diff --git a/.claude/extensions/higress-ai-gateway/index.ts b/.claude/extensions/higress-ai-gateway/index.ts
new file mode 100644
index 000000000..caf91b2ec
--- /dev/null
+++ b/.claude/extensions/higress-ai-gateway/index.ts
@@ -0,0 +1,284 @@
+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
new file mode 100644
index 000000000..2573d41bf
--- /dev/null
+++ b/.claude/extensions/higress-ai-gateway/openclaw.plugin.json
@@ -0,0 +1,10 @@
+{
+  "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
new file mode 100644
index 000000000..47a9b3735
--- /dev/null
+++ b/.claude/extensions/higress-ai-gateway/package.json
@@ -0,0 +1,22 @@
+{
+  "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"
+  }
+}
diff --git a/.claude/skills/higress-clawdbot-integration/SKILL.md b/.claude/skills/higress-clawdbot-integration/SKILL.md
index 520aa48dd..64f1bb5bb 100644
--- a/.claude/skills/higress-clawdbot-integration/SKILL.md
+++ b/.claude/skills/higress-clawdbot-integration/SKILL.md
@@ -29,12 +29,21 @@ chmod +x get-ai-gateway.sh
 Ask the user for:
 
 1. **LLM Provider API Keys** (at least one required):
-   - Dashscope (Qwen): `--dashscope-key`
+   
+   **Top Commonly Used Providers:**
+   - Aliyun Dashscope (Qwen): `--dashscope-key`
    - DeepSeek: `--deepseek-key`
+   - Moonshot (Kimi): `--moonshot-key`
+   - Zhipu AI: `--zhipuai-key`
+   - Minimax: `--minimax-key`
+   - Azure OpenAI: `--azure-key`
+   - AWS Bedrock: `--bedrock-key`
+   - Google Vertex AI: `--vertex-key`
    - OpenAI: `--openai-key`
    - OpenRouter: `--openrouter-key`
-   - Claude: `--claude-key`
-   - See CLI Parameters Reference for complete list
+   - Grok: `--grok-key`
+   
+   See CLI Parameters Reference for complete list with model pattern options.
 
 2. **Port Configuration** (optional):
    - HTTP port: `--http-port` (default: 8080)