i18n/locales/zh/admin/accounts.ts
index 0d1883da06..382e86cbd1 100644
--- a/frontend/src/i18n/locales/zh/admin/accounts.ts
+++ b/frontend/src/i18n/locales/zh/admin/accounts.ts
@@ -321,6 +321,10 @@ export default {
         },
         apiProtocol: {
           title: 'API 协议',
+          adaptive: '自适应',
+          adaptiveDesc: '按入站协议优先使用供应商原生端点，仅在没有对应端点时转换。',
+          endpoints: '协议端点',
+          responsesFallbackDesc: '该供应商没有原生 Responses 端点，Responses 请求将转换为 Chat Completions。',
           chatCompletions: 'Chat Completions',
           chatCompletionsDesc: '标准 OpenAI 兼容端点，其他格式请求将被转换。',
           anthropic: 'Anthropic',