diff --git a/internal/runtime/executor/claude_executor.go b/internal/runtime/executor/claude_executor.go
index 51abfc30..10ec6923 100644
--- a/internal/runtime/executor/claude_executor.go
+++ b/internal/runtime/executor/claude_executor.go
@@ -61,10 +61,7 @@ func (e *ClaudeExecutor) Execute(ctx context.Context, auth *cliproxyauth.Auth, r
 	}
 	applyClaudeHeaders(httpReq, apiKey, false)
 
-	httpClient := &http.Client{}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return cliproxyexecutor.Response{}, err
@@ -130,10 +127,7 @@ func (e *ClaudeExecutor) ExecuteStream(ctx context.Context, auth *cliproxyauth.A
 	}
 	applyClaudeHeaders(httpReq, apiKey, true)
 
-	httpClient := &http.Client{Timeout: 0}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return nil, err
@@ -196,10 +190,7 @@ func (e *ClaudeExecutor) CountTokens(ctx context.Context, auth *cliproxyauth.Aut
 	}
 	applyClaudeHeaders(httpReq, apiKey, false)
 
-	httpClient := &http.Client{}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return cliproxyexecutor.Response{}, err
diff --git a/internal/runtime/executor/codex_executor.go b/internal/runtime/executor/codex_executor.go
index 1ae6bfd9..b2fba5aa 100644
--- a/internal/runtime/executor/codex_executor.go
+++ b/internal/runtime/executor/codex_executor.go
@@ -85,10 +85,7 @@ func (e *CodexExecutor) Execute(ctx context.Context, auth *cliproxyauth.Auth, re
 	}
 	applyCodexHeaders(httpReq, auth, apiKey)
 
-	httpClient := &http.Client{}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return cliproxyexecutor.Response{}, err
@@ -172,10 +169,7 @@ func (e *CodexExecutor) ExecuteStream(ctx context.Context, auth *cliproxyauth.Au
 	}
 	applyCodexHeaders(httpReq, auth, apiKey)
 
-	httpClient := &http.Client{Timeout: 0}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return nil, err
diff --git a/internal/runtime/executor/gemini_cli_executor.go b/internal/runtime/executor/gemini_cli_executor.go
index 876eafd4..6643417a 100644
--- a/internal/runtime/executor/gemini_cli_executor.go
+++ b/internal/runtime/executor/gemini_cli_executor.go
@@ -74,7 +74,7 @@ func (e *GeminiCLIExecutor) Execute(ctx context.Context, auth *cliproxyauth.Auth
 		models = append([]string{req.Model}, models...)
 	}
 
-	httpClient := newHTTPClient(ctx, 0)
+	httpClient := newHTTPClient(ctx, e.cfg, auth, 0)
 	respCtx := context.WithValue(ctx, "alt", opts.Alt)
 
 	var lastStatus int
@@ -155,7 +155,7 @@ func (e *GeminiCLIExecutor) ExecuteStream(ctx context.Context, auth *cliproxyaut
 		models = append([]string{req.Model}, models...)
 	}
 
-	httpClient := newHTTPClient(ctx, 0)
+	httpClient := newHTTPClient(ctx, e.cfg, auth, 0)
 	respCtx := context.WithValue(ctx, "alt", opts.Alt)
 
 	var lastStatus int
@@ -281,7 +281,7 @@ func (e *GeminiCLIExecutor) CountTokens(ctx context.Context, auth *cliproxyauth.
 		models = append([]string{req.Model}, models...)
 	}
 
-	httpClient := newHTTPClient(ctx, 0)
+	httpClient := newHTTPClient(ctx, e.cfg, auth, 0)
 	respCtx := context.WithValue(ctx, "alt", opts.Alt)
 
 	var lastStatus int
@@ -438,15 +438,8 @@ func updateGeminiCLITokenMetadata(auth *cliproxyauth.Auth, base map[string]any,
 	auth.Metadata["token"] = merged
 }
 
-func newHTTPClient(ctx context.Context, timeout time.Duration) *http.Client {
-	client := &http.Client{}
-	if timeout > 0 {
-		client.Timeout = timeout
-	}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		client.Transport = rt
-	}
-	return client
+func newHTTPClient(ctx context.Context, cfg *config.Config, auth *cliproxyauth.Auth, timeout time.Duration) *http.Client {
+	return newProxyAwareHTTPClient(ctx, cfg, auth, timeout)
 }
 
 func cloneMap(in map[string]any) map[string]any {
diff --git a/internal/runtime/executor/gemini_executor.go b/internal/runtime/executor/gemini_executor.go
index e35d81a8..38c55742 100644
--- a/internal/runtime/executor/gemini_executor.go
+++ b/internal/runtime/executor/gemini_executor.go
@@ -103,10 +103,7 @@ func (e *GeminiExecutor) Execute(ctx context.Context, auth *cliproxyauth.Auth, r
 		httpReq.Header.Set("Authorization", "Bearer "+bearer)
 	}
 
-	httpClient := &http.Client{}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return cliproxyexecutor.Response{}, err
@@ -159,10 +156,7 @@ func (e *GeminiExecutor) ExecuteStream(ctx context.Context, auth *cliproxyauth.A
 		httpReq.Header.Set("Authorization", "Bearer "+bearer)
 	}
 
-	httpClient := &http.Client{Timeout: 0}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return nil, err
@@ -230,10 +224,7 @@ func (e *GeminiExecutor) CountTokens(ctx context.Context, auth *cliproxyauth.Aut
 		httpReq.Header.Set("Authorization", "Bearer "+bearer)
 	}
 
-	httpClient := &http.Client{}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return cliproxyexecutor.Response{}, err
diff --git a/internal/runtime/executor/openai_compat_executor.go b/internal/runtime/executor/openai_compat_executor.go
index 4a2777ba..7a9155b3 100644
--- a/internal/runtime/executor/openai_compat_executor.go
+++ b/internal/runtime/executor/openai_compat_executor.go
@@ -63,10 +63,7 @@ func (e *OpenAICompatExecutor) Execute(ctx context.Context, auth *cliproxyauth.A
 	httpReq.Header.Set("Authorization", "Bearer "+apiKey)
 	httpReq.Header.Set("User-Agent", "cli-proxy-openai-compat")
 
-	httpClient := &http.Client{}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return cliproxyexecutor.Response{}, err
@@ -115,10 +112,7 @@ func (e *OpenAICompatExecutor) ExecuteStream(ctx context.Context, auth *cliproxy
 	httpReq.Header.Set("Accept", "text/event-stream")
 	httpReq.Header.Set("Cache-Control", "no-cache")
 
-	httpClient := &http.Client{Timeout: 0}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return nil, err
diff --git a/internal/runtime/executor/proxy_helpers.go b/internal/runtime/executor/proxy_helpers.go
new file mode 100644
index 00000000..4979e9f5
--- /dev/null
+++ b/internal/runtime/executor/proxy_helpers.go
@@ -0,0 +1,113 @@
+package executor
+
+import (
+	"context"
+	"net"
+	"net/http"
+	"net/url"
+	"strings"
+	"time"
+
+	"github.com/router-for-me/CLIProxyAPI/v6/internal/config"
+	cliproxyauth "github.com/router-for-me/CLIProxyAPI/v6/sdk/cliproxy/auth"
+	log "github.com/sirupsen/logrus"
+	"golang.org/x/net/proxy"
+)
+
+// newProxyAwareHTTPClient creates an HTTP client with proper proxy configuration priority:
+// 1. Use auth.ProxyURL if configured (highest priority)
+// 2. Use cfg.ProxyURL if auth proxy is not configured
+// 3. Use RoundTripper from context if neither are configured
+//
+// Parameters:
+//   - ctx: The context containing optional RoundTripper
+//   - cfg: The application configuration
+//   - auth: The authentication information
+//   - timeout: The client timeout (0 means no timeout)
+//
+// Returns:
+//   - *http.Client: An HTTP client with configured proxy or transport
+func newProxyAwareHTTPClient(ctx context.Context, cfg *config.Config, auth *cliproxyauth.Auth, timeout time.Duration) *http.Client {
+	httpClient := &http.Client{}
+	if timeout > 0 {
+		httpClient.Timeout = timeout
+	}
+
+	// Priority 1: Use auth.ProxyURL if configured
+	var proxyURL string
+	if auth != nil {
+		proxyURL = strings.TrimSpace(auth.ProxyURL)
+	}
+
+	// Priority 2: Use cfg.ProxyURL if auth proxy is not configured
+	if proxyURL == "" && cfg != nil {
+		proxyURL = strings.TrimSpace(cfg.ProxyURL)
+	}
+
+	// If we have a proxy URL configured, set up the transport
+	if proxyURL != "" {
+		transport := buildProxyTransport(proxyURL)
+		if transport != nil {
+			httpClient.Transport = transport
+			return httpClient
+		}
+		// If proxy setup failed, log and fall through to context RoundTripper
+		log.Debugf("failed to setup proxy from URL: %s, falling back to context transport", proxyURL)
+	}
+
+	// Priority 3: Use RoundTripper from context (typically from RoundTripperFor)
+	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
+		httpClient.Transport = rt
+	}
+
+	return httpClient
+}
+
+// buildProxyTransport creates an HTTP transport configured for the given proxy URL.
+// It supports SOCKS5, HTTP, and HTTPS proxy protocols.
+//
+// Parameters:
+//   - proxyURL: The proxy URL string (e.g., "socks5://user:pass@host:port", "http://host:port")
+//
+// Returns:
+//   - *http.Transport: A configured transport, or nil if the proxy URL is invalid
+func buildProxyTransport(proxyURL string) *http.Transport {
+	if proxyURL == "" {
+		return nil
+	}
+
+	parsedURL, errParse := url.Parse(proxyURL)
+	if errParse != nil {
+		log.Errorf("parse proxy URL failed: %v", errParse)
+		return nil
+	}
+
+	var transport *http.Transport
+
+	// Handle different proxy schemes
+	if parsedURL.Scheme == "socks5" {
+		// Configure SOCKS5 proxy with optional authentication
+		username := parsedURL.User.Username()
+		password, _ := parsedURL.User.Password()
+		proxyAuth := &proxy.Auth{User: username, Password: password}
+		dialer, errSOCKS5 := proxy.SOCKS5("tcp", parsedURL.Host, proxyAuth, proxy.Direct)
+		if errSOCKS5 != nil {
+			log.Errorf("create SOCKS5 dialer failed: %v", errSOCKS5)
+			return nil
+		}
+		// Set up a custom transport using the SOCKS5 dialer
+		transport = &http.Transport{
+			DialContext: func(ctx context.Context, network, addr string) (net.Conn, error) {
+				return dialer.Dial(network, addr)
+			},
+		}
+	} else if parsedURL.Scheme == "http" || parsedURL.Scheme == "https" {
+		// Configure HTTP or HTTPS proxy
+		transport = &http.Transport{Proxy: http.ProxyURL(parsedURL)}
+	} else {
+		log.Errorf("unsupported proxy scheme: %s", parsedURL.Scheme)
+		return nil
+	}
+
+	return transport
+}
diff --git a/internal/runtime/executor/qwen_executor.go b/internal/runtime/executor/qwen_executor.go
index c11bcb72..072a1b4f 100644
--- a/internal/runtime/executor/qwen_executor.go
+++ b/internal/runtime/executor/qwen_executor.go
@@ -58,10 +58,7 @@ func (e *QwenExecutor) Execute(ctx context.Context, auth *cliproxyauth.Auth, req
 	}
 	applyQwenHeaders(httpReq, token, false)
 
-	httpClient := &http.Client{}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return cliproxyexecutor.Response{}, err
@@ -112,10 +109,7 @@ func (e *QwenExecutor) ExecuteStream(ctx context.Context, auth *cliproxyauth.Aut
 	}
 	applyQwenHeaders(httpReq, token, true)
 
-	httpClient := &http.Client{Timeout: 0}
-	if rt, ok := ctx.Value("cliproxy.roundtripper").(http.RoundTripper); ok && rt != nil {
-		httpClient.Transport = rt
-	}
+	httpClient := newProxyAwareHTTPClient(ctx, e.cfg, auth, 0)
 	resp, err := httpClient.Do(httpReq)
 	if err != nil {
 		return nil, err