diff --git a/.claude/extensions/higress-ai-gateway/index.ts b/.claude/extensions/higress-ai-gateway/index.ts
deleted file mode 100644
index caf91b2ec..000000000
--- a/.claude/extensions/higress-ai-gateway/index.ts
+++ /dev/null
@@ -1,284 +0,0 @@
-import { emptyPluginConfigSchema } from "openclaw/plugin-sdk";
-
-const DEFAULT_GATEWAY_URL = "http://localhost:8080";
-const DEFAULT_CONSOLE_URL = "http://localhost:8001";
-const DEFAULT_CONTEXT_WINDOW = 128_000;
-const DEFAULT_MAX_TOKENS = 8192;
-
-// Common models that Higress AI Gateway typically supports
-const DEFAULT_MODEL_IDS = [
-  // Auto-routing special model
-  "higress/auto",
-  // OpenAI models
-  "gpt-5.2",
-  "gpt-5-mini",
-  "gpt-5-nano",
-  // Anthropic models
-  "claude-opus-4.5",
-  "claude-sonnet-4.5",
-  "claude-haiku-4.5",
-  // Qwen models
-  "qwen3-turbo",
-  "qwen3-plus",
-  "qwen3-max",
-  "qwen3-coder-480b-a35b-instruct",
-  // DeepSeek models
-  "deepseek-chat",
-  "deepseek-reasoner",
-  // Other common models
-  "kimi-k2.5",
-  "glm-4.7",
-  "MiniMax-M2.1",
-] as const;
-
-function normalizeBaseUrl(value: string): string {
-  const trimmed = value.trim();
-  if (!trimmed) return DEFAULT_GATEWAY_URL;
-  let normalized = trimmed;
-  while (normalized.endsWith("/")) normalized = normalized.slice(0, -1);
-  if (!normalized.endsWith("/v1")) normalized = `${normalized}/v1`;
-  return normalized;
-}
-
-function validateUrl(value: string): string | undefined {
-  const normalized = normalizeBaseUrl(value);
-  try {
-    new URL(normalized);
-  } catch {
-    return "Enter a valid URL";
-  }
-  return undefined;
-}
-
-function parseModelIds(input: string): string[] {
-  const parsed = input
-    .split(/[\n,]/)
-    .map((model) => model.trim())
-    .filter(Boolean);
-  return Array.from(new Set(parsed));
-}
-
-function buildModelDefinition(modelId: string) {
-  const isAutoModel = modelId === "higress/auto";
-  return {
-    id: modelId,
-    name: isAutoModel ? "Higress Auto Router" : modelId,
-    api: "openai-completions",
-    reasoning: false,
-    input: ["text", "image"],
-    cost: { input: 0, output: 0, cacheRead: 0, cacheWrite: 0 },
-    contextWindow: DEFAULT_CONTEXT_WINDOW,
-    maxTokens: DEFAULT_MAX_TOKENS,
-  };
-}
-
-async function testGatewayConnection(gatewayUrl: string): Promise<boolean> {
-  try {
-    const response = await fetch(`${gatewayUrl}/v1/models`, {
-      method: "GET",
-      headers: { "Content-Type": "application/json" },
-      signal: AbortSignal.timeout(5000),
-    });
-    return response.ok || response.status === 401; // 401 means gateway is up but needs auth
-  } catch {
-    return false;
-  }
-}
-
-async function fetchAvailableModels(consoleUrl: string): Promise<string[]> {
-  try {
-    // Try to get models from Higress Console API
-    const response = await fetch(`${consoleUrl}/v1/ai/routes`, {
-      method: "GET",
-      headers: { "Content-Type": "application/json" },
-      signal: AbortSignal.timeout(5000),
-    });
-    if (response.ok) {
-      const data = (await response.json()) as { data?: { model?: string }[] };
-      if (data.data && Array.isArray(data.data)) {
-        return data.data
-          .map((route: { model?: string }) => route.model)
-          .filter((m): m is string => typeof m === "string");
-      }
-    }
-  } catch {
-    // Ignore errors, use defaults
-  }
-  return [];
-}
-
-const higressPlugin = {
-  id: "higress-ai-gateway",
-  name: "Higress AI Gateway",
-  description: "Model provider plugin for Higress AI Gateway with auto-routing support",
-  configSchema: emptyPluginConfigSchema(),
-  register(api) {
-    api.registerProvider({
-      id: "higress",
-      label: "Higress AI Gateway",
-      docsPath: "/providers/models",
-      aliases: ["higress-gateway", "higress-ai"],
-      auth: [
-        {
-          id: "api-key",
-          label: "API Key",
-          hint: "Configure Higress AI Gateway endpoint with optional API key",
-          kind: "custom",
-          run: async (ctx) => {
-            // Step 1: Get Gateway URL
-            const gatewayUrlInput = await ctx.prompter.text({
-              message: "Higress AI Gateway URL",
-              initialValue: DEFAULT_GATEWAY_URL,
-              validate: validateUrl,
-            });
-            const gatewayUrl = normalizeBaseUrl(gatewayUrlInput);
-
-            // Step 2: Get Console URL (for auto-router configuration)
-            const consoleUrlInput = await ctx.prompter.text({
-              message: "Higress Console URL (for auto-router config)",
-              initialValue: DEFAULT_CONSOLE_URL,
-              validate: validateUrl,
-            });
-            const consoleUrl = normalizeBaseUrl(consoleUrlInput);
-
-            // Step 3: Test connection (create a new spinner)
-            const spin = ctx.prompter.progress("Testing gateway connection…");
-            const isConnected = await testGatewayConnection(gatewayUrl);
-            if (!isConnected) {
-              spin.stop("Gateway connection failed");
-              await ctx.prompter.note(
-                [
-                  "Could not connect to Higress AI Gateway.",
-                  "Make sure the gateway is running and the URL is correct.",
-                  "",
-                  `Tried: ${gatewayUrl}/v1/models`,
-                ].join("\n"),
-                "Connection Warning",
-              );
-            } else {
-              spin.stop("Gateway connected");
-            }
-
-            // Step 4: Get API Key (optional for local gateway)
-            const apiKeyInput = await ctx.prompter.text({
-              message: "API Key (leave empty if not required)",
-              initialValue: "",
-            }) || '';
-            const apiKey = apiKeyInput.trim() || "higress-local";
-
-            // Step 5: Fetch available models (create a new spinner)
-            const spin2 = ctx.prompter.progress("Fetching available models…");
-            const fetchedModels = await fetchAvailableModels(consoleUrl);
-            const defaultModels = fetchedModels.length > 0
-              ? ["higress/auto", ...fetchedModels]
-              : DEFAULT_MODEL_IDS;
-            spin2.stop();
-
-            // Step 6: Let user customize model list
-            const modelInput = await ctx.prompter.text({
-              message: "Model IDs (comma-separated, higress/auto enables auto-routing)",
-              initialValue: defaultModels.slice(0, 10).join(", "),
-              validate: (value) =>
-                parseModelIds(value).length > 0 ? undefined : "Enter at least one model id",
-            });
-
-            const modelIds = parseModelIds(modelInput);
-            const hasAutoModel = modelIds.includes("higress/auto");
-            
-            // FIX: Avoid double prefix - if modelId already starts with provider, don't add prefix again
-            const defaultModelId = hasAutoModel 
-              ? "higress/auto" 
-              : (modelIds[0] ?? "qwen-turbo");
-            const defaultModelRef = defaultModelId.startsWith("higress/") 
-              ? defaultModelId 
-              : `higress/${defaultModelId}`;
-
-            // Step 7: Configure default model for auto-routing
-            let autoRoutingDefaultModel = "qwen-turbo";
-            if (hasAutoModel) {
-              const autoRoutingModelInput = await ctx.prompter.text({
-                message: "Default model for auto-routing (when no rule matches)",
-                initialValue: "qwen-turbo",
-              });
-              autoRoutingDefaultModel = autoRoutingModelInput.trim(); // FIX: Add trim() here
-            }
-
-            return {
-              profiles: [
-                {
-                  profileId: `higress:${apiKey === "higress-local" ? "local" : "default"}`,
-                  credential: {
-                    type: "token",
-                    provider: "higress",
-                    token: apiKey,
-                  },
-                },
-              ],
-              configPatch: {
-                models: {
-                  providers: {
-                    higress: {
-                      baseUrl: `${gatewayUrl}/v1`,
-                      apiKey: apiKey,
-                      api: "openai-completions",
-                      authHeader: apiKey !== "higress-local",
-                      models: modelIds.map((modelId) => buildModelDefinition(modelId)),
-                    },
-                  },
-                },
-                agents: {
-                  defaults: {
-                    models: Object.fromEntries(
-                      modelIds.map((modelId) => {
-                        // FIX: Avoid double prefix - only add provider prefix if not already present
-                        const modelRef = modelId.startsWith("higress/") 
-                          ? modelId 
-                          : `higress/${modelId}`;
-                        return [modelRef, {}];
-                      }),
-                    ),
-                  },
-                },
-                plugins: {
-                  entries: {
-                    "higress-ai-gateway": {
-                      enabled: true,
-                      config: {
-                        gatewayUrl,
-                        consoleUrl,
-                        autoRoutingDefaultModel,
-                      },
-                    },
-                  },
-                },
-              },
-              defaultModel: defaultModelRef,
-              notes: [
-                "Higress AI Gateway is now configured as a model provider.",
-                hasAutoModel
-                  ? `Auto-routing enabled: use model "higress/auto" to route based on message content.`
-                  : "Add 'higress/auto' to models to enable auto-routing.",
-                `Gateway endpoint: ${gatewayUrl}/v1/chat/completions`,
-                `Console: ${consoleUrl}`,
-                "",
-                "🎯 Recommended Skills (install via Clawdbot conversation):",
-                "",
-                "1. Auto-Routing Skill:",
-                "   Configure automatic model routing based on message content",
-                "   https://github.com/alibaba/higress/tree/main/.claude/skills/higress-auto-router",
-                '   Say: "Install higress-auto-router skill"',
-                "",
-                "2. Agent Session Monitor Skill:",
-                "   Track token usage and monitor conversation history",
-                "   https://github.com/alibaba/higress/tree/main/.claude/skills/agent-session-monitor",
-                '   Say: "Install agent-session-monitor skill"',
-              ],
-            };
-          },
-        },
-      ],
-    });
-  },
-};
-
-export default higressPlugin;
diff --git a/.claude/extensions/higress-ai-gateway/openclaw.plugin.json b/.claude/extensions/higress-ai-gateway/openclaw.plugin.json
deleted file mode 100644
index 2573d41bf..000000000
--- a/.claude/extensions/higress-ai-gateway/openclaw.plugin.json
+++ /dev/null
@@ -1,10 +0,0 @@
-{
-  "id": "higress-ai-gateway",
-  "name": "Higress AI Gateway",
-  "description": "Model provider plugin for Higress AI Gateway with auto-routing support",
-  "providers": ["higress"],
-  "configSchema": {
-    "type": "object",
-    "additionalProperties": true
-  }
-}
diff --git a/.claude/extensions/higress-ai-gateway/package.json b/.claude/extensions/higress-ai-gateway/package.json
deleted file mode 100644
index 47a9b3735..000000000
--- a/.claude/extensions/higress-ai-gateway/package.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "name": "@higress/higress-ai-gateway",
-  "version": "1.0.0",
-  "description": "Higress AI Gateway model provider plugin for OpenClaw with auto-routing support",
-  "main": "index.ts",
-  "openclaw": {
-    "extensions": ["./index.ts"]
-  },
-  "keywords": [
-    "openclaw",
-    "higress",
-    "ai-gateway",
-    "model-router",
-    "auto-routing"
-  ],
-  "author": "Higress Team",
-  "license": "Apache-2.0",
-  "repository": {
-    "type": "git",
-    "url": "https://github.com/alibaba/higress"
-  }
-}