diff --git a/pkg/server/ai_interface.go b/pkg/server/ai_interface.go
new file mode 100644
index 000000000..169320cf9
--- /dev/null
+++ b/pkg/server/ai_interface.go
@@ -0,0 +1,58 @@
+/*
+Copyright 2025 API Testing Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+	http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package server
+
+// AIRequest represents a standard request to an AI plugin
+// Following the simplicity principle: model name + prompt + optional config
+type AIRequest struct {
+	Model  string                 `json:"model"`  // Model identifier (e.g., "gpt-4", "claude")
+	Prompt string                 `json:"prompt"` // The prompt or instruction
+	Config map[string]interface{} `json:"config"` // Optional configuration (temperature, max_tokens, etc.)
+}
+
+// AIResponse represents a standard response from an AI plugin
+type AIResponse struct {
+	Content string                 `json:"content"` // The generated response
+	Meta    map[string]interface{} `json:"meta"`    // Optional metadata (model info, timing, etc.)
+}
+
+// AICapabilities represents what an AI plugin can do
+type AICapabilities struct {
+	Models      []string          `json:"models"`      // Supported models
+	Features    []string          `json:"features"`    // Supported features (chat, completion, etc.)
+	Limits      map[string]int    `json:"limits"`      // Limits (max_tokens, rate_limit, etc.)
+	Description string            `json:"description"` // Plugin description
+	Version     string            `json:"version"`     // Plugin version
+}
+
+// Standard AI plugin communication methods
+const (
+	AIMethodGenerate      = "ai.generate"      // Generate content from prompt
+	AIMethodCapabilities  = "ai.capabilities"  // Get plugin capabilities
+)
+
+// Standard plugin communication message format
+type PluginRequest struct {
+	Method  string      `json:"method"`  // Method name
+	Payload interface{} `json:"payload"` // Request payload
+}
+
+type PluginResponse struct {
+	Success bool        `json:"success"` // Whether request succeeded
+	Data    interface{} `json:"data"`    // Response data
+	Error   string      `json:"error"`   // Error message if failed
+}
diff --git a/pkg/server/remote_server.go b/pkg/server/remote_server.go
index c88017ee1..202ab8d60 100644
--- a/pkg/server/remote_server.go
+++ b/pkg/server/remote_server.go
@@ -1765,3 +1765,64 @@ func (s *UniqueSlice[T]) GetAll() []T {
 }
 
 var errNoTestSuiteFound = errors.New("no test suite found")
+
+// AI Plugin Communication Methods
+// These methods provide communication interface for AI plugins using the existing ExtManager
+
+// GetAIPlugins returns all plugins with "ai" category
+func (s *server) GetAIPlugins(ctx context.Context, req *Empty) (*StoreKinds, error) {
+	stores, err := s.GetStoreKinds(ctx, req)
+	if err != nil {
+		return nil, err
+	}
+	
+	var aiPlugins []*StoreKind
+	for _, store := range stores.Data {
+		for _, category := range store.Categories {
+			if category == "ai" {
+				aiPlugins = append(aiPlugins, store)
+				break
+			}
+		}
+	}
+	
+	return &StoreKinds{Data: aiPlugins}, nil
+}
+
+// SendAIRequest sends a request to an AI plugin using the standard plugin communication protocol
+func (s *server) SendAIRequest(ctx context.Context, pluginName string, req *AIRequest) (*AIResponse, error) {
+	// This would communicate with the AI plugin via unix socket using PluginRequest/PluginResponse
+	// Implementation would be similar to other plugin communications
+	
+	// TODO: Send pluginReq to plugin via storeExtMgr communication channel
+	// pluginReq := &PluginRequest{
+	//     Method:  AIMethodGenerate,
+	//     Payload: req,
+	// }
+	
+	remoteServerLogger.Info("Sending AI request", "plugin", pluginName, "model", req.Model)
+	
+	return &AIResponse{
+		Content: "AI response placeholder - implementation needed",
+		Meta:    map[string]interface{}{"plugin": pluginName, "model": req.Model},
+	}, nil
+}
+
+// GetAICapabilities gets capabilities from an AI plugin
+func (s *server) GetAICapabilities(ctx context.Context, pluginName string) (*AICapabilities, error) {
+	// TODO: Send pluginReq to plugin via storeExtMgr communication channel
+	// pluginReq := &PluginRequest{
+	//     Method:  AIMethodCapabilities,
+	//     Payload: &Empty{},
+	// }
+	
+	remoteServerLogger.Info("Getting AI capabilities", "plugin", pluginName)
+	
+	return &AICapabilities{
+		Models:      []string{"placeholder-model"},
+		Features:    []string{"generate", "capabilities"},
+		Limits:      map[string]int{"max_tokens": 4096},
+		Description: "AI plugin capabilities placeholder",
+		Version:     "1.0.0",
+	}, nil
+}
diff --git a/pkg/testing/testdata/data/core/extension.yaml b/pkg/testing/testdata/data/core/extension.yaml
index de7d5be96..4464b6abb 100644
--- a/pkg/testing/testdata/data/core/extension.yaml
+++ b/pkg/testing/testdata/data/core/extension.yaml
@@ -3,3 +3,8 @@ items:
     dependencies:
       - name: atest-store-database
     link: https://github.com/LinuxSuRen/atest-ext-store-database
+  - name: atest-ext-ai
+    dependencies:
+      - name: atest-ext-ai
+    link: https://github.com/LinuxSuRen/atest-ext-ai
+    categories: ["ai"]