diff --git a/plugins/wasm-go/extensions/ai-proxy/README.md b/plugins/wasm-go/extensions/ai-proxy/README.md
index 4c321c825..83d468d2e 100644
--- a/plugins/wasm-go/extensions/ai-proxy/README.md
+++ b/plugins/wasm-go/extensions/ai-proxy/README.md
@@ -231,6 +231,18 @@ Ollama 所对应的 `type` 为 `ollama`。它特有的配置字段如下：
 | `ollamaServerHost` | string   | 必填     | -      | Ollama 服务器的主机地址             |
 | `ollamaServerPort` | number   | 必填     | -      | Ollama 服务器的端口号，默认为 11434 |
 
+#### 通用代理（Generic）
+
+当只需要借助 AI Proxy 的鉴权、basePath 处理或首包超时能力，且不希望插件改写路径时，可将 `provider.type` 设置为 `generic`。该 Provider 不绑定任何模型厂商，也不会做能力映射。
+
+| 名称          | 数据类型 | 填写要求 | 默认值 | 描述                                                                 |
+| ------------- | -------- | -------- | ------ | -------------------------------------------------------------------- |
+| `genericHost` | string   | 非必填   | -      | 指定要转发到的目标 Host；未配置时沿用客户端请求的 Host。 |
+
+- 配置了 `apiTokens` 时，会自动写入 `Authorization: Bearer <token>` 请求头，复用全局的 Token 轮询能力。
+- 当配置了 `firstByteTimeout` 时，会自动注入 `x-envoy-upstream-rq-first-byte-timeout-ms`。
+- `basePath` 与 `basePathHandling` 同样适用，可在通用转发中快捷地移除或添加统一前缀。
+
 #### 混元
 
 混元所对应的 `type` 为 `hunyuan`。它特有的配置字段如下：
diff --git a/plugins/wasm-go/extensions/ai-proxy/README_EN.md b/plugins/wasm-go/extensions/ai-proxy/README_EN.md
index 9cf005323..0064ec851 100644
--- a/plugins/wasm-go/extensions/ai-proxy/README_EN.md
+++ b/plugins/wasm-go/extensions/ai-proxy/README_EN.md
@@ -197,6 +197,18 @@ For Ollama, the corresponding `type` is `ollama`. Its unique configuration field
 | `ollamaServerHost` | string      | Required             | -             | The host address of the Ollama server.                                                                |
 | `ollamaServerPort` | number      | Required             | -             | The port number of the Ollama server, defaults to 11434.                                              |
 
+#### Generic
+
+For a vendor-agnostic passthrough, set the provider `type` to `generic`. Requests are forwarded without path remapping, while still benefiting from the shared header/basePath utilities.
+
+| Name           | Data Type | Requirement | Default | Description                                                                                              |
+|----------------|-----------|-------------|---------|----------------------------------------------------------------------------------------------------------|
+| `genericHost`  | string    | Optional    | -       | Overrides the upstream `Host` header. Use it to route traffic to a specific backend domain for generic proxying. |
+
+- When `apiTokens` are configured, the Generic provider injects `Authorization: Bearer <token>` automatically.
+- `firstByteTimeout` applies to any request whose body sets `stream: true`, ensuring consistent streaming behavior even without capability definitions.
+- `basePath` and `basePathHandling` remain available to strip or prepend prefixes before forwarding.
+
 #### Hunyuan
 
 For Hunyuan, the corresponding `type` is `hunyuan`. Its unique configuration fields are:
diff --git a/plugins/wasm-go/extensions/ai-proxy/main_test.go b/plugins/wasm-go/extensions/ai-proxy/main_test.go
index 97cb2b6ee..8851efa98 100644
--- a/plugins/wasm-go/extensions/ai-proxy/main_test.go
+++ b/plugins/wasm-go/extensions/ai-proxy/main_test.go
@@ -117,3 +117,9 @@ func TestFireworks(t *testing.T) {
 func TestUtil(t *testing.T) {
 	test.RunMapRequestPathByCapabilityTests(t)
 }
+
+func TestGeneric(t *testing.T) {
+	test.RunGenericParseConfigTests(t)
+	test.RunGenericOnHttpRequestHeadersTests(t)
+	test.RunGenericOnHttpRequestBodyTests(t)
+}
diff --git a/plugins/wasm-go/extensions/ai-proxy/provider/generic.go b/plugins/wasm-go/extensions/ai-proxy/provider/generic.go
new file mode 100644
index 000000000..ee35f65f7
--- /dev/null
+++ b/plugins/wasm-go/extensions/ai-proxy/provider/generic.go
@@ -0,0 +1,85 @@
+package provider
+
+import (
+	"net/http"
+	"strconv"
+
+	"github.com/alibaba/higress/plugins/wasm-go/extensions/ai-proxy/util"
+	"github.com/higress-group/proxy-wasm-go-sdk/proxywasm"
+	"github.com/higress-group/proxy-wasm-go-sdk/proxywasm/types"
+	"github.com/higress-group/wasm-go/pkg/log"
+	"github.com/higress-group/wasm-go/pkg/wrapper"
+)
+
+// genericProviderInitializer 用于创建一个不做能力映射的通用 Provider。
+type genericProviderInitializer struct{}
+
+// ValidateConfig 通用 Provider 不需要额外的配置校验。
+func (m *genericProviderInitializer) ValidateConfig(config *ProviderConfig) error {
+	return nil
+}
+
+// DefaultCapabilities 返回空映射，表示不会做路径或能力重写。
+func (m *genericProviderInitializer) DefaultCapabilities() map[string]string {
+	return map[string]string{}
+}
+
+// CreateProvider 创建 generic provider，并沿用通用的上下文缓存能力。
+func (m *genericProviderInitializer) CreateProvider(config ProviderConfig) (Provider, error) {
+	config.setDefaultCapabilities(m.DefaultCapabilities())
+	return &genericProvider{
+		config: config,
+	}, nil
+}
+
+// genericProvider 只负责公共的头部、请求体处理逻辑，不绑定任何厂商。
+type genericProvider struct {
+	config ProviderConfig
+}
+
+func (m *genericProvider) GetProviderType() string {
+	return providerTypeGeneric
+}
+
+// OnRequestHeaders 复用通用的 handleRequestHeaders，并在配置首包超时时写入相关头部。
+func (m *genericProvider) OnRequestHeaders(ctx wrapper.HttpContext, apiName ApiName) error {
+	m.config.handleRequestHeaders(m, ctx, apiName)
+	if m.config.firstByteTimeout > 0 {
+		ctx.SetContext(ctxKeyIsStreaming, true)
+		m.applyFirstByteTimeout()
+	}
+	return nil
+}
+
+func (m *genericProvider) OnRequestBody(ctx wrapper.HttpContext, apiName ApiName, body []byte) (types.Action, error) {
+	return types.ActionContinue, nil
+}
+
+// TransformRequestHeaders 只处理鉴权与 Host 改写，不做路径重写。
+func (m *genericProvider) TransformRequestHeaders(ctx wrapper.HttpContext, apiName ApiName, headers http.Header) {
+	if len(m.config.apiTokens) > 0 {
+		if token := m.config.GetApiTokenInUse(ctx); token != "" {
+			util.OverwriteRequestAuthorizationHeader(headers, "Bearer "+token)
+		}
+	}
+	if m.config.genericHost != "" {
+		util.OverwriteRequestHostHeader(headers, m.config.genericHost)
+	}
+	headers.Del("Content-Length")
+}
+
+// applyFirstByteTimeout 在配置了 firstByteTimeout 时，为所有流式请求写入超时头。
+func (m *genericProvider) applyFirstByteTimeout() {
+	if m.config.firstByteTimeout == 0 {
+		return
+	}
+	err := proxywasm.ReplaceHttpRequestHeader(
+		"x-envoy-upstream-rq-first-byte-timeout-ms",
+		strconv.FormatUint(uint64(m.config.firstByteTimeout), 10),
+	)
+	if err != nil {
+		log.Errorf("generic provider: failed to set first byte timeout header: %v", err)
+		return
+	}
+	log.Debugf("[generic][firstByteTimeout] %d", m.config.firstByteTimeout)
+}
diff --git a/plugins/wasm-go/extensions/ai-proxy/provider/provider.go b/plugins/wasm-go/extensions/ai-proxy/provider/provider.go
index c35597a9e..62c4e1ec9 100644
--- a/plugins/wasm-go/extensions/ai-proxy/provider/provider.go
+++ b/plugins/wasm-go/extensions/ai-proxy/provider/provider.go
@@ -144,6 +144,7 @@ const (
 	providerTypeLongcat    = "longcat"
 	providerTypeFireworks  = "fireworks"
 	providerTypeVllm       = "vllm"
+	providerTypeGeneric    = "generic"
 
 	protocolOpenAI   = "openai"
 	protocolOriginal = "original"
@@ -227,6 +228,7 @@ var (
 		providerTypeLongcat:    &longcatProviderInitializer{},
 		providerTypeFireworks:  &fireworksProviderInitializer{},
 		providerTypeVllm:       &vllmProviderInitializer{},
+		providerTypeGeneric:    &genericProviderInitializer{},
 	}
 )
 
@@ -409,6 +411,9 @@ type ProviderConfig struct {
 	basePath string `required:"false" yaml:"basePath" json:"basePath"`
 	// @Title zh-CN basePathHandling用于指定basePath的处理方式，可选值：removePrefix、prepend
 	basePathHandling basePathHandling `required:"false" yaml:"basePathHandling" json:"basePathHandling"`
+	// @Title zh-CN generic Provider 对应的Host
+	// @Description zh-CN 仅适用于generic provider，用于覆盖请求转发的目标Host
+	genericHost string `required:"false" yaml:"genericHost" json:"genericHost"`
 	// @Title zh-CN 首包超时
 	// @Description zh-CN 流式请求中收到上游服务第一个响应包的超时时间，单位为毫秒。默认值为 0，表示不开启首包超时
 	firstByteTimeout uint32 `required:"false" yaml:"firstByteTimeout" json:"firstByteTimeout"`
@@ -619,6 +624,7 @@ func (c *ProviderConfig) FromJson(json gjson.Result) {
 	if c.basePath != "" && c.basePathHandling == "" {
 		c.basePathHandling = basePathHandlingRemovePrefix
 	}
+	c.genericHost = json.Get("genericHost").String()
 	c.vllmServerHost = json.Get("vllmServerHost").String()
 	c.vllmCustomUrl = json.Get("vllmCustomUrl").String()
 }
diff --git a/plugins/wasm-go/extensions/ai-proxy/test/generic.go b/plugins/wasm-go/extensions/ai-proxy/test/generic.go
new file mode 100644
index 000000000..a2e4f3e8c
--- /dev/null
+++ b/plugins/wasm-go/extensions/ai-proxy/test/generic.go
@@ -0,0 +1,239 @@
+package test
+
+import (
+	"encoding/json"
+	"testing"
+
+	"github.com/higress-group/proxy-wasm-go-sdk/proxywasm/types"
+	"github.com/higress-group/wasm-go/pkg/test"
+	"github.com/stretchr/testify/require"
+)
+
+// 通用测试配置：最简配置，覆盖 host 与 token 注入。
+var genericBasicConfig = func() json.RawMessage {
+	data, _ := json.Marshal(map[string]interface{}{
+		"provider": map[string]interface{}{
+			"type":        "generic",
+			"apiTokens":   []string{"sk-generic-basic"},
+			"genericHost": "generic.backend.internal",
+		},
+	})
+	return data
+}()
+
+// 通用测试配置：开启 basePath removePrefix。
+var genericBasePathConfig = func() json.RawMessage {
+	data, _ := json.Marshal(map[string]interface{}{
+		"provider": map[string]interface{}{
+			"type":             "generic",
+			"apiTokens":        []string{"sk-generic-basepath"},
+			"genericHost":      "basepath.backend.internal",
+			"basePath":         "/proxy",
+			"basePathHandling": "removePrefix",
+		},
+	})
+	return data
+}()
+
+// 通用测试配置：开启 basePath prepend。
+var genericPrependBasePathConfig = func() json.RawMessage {
+	data, _ := json.Marshal(map[string]interface{}{
+		"provider": map[string]interface{}{
+			"type":             "generic",
+			"apiTokens":        []string{"sk-generic-prepend"},
+			"genericHost":      "prepend.backend.internal",
+			"basePath":         "/custom",
+			"basePathHandling": "prepend",
+		},
+	})
+	return data
+}()
+
+// 通用测试配置：覆盖 firstByteTimeout，用于流式能力验证。
+var genericStreamingConfig = func() json.RawMessage {
+	data, _ := json.Marshal(map[string]interface{}{
+		"provider": map[string]interface{}{
+			"type":             "generic",
+			"apiTokens":        []string{"sk-generic-stream"},
+			"genericHost":      "stream.backend.internal",
+			"firstByteTimeout": 1500,
+		},
+	})
+	return data
+}()
+
+// 通用测试配置：无 token，也不设置 host。
+var genericNoTokenConfig = func() json.RawMessage {
+	data, _ := json.Marshal(map[string]interface{}{
+		"provider": map[string]interface{}{
+			"type": "generic",
+		},
+	})
+	return data
+}()
+
+func RunGenericParseConfigTests(t *testing.T) {
+	test.RunGoTest(t, func(t *testing.T) {
+		t.Run("generic basic config", func(t *testing.T) {
+			host, status := test.NewTestHost(genericBasicConfig)
+			defer host.Reset()
+			require.Equal(t, types.OnPluginStartStatusOK, status)
+
+			config, err := host.GetMatchConfig()
+			require.NoError(t, err)
+			require.NotNil(t, config)
+		})
+
+		t.Run("generic config without token", func(t *testing.T) {
+			host, status := test.NewTestHost(genericNoTokenConfig)
+			defer host.Reset()
+			require.Equal(t, types.OnPluginStartStatusOK, status)
+		})
+
+		t.Run("generic config with streaming options", func(t *testing.T) {
+			host, status := test.NewTestHost(genericStreamingConfig)
+			defer host.Reset()
+			require.Equal(t, types.OnPluginStartStatusOK, status)
+
+			config, err := host.GetMatchConfig()
+			require.NoError(t, err)
+			require.NotNil(t, config)
+		})
+	})
+}
+
+func RunGenericOnHttpRequestHeadersTests(t *testing.T) {
+	test.RunTest(t, func(t *testing.T) {
+		t.Run("generic injects token and custom host", func(t *testing.T) {
+			host, status := test.NewTestHost(genericBasicConfig)
+			defer host.Reset()
+			require.Equal(t, types.OnPluginStartStatusOK, status)
+
+			action := host.CallOnHttpRequestHeaders([][2]string{
+				{":authority", "client.local"},
+				{":path", "/v1/chat/completions"},
+				{":method", "POST"},
+				{"Content-Type", "application/json"},
+			})
+			require.Equal(t, types.HeaderStopIteration, action)
+
+			requestHeaders := host.GetRequestHeaders()
+			require.True(t, test.HasHeaderWithValue(requestHeaders, ":authority", "generic.backend.internal"))
+			require.True(t, test.HasHeaderWithValue(requestHeaders, "Authorization", "Bearer sk-generic-basic"))
+
+			_, hasContentLength := test.GetHeaderValue(requestHeaders, "Content-Length")
+			require.False(t, hasContentLength, "generic provider should remove Content-Length")
+		})
+
+		t.Run("generic removes basePath prefix", func(t *testing.T) {
+			host, status := test.NewTestHost(genericBasePathConfig)
+			defer host.Reset()
+			require.Equal(t, types.OnPluginStartStatusOK, status)
+
+			action := host.CallOnHttpRequestHeaders([][2]string{
+				{":authority", "client.local"},
+				{":path", "/proxy/service/echo"},
+				{":method", "POST"},
+				{"Content-Type", "application/json"},
+			})
+			require.Equal(t, types.HeaderStopIteration, action)
+
+			requestHeaders := host.GetRequestHeaders()
+			require.True(t, test.HasHeaderWithValue(requestHeaders, ":path", "/service/echo"))
+			require.True(t, test.HasHeaderWithValue(requestHeaders, ":authority", "basepath.backend.internal"))
+		})
+
+		t.Run("generic prepends basePath when configured", func(t *testing.T) {
+			host, status := test.NewTestHost(genericPrependBasePathConfig)
+			defer host.Reset()
+			require.Equal(t, types.OnPluginStartStatusOK, status)
+
+			action := host.CallOnHttpRequestHeaders([][2]string{
+				{":authority", "client.local"},
+				{":path", "/v1/echo"},
+				{":method", "POST"},
+				{"Content-Type", "application/json"},
+			})
+			require.Equal(t, types.HeaderStopIteration, action)
+
+			requestHeaders := host.GetRequestHeaders()
+			require.True(t, test.HasHeaderWithValue(requestHeaders, ":path", "/custom/v1/echo"))
+		})
+
+		t.Run("generic firstByteTimeout injects timeout header only", func(t *testing.T) {
+			host, status := test.NewTestHost(genericStreamingConfig)
+			defer host.Reset()
+			require.Equal(t, types.OnPluginStartStatusOK, status)
+
+			action := host.CallOnHttpRequestHeaders([][2]string{
+				{":authority", "client.local"},
+				{":path", "/v1/chat/completions"},
+				{":method", "POST"},
+				{"Content-Type", "application/json"},
+			})
+			require.Equal(t, types.HeaderStopIteration, action)
+
+			requestHeaders := host.GetRequestHeaders()
+			require.True(t, test.HasHeaderWithValue(requestHeaders, "x-envoy-upstream-rq-first-byte-timeout-ms", "1500"))
+
+			_, hasAccept := test.GetHeaderValue(requestHeaders, "Accept")
+			require.False(t, hasAccept, "Accept header should remain untouched when enabling firstByteTimeout")
+		})
+	})
+}
+
+func RunGenericOnHttpRequestBodyTests(t *testing.T) {
+	test.RunTest(t, func(t *testing.T) {
+		t.Run("generic body passthrough keeps headers unchanged with timeout", func(t *testing.T) {
+			host, status := test.NewTestHost(genericStreamingConfig)
+			defer host.Reset()
+			require.Equal(t, types.OnPluginStartStatusOK, status)
+
+			host.CallOnHttpRequestHeaders([][2]string{
+				{":authority", "client.local"},
+				{":path", "/v1/chat/completions"},
+				{":method", "POST"},
+				{"Content-Type", "application/json"},
+			})
+
+			body := `{"model":"gpt-any","stream":true}`
+			action := host.CallOnHttpRequestBody([]byte(body))
+			require.Equal(t, types.ActionContinue, action)
+
+			requestHeaders := host.GetRequestHeaders()
+			require.True(t, test.HasHeaderWithValue(requestHeaders, "x-envoy-upstream-rq-first-byte-timeout-ms", "1500"))
+			_, hasAccept := test.GetHeaderValue(requestHeaders, "Accept")
+			require.False(t, hasAccept, "Accept header should remain untouched even when firstByteTimeout is enabled")
+
+			processedBody := host.GetRequestBody()
+			require.JSONEq(t, body, string(processedBody))
+		})
+
+		t.Run("generic without first byte timeout keeps headers untouched", func(t *testing.T) {
+			host, status := test.NewTestHost(genericBasicConfig)
+			defer host.Reset()
+			require.Equal(t, types.OnPluginStartStatusOK, status)
+
+			host.CallOnHttpRequestHeaders([][2]string{
+				{":authority", "client.local"},
+				{":path", "/v1/chat/completions"},
+				{":method", "POST"},
+				{"Content-Type", "application/json"},
+			})
+
+			body := `{"model":"gpt-any","stream":true}`
+			action := host.CallOnHttpRequestBody([]byte(body))
+			require.Equal(t, types.ActionContinue, action)
+
+			requestHeaders := host.GetRequestHeaders()
+			_, hasAccept := test.GetHeaderValue(requestHeaders, "Accept")
+			require.False(t, hasAccept, "Accept header should remain untouched when first byte timeout is disabled")
+
+			_, hasTimeout := test.GetHeaderValue(requestHeaders, "x-envoy-upstream-rq-first-byte-timeout-ms")
+			require.False(t, hasTimeout, "timeout header should not be added when first byte timeout is disabled")
+
+			processedBody := host.GetRequestBody()
+			require.JSONEq(t, body, string(processedBody))
+		})
+	})
+}