diff --git a/docs/plugins/sdk-provider-plugins.md b/docs/plugins/sdk-provider-plugins.md
index 1b1ec7938dd..0d3cfbe939b 100644
--- a/docs/plugins/sdk-provider-plugins.md
+++ b/docs/plugins/sdk-provider-plugins.md
@@ -229,11 +229,22 @@ API key auth, and dynamic model resolution.
             baseUrl: "https://api.acme-ai.com/v1",
             models: [{ id: "acme-large", name: "Acme Large" }],
           }),
+          buildStaticProvider: () => ({
+            api: "openai-completions",
+            baseUrl: "https://api.acme-ai.com/v1",
+            models: [{ id: "acme-large", name: "Acme Large" }],
+          }),
         },
       },
     });
     ```
 
+    `buildProvider` is the live catalog path used when OpenClaw can resolve real
+    provider auth. It may perform provider-specific discovery. Use
+    `buildStaticProvider` only for bundled/offline rows that are safe to show in
+    display-only surfaces such as `models list --all` before auth is configured;
+    it must not require credentials or make network requests.
+
     If your auth flow also needs to patch `models.providers.*`, aliases, and
     the agent default model during onboarding, use the preset helpers from
     `openclaw/plugin-sdk/provider-onboard`. The narrowest helpers are
diff --git a/extensions/chutes/index.ts b/extensions/chutes/index.ts
index a953882ecda..e3a3c01a7f2 100644
--- a/extensions/chutes/index.ts
+++ b/extensions/chutes/index.ts
@@ -13,7 +13,7 @@ import {
   applyChutesApiKeyConfig,
   applyChutesProviderConfig,
 } from "./onboard.js";
-import { buildChutesProvider } from "./provider-catalog.js";
+import { buildChutesProvider, buildStaticChutesProvider } from "./provider-catalog.js";
 
 const PROVIDER_ID = "chutes";
 
@@ -180,6 +180,12 @@ export default definePluginEntry({
           };
         },
       },
+      staticCatalog: {
+        order: "profile",
+        run: async () => ({
+          provider: buildStaticChutesProvider(),
+        }),
+      },
     });
   },
 });
diff --git a/extensions/chutes/provider-catalog.ts b/extensions/chutes/provider-catalog.ts
index 5148037509d..3f28345fa42 100644
--- a/extensions/chutes/provider-catalog.ts
+++ b/extensions/chutes/provider-catalog.ts
@@ -6,6 +6,14 @@ import {
   discoverChutesModels,
 } from "./models.js";
 
+export function buildStaticChutesProvider(): ModelProviderConfig {
+  return {
+    baseUrl: CHUTES_BASE_URL,
+    api: "openai-completions",
+    models: CHUTES_MODEL_CATALOG.map(buildChutesModelDefinition),
+  };
+}
+
 /**
  * Build the Chutes provider with dynamic model discovery.
  * Falls back to the static catalog on failure.
diff --git a/extensions/kilocode/index.ts b/extensions/kilocode/index.ts
index 5d801008526..89c38a7683e 100644
--- a/extensions/kilocode/index.ts
+++ b/extensions/kilocode/index.ts
@@ -3,7 +3,7 @@ import { defineSingleProviderPluginEntry } from "openclaw/plugin-sdk/provider-en
 import { PASSTHROUGH_GEMINI_REPLAY_HOOKS } from "openclaw/plugin-sdk/provider-model-shared";
 import { KILOCODE_THINKING_STREAM_HOOKS } from "openclaw/plugin-sdk/provider-stream-family";
 import { applyKilocodeConfig, KILOCODE_DEFAULT_MODEL_REF } from "./onboard.js";
-import { buildKilocodeProviderWithDiscovery } from "./provider-catalog.js";
+import { buildKilocodeProvider, buildKilocodeProviderWithDiscovery } from "./provider-catalog.js";
 
 const PROVIDER_ID = "kilocode";
 
@@ -29,6 +29,7 @@ export default defineSingleProviderPluginEntry({
     ],
     catalog: {
       buildProvider: buildKilocodeProviderWithDiscovery,
+      buildStaticProvider: buildKilocodeProvider,
     },
     augmentModelCatalog: ({ config }) =>
       readConfiguredProviderCatalogEntries({
diff --git a/extensions/moonshot/index.ts b/extensions/moonshot/index.ts
index a51a3fc8066..137fbd7ebae 100644
--- a/extensions/moonshot/index.ts
+++ b/extensions/moonshot/index.ts
@@ -52,6 +52,7 @@ export default defineSingleProviderPluginEntry({
     ],
     catalog: {
       buildProvider: buildMoonshotProvider,
+      buildStaticProvider: buildMoonshotProvider,
       allowExplicitBaseUrl: true,
     },
     applyNativeStreamingUsageCompat: ({ providerConfig }) =>
diff --git a/extensions/openrouter/index.test.ts b/extensions/openrouter/index.test.ts
index c8e52b513a9..8891701b2ed 100644
--- a/extensions/openrouter/index.test.ts
+++ b/extensions/openrouter/index.test.ts
@@ -2,8 +2,15 @@ import { describe, expect, it, vi } from "vitest";
 import { registerSingleProviderPlugin } from "../../test/helpers/plugins/plugin-registration.js";
 import { expectPassthroughReplayPolicy } from "../../test/helpers/provider-replay-policy.ts";
 import openrouterPlugin from "./index.js";
+import { buildOpenrouterProvider } from "./provider-catalog.js";
 
 describe("openrouter provider hooks", () => {
+  it("includes Kimi K2.6 in the bundled catalog", () => {
+    expect(buildOpenrouterProvider().models?.map((model) => model.id)).toContain(
+      "moonshotai/kimi-k2.6",
+    );
+  });
+
   it("owns passthrough-gemini replay policy for Gemini-backed models", async () => {
     await expectPassthroughReplayPolicy({
       plugin: openrouterPlugin,
diff --git a/extensions/openrouter/index.ts b/extensions/openrouter/index.ts
index c4066501e76..02bdd2b0212 100644
--- a/extensions/openrouter/index.ts
+++ b/extensions/openrouter/index.ts
@@ -110,6 +110,12 @@ export default definePluginEntry({
           };
         },
       },
+      staticCatalog: {
+        order: "simple",
+        run: async () => ({
+          provider: buildOpenrouterProvider(),
+        }),
+      },
       resolveDynamicModel: (ctx) => buildDynamicOpenRouterModel(ctx),
       prepareDynamicModel: async (ctx) => {
         await loadOpenRouterModelCapabilities(ctx.modelId);
diff --git a/extensions/vercel-ai-gateway/index.ts b/extensions/vercel-ai-gateway/index.ts
index f224698e1d7..fdbba1740be 100644
--- a/extensions/vercel-ai-gateway/index.ts
+++ b/extensions/vercel-ai-gateway/index.ts
@@ -1,6 +1,9 @@
 import { defineSingleProviderPluginEntry } from "openclaw/plugin-sdk/provider-entry";
 import { applyVercelAiGatewayConfig, VERCEL_AI_GATEWAY_DEFAULT_MODEL_REF } from "./onboard.js";
-import { buildVercelAiGatewayProvider } from "./provider-catalog.js";
+import {
+  buildStaticVercelAiGatewayProvider,
+  buildVercelAiGatewayProvider,
+} from "./provider-catalog.js";
 
 const PROVIDER_ID = "vercel-ai-gateway";
 
@@ -30,6 +33,7 @@ export default defineSingleProviderPluginEntry({
     ],
     catalog: {
       buildProvider: buildVercelAiGatewayProvider,
+      buildStaticProvider: buildStaticVercelAiGatewayProvider,
     },
   },
 });
diff --git a/extensions/vercel-ai-gateway/provider-catalog.test.ts b/extensions/vercel-ai-gateway/provider-catalog.test.ts
index fbb8ae0fd51..d51c8c2a58c 100644
--- a/extensions/vercel-ai-gateway/provider-catalog.test.ts
+++ b/extensions/vercel-ai-gateway/provider-catalog.test.ts
@@ -1,6 +1,9 @@
 import { describe, expect, it } from "vitest";
 import { getStaticVercelAiGatewayModelCatalog, VERCEL_AI_GATEWAY_BASE_URL } from "./api.js";
-import { buildVercelAiGatewayProvider } from "./provider-catalog.js";
+import {
+  buildStaticVercelAiGatewayProvider,
+  buildVercelAiGatewayProvider,
+} from "./provider-catalog.js";
 
 describe("vercel ai gateway provider catalog", () => {
   it("builds the bundled Vercel AI Gateway defaults", async () => {
@@ -9,13 +12,29 @@ describe("vercel ai gateway provider catalog", () => {
     expect(provider.baseUrl).toBe(VERCEL_AI_GATEWAY_BASE_URL);
     expect(provider.api).toBe("anthropic-messages");
     expect(provider.models?.map((model) => model.id)).toEqual(
-      expect.arrayContaining(["anthropic/claude-opus-4.6", "openai/gpt-5.4", "openai/gpt-5.4-pro"]),
+      expect.arrayContaining([
+        "anthropic/claude-opus-4.6",
+        "openai/gpt-5.4",
+        "openai/gpt-5.4-pro",
+        "moonshotai/kimi-k2.6",
+      ]),
     );
   });
 
   it("exposes the static fallback model catalog", () => {
     expect(getStaticVercelAiGatewayModelCatalog().map((model) => model.id)).toEqual(
-      expect.arrayContaining(["anthropic/claude-opus-4.6", "openai/gpt-5.4", "openai/gpt-5.4-pro"]),
+      expect.arrayContaining([
+        "anthropic/claude-opus-4.6",
+        "openai/gpt-5.4",
+        "openai/gpt-5.4-pro",
+        "moonshotai/kimi-k2.6",
+      ]),
+    );
+  });
+
+  it("builds an offline static provider catalog", () => {
+    expect(buildStaticVercelAiGatewayProvider().models?.map((model) => model.id)).toEqual(
+      expect.arrayContaining(["moonshotai/kimi-k2.6"]),
     );
   });
 });
diff --git a/extensions/vercel-ai-gateway/provider-catalog.ts b/extensions/vercel-ai-gateway/provider-catalog.ts
index e2390784f81..9327cc4668b 100644
--- a/extensions/vercel-ai-gateway/provider-catalog.ts
+++ b/extensions/vercel-ai-gateway/provider-catalog.ts
@@ -1,5 +1,17 @@
 import type { ModelProviderConfig } from "openclaw/plugin-sdk/provider-model-shared";
-import { discoverVercelAiGatewayModels, VERCEL_AI_GATEWAY_BASE_URL } from "./models.js";
+import {
+  discoverVercelAiGatewayModels,
+  getStaticVercelAiGatewayModelCatalog,
+  VERCEL_AI_GATEWAY_BASE_URL,
+} from "./models.js";
+
+export function buildStaticVercelAiGatewayProvider(): ModelProviderConfig {
+  return {
+    baseUrl: VERCEL_AI_GATEWAY_BASE_URL,
+    api: "anthropic-messages",
+    models: getStaticVercelAiGatewayModelCatalog(),
+  };
+}
 
 export async function buildVercelAiGatewayProvider(): Promise<ModelProviderConfig> {
   return {
diff --git a/src/commands/models/list.provider-catalog.test.ts b/src/commands/models/list.provider-catalog.test.ts
new file mode 100644
index 00000000000..8987927d006
--- /dev/null
+++ b/src/commands/models/list.provider-catalog.test.ts
@@ -0,0 +1,50 @@
+import { afterEach, describe, expect, it, vi } from "vitest";
+import { loadProviderCatalogModelsForList } from "./list.provider-catalog.js";
+
+const baseParams = {
+  cfg: {
+    plugins: {
+      entries: {
+        chutes: { enabled: true },
+        moonshot: { enabled: true },
+      },
+    },
+  },
+  agentDir: "/tmp/openclaw-provider-catalog-test",
+  env: {
+    ...process.env,
+    CHUTES_API_KEY: "",
+    MOONSHOT_API_KEY: "",
+  },
+};
+
+describe("loadProviderCatalogModelsForList", () => {
+  afterEach(() => {
+    vi.restoreAllMocks();
+  });
+
+  it("does not use live provider discovery for display-only rows", async () => {
+    const fetchMock = vi.spyOn(globalThis, "fetch").mockRejectedValue(new Error("blocked fetch"));
+
+    await loadProviderCatalogModelsForList({
+      ...baseParams,
+      providerFilter: "chutes",
+    });
+
+    expect(fetchMock).not.toHaveBeenCalled();
+  });
+
+  it("includes unauthenticated Moonshot static catalog rows", async () => {
+    const fetchMock = vi.spyOn(globalThis, "fetch").mockRejectedValue(new Error("blocked fetch"));
+
+    const rows = await loadProviderCatalogModelsForList({
+      ...baseParams,
+      providerFilter: "moonshot",
+    });
+
+    expect(fetchMock).not.toHaveBeenCalled();
+    expect(rows.map((row) => `${row.provider}/${row.id}`)).toEqual(
+      expect.arrayContaining(["moonshot/kimi-k2.6"]),
+    );
+  });
+});
diff --git a/src/commands/models/list.provider-catalog.ts b/src/commands/models/list.provider-catalog.ts
index 6bc05b7bae7..de32365e117 100644
--- a/src/commands/models/list.provider-catalog.ts
+++ b/src/commands/models/list.provider-catalog.ts
@@ -6,11 +6,10 @@ import {
   groupPluginDiscoveryProvidersByOrder,
   normalizePluginDiscoveryResult,
   resolvePluginDiscoveryProviders,
-  runProviderCatalog,
+  runProviderStaticCatalog,
 } from "../../plugins/provider-discovery.js";
 import { resolveOwningPluginIdsForProvider } from "../../plugins/providers.js";
 
-const CATALOG_DISPLAY_API_KEY = "__openclaw_catalog_display__";
 const DISCOVERY_ORDERS = ["simple", "profile", "paired", "late"] as const;
 const SELF_HOSTED_DISCOVERY_PROVIDER_IDS = new Set(["lmstudio", "ollama", "sglang", "vllm"]);
 
@@ -65,21 +64,13 @@ export async function loadProviderCatalogModelsForList(params: {
       if (!providerFilter && SELF_HOSTED_DISCOVERY_PROVIDER_IDS.has(provider.id)) {
         continue;
       }
-      let result: Awaited<ReturnType<typeof runProviderCatalog>> | null;
+      let result: Awaited<ReturnType<typeof runProviderStaticCatalog>> | null;
       try {
-        result = await runProviderCatalog({
+        result = await runProviderStaticCatalog({
           provider,
           config: params.cfg,
           agentDir: params.agentDir,
           env,
-          resolveProviderApiKey: () => ({
-            apiKey: CATALOG_DISPLAY_API_KEY,
-          }),
-          resolveProviderAuth: () => ({
-            apiKey: CATALOG_DISPLAY_API_KEY,
-            mode: "api_key",
-            source: "env",
-          }),
         });
       } catch {
         result = null;
diff --git a/src/plugin-sdk/provider-entry.test.ts b/src/plugin-sdk/provider-entry.test.ts
index 81aa293c519..be95a143678 100644
--- a/src/plugin-sdk/provider-entry.test.ts
+++ b/src/plugin-sdk/provider-entry.test.ts
@@ -42,7 +42,8 @@ async function captureProviderEntry(params: {
   const captured = capturePluginRegistration(params.entry);
   const provider = captured.providers[0];
   const catalog = await provider?.catalog?.run(createCatalogContext(params.config));
-  return { captured, provider, catalog };
+  const staticCatalog = await provider?.staticCatalog?.run(createCatalogContext(params.config));
+  return { captured, provider, catalog, staticCatalog };
 }
 
 describe("defineSingleProviderPluginEntry", () => {
@@ -72,11 +73,16 @@ describe("defineSingleProviderPluginEntry", () => {
             baseUrl: "https://api.demo.test/v1",
             models: [createModel("default", "Default")],
           }),
+          buildStaticProvider: () => ({
+            api: "openai-completions",
+            baseUrl: "https://api.demo.test/v1",
+            models: [createModel("default", "Default")],
+          }),
         },
       },
     });
 
-    const { captured, provider, catalog } = await captureProviderEntry({ entry });
+    const { captured, provider, catalog, staticCatalog } = await captureProviderEntry({ entry });
     expect(captured.providers).toHaveLength(1);
     expect(provider).toMatchObject({
       id: "demo",
@@ -107,6 +113,13 @@ describe("defineSingleProviderPluginEntry", () => {
         models: [createModel("default", "Default")],
       },
     });
+    expect(staticCatalog).toEqual({
+      provider: {
+        api: "openai-completions",
+        baseUrl: "https://api.demo.test/v1",
+        models: [createModel("default", "Default")],
+      },
+    });
   });
 
   it("supports provider overrides, explicit env vars, and extra registration", async () => {
diff --git a/src/plugin-sdk/provider-entry.ts b/src/plugin-sdk/provider-entry.ts
index eea243feac5..b8339cbc1ab 100644
--- a/src/plugin-sdk/provider-entry.ts
+++ b/src/plugin-sdk/provider-entry.ts
@@ -27,14 +27,18 @@ export type SingleProviderPluginApiKeyAuthOptions = Omit<
 export type SingleProviderPluginCatalogOptions =
   | {
       buildProvider: Parameters<typeof buildSingleProviderApiKeyCatalog>[0]["buildProvider"];
+      buildStaticProvider?: Parameters<typeof buildSingleProviderApiKeyCatalog>[0]["buildProvider"];
       allowExplicitBaseUrl?: boolean;
       run?: never;
       order?: never;
+      staticRun?: never;
     }
   | {
       run: ProviderPluginCatalog["run"];
+      staticRun?: ProviderPluginCatalog["run"];
       order?: ProviderPluginCatalog["order"];
       buildProvider?: never;
+      buildStaticProvider?: never;
       allowExplicitBaseUrl?: never;
     };
 
@@ -54,7 +58,7 @@ export type SingleProviderPluginOptions = {
     catalog: SingleProviderPluginCatalogOptions;
   } & Omit<
     ProviderPlugin,
-    "id" | "label" | "docsPath" | "aliases" | "envVars" | "auth" | "catalog"
+    "id" | "label" | "docsPath" | "aliases" | "envVars" | "auth" | "catalog" | "staticCatalog"
   >;
   register?: (api: OpenClawPluginApi) => void;
 };
@@ -146,6 +150,22 @@ export function defineSingleProviderPluginEntry(options: SingleProviderPluginOpt
               }),
           };
         }
+        const staticCatalog: ProviderPluginCatalog | undefined =
+          "run" in provider.catalog
+            ? provider.catalog.staticRun
+              ? {
+                  order: provider.catalog.order ?? "simple",
+                  run: provider.catalog.staticRun,
+                }
+              : undefined
+            : provider.catalog.buildStaticProvider
+              ? {
+                  order: "simple",
+                  run: async () => ({
+                    provider: await provider.catalog.buildStaticProvider!(),
+                  }),
+                }
+              : undefined;
         api.registerProvider({
           id: providerId,
           label: provider.label,
@@ -154,10 +174,20 @@ export function defineSingleProviderPluginEntry(options: SingleProviderPluginOpt
           ...(envVars ? { envVars } : {}),
           auth,
           catalog,
+          ...(staticCatalog ? { staticCatalog } : {}),
           ...Object.fromEntries(
             Object.entries(provider).filter(
               ([key]) =>
-                !["id", "label", "docsPath", "aliases", "envVars", "auth", "catalog"].includes(key),
+                ![
+                  "id",
+                  "label",
+                  "docsPath",
+                  "aliases",
+                  "envVars",
+                  "auth",
+                  "catalog",
+                  "staticCatalog",
+                ].includes(key),
             ),
           ),
         });
diff --git a/src/plugins/provider-discovery.ts b/src/plugins/provider-discovery.ts
index f5b75e68c83..e471d6ea210 100644
--- a/src/plugins/provider-discovery.ts
+++ b/src/plugins/provider-discovery.ts
@@ -15,6 +15,10 @@ function resolveProviderCatalogHook(provider: ProviderPlugin) {
   return provider.catalog ?? provider.discovery;
 }
 
+function resolveProviderCatalogOrderHook(provider: ProviderPlugin) {
+  return resolveProviderCatalogHook(provider) ?? provider.staticCatalog;
+}
+
 export async function resolvePluginDiscoveryProviders(params: {
   config?: OpenClawConfig;
   workspaceDir?: string;
@@ -23,7 +27,7 @@ export async function resolvePluginDiscoveryProviders(params: {
 }): Promise<ProviderPlugin[]> {
   return (await loadProviderRuntime())
     .resolvePluginDiscoveryProvidersRuntime(params)
-    .filter((provider) => resolveProviderCatalogHook(provider));
+    .filter((provider) => resolveProviderCatalogOrderHook(provider));
 }
 
 export function groupPluginDiscoveryProvidersByOrder(
@@ -37,7 +41,7 @@ export function groupPluginDiscoveryProvidersByOrder(
   } as Record<ProviderDiscoveryOrder, ProviderPlugin[]>;
 
   for (const provider of providers) {
-    const order = resolveProviderCatalogHook(provider)?.order ?? "late";
+    const order = resolveProviderCatalogOrderHook(provider)?.order ?? "late";
     grouped[order].push(provider);
   }
 
@@ -118,3 +122,26 @@ export function runProviderCatalog(params: {
     resolveProviderAuth: params.resolveProviderAuth,
   });
 }
+
+export function runProviderStaticCatalog(params: {
+  provider: ProviderPlugin;
+  config: OpenClawConfig;
+  agentDir?: string;
+  workspaceDir?: string;
+  env: NodeJS.ProcessEnv;
+}) {
+  return params.provider.staticCatalog?.run({
+    config: params.config,
+    agentDir: params.agentDir,
+    workspaceDir: params.workspaceDir,
+    env: params.env,
+    resolveProviderApiKey: () => ({
+      apiKey: undefined,
+    }),
+    resolveProviderAuth: () => ({
+      apiKey: undefined,
+      mode: "none",
+      source: "none",
+    }),
+  });
+}
diff --git a/src/plugins/types.ts b/src/plugins/types.ts
index 473e585230e..90634ac1c08 100644
--- a/src/plugins/types.ts
+++ b/src/plugins/types.ts
@@ -1083,6 +1083,14 @@ export type ProviderPlugin = {
    * Returns provider config/model definitions that merge into models.providers.
    */
   catalog?: ProviderPluginCatalog;
+  /**
+   * Offline provider catalog for display-only surfaces.
+   *
+   * Unlike `catalog`, this hook must not perform network I/O or require real
+   * credentials. Use it for bundled/static rows that can be shown before auth is
+   * configured.
+   */
+  staticCatalog?: ProviderPluginCatalog;
   /**
    * Legacy alias for catalog.
    * Kept for compatibility with existing provider plugins.