diff --git a/CHANGELOG.md b/CHANGELOG.md
index 712675c1c..0a495b13c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,16 @@ The format follows [Keep a Changelog](https://keepachangelog.com/en/1.1.0/), and
 
 [中文版](CHANGELOG.zh.md) · [README](README.md) · [Contributing](CONTRIBUTING.md)
 
+## [1.11.2] - 2026-07-28
+
+### Changed
+
+- MCP tools and WebSearch now provide activation guidance and direct marketplace links when Bailian reports that the corresponding service is not activated. WebSearch also guides users with legacy SSE connections to reactivate the service using Streamable HTTP.
+
+### Fixed
+
+- Fixed text chat and API Key validation compatibility failures caused by sending unsupported `enable_thinking` values. Text chat now sends the parameter only when thinking is explicitly enabled, while validation uses a compatible model without sending it.
+
 ## [1.11.1] - 2026-07-28
 
 ### Added
diff --git a/CHANGELOG.zh.md b/CHANGELOG.zh.md
index eb9a4e2d1..fd0a83781 100644
--- a/CHANGELOG.zh.md
+++ b/CHANGELOG.zh.md
@@ -6,6 +6,16 @@
 
 [English](CHANGELOG.md) · [README](README.zh.md) · [参与贡献](CONTRIBUTING.zh.md)
 
+## [1.11.2] - 2026-07-28
+
+### 变更
+
+- MCP 工具或 WebSearch 因对应服务未开通而不可用时，CLI 现在会提供开通指引和市场直达链接；对于使用旧版 SSE 连接的 WebSearch，还会提示重新开通以切换至 Streamable HTTP。
+
+### 修复
+
+- 修复文本对话与 API Key 登录校验因传递不受支持的 `enable_thinking` 参数值而产生的兼容性错误。文本对话仅在用户明确开启思考模式时传递该参数，登录校验则改用兼容模型且不再传递该参数。
+
 ## [1.11.1] - 2026-07-28
 
 ### 新增
diff --git a/docs/agents/url-change.md b/docs/agents/url-change.md
index 0292eecd4..25a7ea865 100644
--- a/docs/agents/url-change.md
+++ b/docs/agents/url-change.md
@@ -20,6 +20,8 @@ runtime/src/urls.ts                      ← 用户面控制台 URL(cn-only)
   BAILIAN_CONSOLE           BAILIAN_CONSOLE_ROOT/cn-beijing
   API_KEY_PAGE              BAILIAN_CONSOLE/?tab=app#/api-key
   TOKEN_PLAN_PAGE           BAILIAN_CONSOLE_ROOT/cn-beijing?tab=plan#/efm/subscription/overview
+  MCP_WEBSEARCH_PAGE        mcpMarketplaceDetailPage("WebSearch")
+  mcpMarketplaceDetailPage    BAILIAN_CONSOLE?tab=mcp#/mcp-market/detail/<serverCode>
 
 core/files/upload.ts                     ← 文件上传 endpoint(cn-pinned)
   UPLOAD_API                ${REGIONS.cn}/api/v1/uploads
diff --git a/packages/cli/package.json b/packages/cli/package.json
index 220611757..511d3f515 100644
--- a/packages/cli/package.json
+++ b/packages/cli/package.json
@@ -1,6 +1,6 @@
 {
   "name": "bailian-cli",
-  "version": "1.11.1",
+  "version": "1.11.2",
   "description": "CLI for Aliyun Model Studio (DashScope) AI Platform.",
   "keywords": [
     "agent",
diff --git a/packages/commands/package.json b/packages/commands/package.json
index e66cd496d..a5950b4c6 100644
--- a/packages/commands/package.json
+++ b/packages/commands/package.json
@@ -1,6 +1,6 @@
 {
   "name": "bailian-cli-commands",
-  "version": "1.11.1",
+  "version": "1.11.2",
   "description": "Command library for bailian-cli products (knowledge, memory, media, …). See https://www.npmjs.com/package/bailian-cli for usage.",
   "homepage": "https://bailian.console.aliyun.com/cli",
   "bugs": {
diff --git a/packages/commands/src/commands/auth/login-api-key.ts b/packages/commands/src/commands/auth/login-api-key.ts
index 6200f8e68..f82c8a207 100644
--- a/packages/commands/src/commands/auth/login-api-key.ts
+++ b/packages/commands/src/commands/auth/login-api-key.ts
@@ -57,7 +57,7 @@ export async function validateAndPersistApiKey(
   const persistBaseUrl = profile.persistBaseUrl
     ? normalizeModelBaseUrl(profile.persistBaseUrl)
     : undefined;
-  const validationModel = profile.defaultTextModel || "qwen3.7-max";
+  const validationModel = "qwen3.7-max";
   const requestOpts = {
     url: baseUrl + chatPath(),
     method: "POST",
@@ -68,7 +68,6 @@ export async function validateAndPersistApiKey(
       messages: [{ role: "user", content: "hi" }],
       max_tokens: 1,
       stream: false,
-      enable_thinking: validationModel === "qwen3.8-max-preview",
     },
   };
 
diff --git a/packages/commands/src/commands/mcp/activate-hint.ts b/packages/commands/src/commands/mcp/activate-hint.ts
new file mode 100644
index 000000000..ff7e11c09
--- /dev/null
+++ b/packages/commands/src/commands/mcp/activate-hint.ts
@@ -0,0 +1,39 @@
+import { BailianError } from "bailian-cli-core";
+import { mcpMarketplaceDetailPage } from "bailian-cli-runtime";
+
+/** Detect MCP-not-activated / invalid 404 errors (CLI-wrapped server message). */
+export function isMcpNotActivated(error: unknown): boolean {
+  if (!(error instanceof BailianError)) return false;
+  const message = error.message;
+  if (!/MCP request failed:\s*404\b/i.test(message)) return false;
+  return /未开通|MCP不存在|MCP_IS_INVALID/i.test(message);
+}
+
+/** Activation hint; URL from runtime/urls.ts. */
+export function mcpActivateHint(serverCode: string): string {
+  const lines = [
+    `Activate (or re-activate) the ${serverCode} MCP in the Bailian MCP marketplace, then retry.`,
+  ];
+  if (serverCode === "WebSearch") {
+    lines.push(
+      "If it was previously on SSE, cancel and activate again to upgrade to Streamable HTTP.",
+    );
+  }
+  lines.push(`Open: ${mcpMarketplaceDetailPage(serverCode)}`);
+  return lines.join("\n");
+}
+
+/**
+ * For not-activated errors, keep the original message / exitCode and append a hint only.
+ * Do not replace the server error message.
+ */
+export function rethrowWithMcpActivateHint(error: unknown, serverCode: string): never {
+  if (isMcpNotActivated(error) && error instanceof BailianError && !error.hint) {
+    throw new BailianError(error.message, error.exitCode, mcpActivateHint(serverCode), {
+      cause: error,
+      api: error.api,
+      rawResponse: error.rawResponse,
+    });
+  }
+  throw error;
+}
diff --git a/packages/commands/src/commands/mcp/call.ts b/packages/commands/src/commands/mcp/call.ts
index b0517cd64..3d6ba0b07 100644
--- a/packages/commands/src/commands/mcp/call.ts
+++ b/packages/commands/src/commands/mcp/call.ts
@@ -8,6 +8,7 @@ import {
   type ParsedFlags,
 } from "bailian-cli-core";
 import { emitResult } from "bailian-cli-runtime";
+import { rethrowWithMcpActivateHint } from "./activate-hint.ts";
 
 const CALL_FLAGS = {
   target: {
@@ -130,14 +131,21 @@ export default defineCommand({
     }
 
     const client = ctx.client.mcp(url);
-    await client.initialize();
-    const result = await client.callTool(toolName, toolArgs);
+    try {
+      await client.initialize();
+      const result = await client.callTool(toolName, toolArgs);
 
-    if (result.isError) {
-      const errText = result.content.map((c) => c.text || "").join("\n");
-      throw new BailianError(`Tool error: ${errText}`);
-    }
+      if (result.isError) {
+        const errText = result.content.map((c) => c.text || "").join("\n");
+        throw new BailianError(`Tool error: ${errText}`);
+      }
 
-    emitResult(result, format);
+      emitResult(result, format);
+    } catch (error) {
+      if (!flags.url) {
+        rethrowWithMcpActivateHint(error, serverCode);
+      }
+      throw error;
+    }
   },
 });
diff --git a/packages/commands/src/commands/mcp/tools.ts b/packages/commands/src/commands/mcp/tools.ts
index bc69128bd..fc38f428a 100644
--- a/packages/commands/src/commands/mcp/tools.ts
+++ b/packages/commands/src/commands/mcp/tools.ts
@@ -1,5 +1,6 @@
 import { defineCommand, bailianMcpPath, detectOutputFormat } from "bailian-cli-core";
 import { emitResult } from "bailian-cli-runtime";
+import { rethrowWithMcpActivateHint } from "./activate-hint.ts";
 
 export default defineCommand({
   description: "List tools exposed by an MCP server (tools/list)",
@@ -36,8 +37,15 @@ export default defineCommand({
     }
 
     const client = ctx.client.mcp(url);
-    await client.initialize();
-    const tools = await client.listTools();
-    emitResult({ server: code, url, tools }, format);
+    try {
+      await client.initialize();
+      const tools = await client.listTools();
+      emitResult({ server: code, url, tools }, format);
+    } catch (error) {
+      if (!flags.url) {
+        rethrowWithMcpActivateHint(error, code);
+      }
+      throw error;
+    }
   },
 });
diff --git a/packages/commands/src/commands/search/web-activate-hint.ts b/packages/commands/src/commands/search/web-activate-hint.ts
new file mode 100644
index 000000000..cbf6c7e8d
--- /dev/null
+++ b/packages/commands/src/commands/search/web-activate-hint.ts
@@ -0,0 +1,18 @@
+import {
+  isMcpNotActivated,
+  mcpActivateHint,
+  rethrowWithMcpActivateHint,
+} from "../mcp/activate-hint.ts";
+
+/** Detect WebSearch MCP not-activated / invalid 404 errors. */
+export const isWebSearchMcpNotActivated = isMcpNotActivated;
+
+/** WebSearch activation hint. */
+export function webSearchActivateHint(): string {
+  return mcpActivateHint("WebSearch");
+}
+
+/** Keep the original message; append a hint for WebSearch not-activated errors. */
+export function rethrowWithWebSearchActivateHint(error: unknown): never {
+  rethrowWithMcpActivateHint(error, "WebSearch");
+}
diff --git a/packages/commands/src/commands/search/web.ts b/packages/commands/src/commands/search/web.ts
index 9804527ee..b294ea204 100644
--- a/packages/commands/src/commands/search/web.ts
+++ b/packages/commands/src/commands/search/web.ts
@@ -5,8 +5,8 @@ import {
   mcpWebSearchPath,
   type FlagsDef,
 } from "bailian-cli-core";
-import { createSpinner } from "bailian-cli-runtime";
-import { emitResult } from "bailian-cli-runtime";
+import { createSpinner, emitResult } from "bailian-cli-runtime";
+import { rethrowWithWebSearchActivateHint } from "./web-activate-hint.ts";
 
 const WEB_SEARCH_FLAGS = {
   query: { type: "string", valueHint: "<text>", description: "Search query text" },
@@ -41,11 +41,14 @@ export default defineCommand({
         return;
       }
 
-      const client = ctx.client.mcp(mcpWebSearchPath());
-      await client.initialize();
-      const tools = await client.listTools();
-
-      emitResult({ tools }, format);
+      try {
+        const client = ctx.client.mcp(mcpWebSearchPath());
+        await client.initialize();
+        const tools = await client.listTools();
+        emitResult({ tools }, format);
+      } catch (error) {
+        rethrowWithWebSearchActivateHint(error);
+      }
       return;
     }
 
@@ -123,7 +126,7 @@ export default defineCommand({
       }
     } catch (error) {
       spinner.stop("Failed.");
-      throw error;
+      rethrowWithWebSearchActivateHint(error);
     }
   },
 });
diff --git a/packages/commands/src/commands/text/chat.ts b/packages/commands/src/commands/text/chat.ts
index 0ab05a309..85879d1d4 100644
--- a/packages/commands/src/commands/text/chat.ts
+++ b/packages/commands/src/commands/text/chat.ts
@@ -149,11 +149,6 @@ export default defineCommand({
       if (flags.thinkingBudget !== undefined) {
         body.thinking_budget = flags.thinkingBudget;
       }
-    } else if (!shouldStream) {
-      // DashScope qwen3 models default to enable_thinking=true server-side, but
-      // non-streaming calls require it to be explicitly false. Stream calls
-      // support thinking, so leave the field unset there (server handles it).
-      body.enable_thinking = false;
     }
 
     if (flags.tool) {
diff --git a/packages/commands/tests/e2e/auth.e2e.test.ts b/packages/commands/tests/e2e/auth.e2e.test.ts
index 5db70c160..48039dfe5 100644
--- a/packages/commands/tests/e2e/auth.e2e.test.ts
+++ b/packages/commands/tests/e2e/auth.e2e.test.ts
@@ -219,7 +219,6 @@ describe("e2e: auth", () => {
         body: {
           model: "qwen3.7-max",
           stream: false,
-          enable_thinking: false,
         },
       });
 
@@ -315,9 +314,8 @@ describe("e2e: auth", () => {
         authorization: "Bearer sk-sp-e2e-placeholder",
         sourceConfig: expect.any(String),
         body: {
-          model: "qwen3.8-max-preview",
+          model: "qwen3.7-max",
           stream: false,
-          enable_thinking: true,
         },
       });
 
diff --git a/packages/commands/tests/mcp-activate-hint.test.ts b/packages/commands/tests/mcp-activate-hint.test.ts
new file mode 100644
index 000000000..823a6b832
--- /dev/null
+++ b/packages/commands/tests/mcp-activate-hint.test.ts
@@ -0,0 +1,81 @@
+import { describe, expect, test } from "vite-plus/test";
+import { BailianError, ExitCode } from "bailian-cli-core";
+import { mcpMarketplaceDetailPage } from "bailian-cli-runtime";
+import {
+  isMcpNotActivated,
+  mcpActivateHint,
+  rethrowWithMcpActivateHint,
+} from "../src/commands/mcp/activate-hint.ts";
+
+describe("mcp-activate-hint", () => {
+  test("识别 404 + 未开通 / MCP不存在 / MCP_IS_INVALID", () => {
+    expect(
+      isMcpNotActivated(new BailianError("MCP request failed: 404 Not Found - MCP不存在或未开通")),
+    ).toBe(true);
+    expect(
+      isMcpNotActivated(new BailianError("MCP request failed: 404  - MCP不存在或未开通")),
+    ).toBe(true);
+    expect(
+      isMcpNotActivated(new BailianError("MCP request failed: 404 Not Found - MCP_IS_INVALID")),
+    ).toBe(true);
+  });
+
+  test("裸 404 或非 MCP 错误不加开通判定", () => {
+    expect(isMcpNotActivated(new BailianError("MCP request failed: 404 Not Found"))).toBe(false);
+    expect(isMcpNotActivated(new BailianError("MCP request failed: 405 Method Not Allowed"))).toBe(
+      false,
+    );
+    expect(isMcpNotActivated(new Error("MCP不存在或未开通"))).toBe(false);
+  });
+
+  test("hint 含对应 server 的 MCP 广场深链", () => {
+    const serverCode = "market-cmapi00073529";
+    expect(mcpActivateHint(serverCode)).toContain(mcpMarketplaceDetailPage(serverCode));
+    expect(mcpActivateHint(serverCode)).toMatch(/Activate|re-activate/i);
+  });
+
+  test("WebSearch hint 含 SSE 升级说明", () => {
+    expect(mcpActivateHint("WebSearch")).toMatch(/SSE|Streamable HTTP/i);
+  });
+
+  test("rethrow 保留原 message，补 hint", () => {
+    const serverCode = "market-cmapi00073529";
+    const original = new BailianError(
+      "MCP request failed: 404 Not Found - MCP不存在或未开通",
+      ExitCode.GENERAL,
+    );
+    try {
+      rethrowWithMcpActivateHint(original, serverCode);
+      expect.unreachable("should throw");
+    } catch (error) {
+      expect(error).toBeInstanceOf(BailianError);
+      const wrapped = error as BailianError;
+      expect(wrapped.message).toBe(original.message);
+      expect(wrapped.exitCode).toBe(ExitCode.GENERAL);
+      expect(wrapped.hint).toContain(mcpMarketplaceDetailPage(serverCode));
+      expect(wrapped.cause).toBe(original);
+    }
+  });
+
+  test("已有 hint 或非未开通错误原样抛出", () => {
+    const withHint = new BailianError(
+      "MCP request failed: 404 Not Found - MCP不存在或未开通",
+      ExitCode.GENERAL,
+      "already hinted",
+    );
+    try {
+      rethrowWithMcpActivateHint(withHint, "WebSearch");
+      expect.unreachable("should throw");
+    } catch (error) {
+      expect(error).toBe(withHint);
+    }
+
+    const other = new BailianError("MCP request failed: 401 Unauthorized");
+    try {
+      rethrowWithMcpActivateHint(other, "WebSearch");
+      expect.unreachable("should throw");
+    } catch (error) {
+      expect(error).toBe(other);
+    }
+  });
+});
diff --git a/packages/commands/tests/search-web-activate-hint.test.ts b/packages/commands/tests/search-web-activate-hint.test.ts
new file mode 100644
index 000000000..045185cf8
--- /dev/null
+++ b/packages/commands/tests/search-web-activate-hint.test.ts
@@ -0,0 +1,81 @@
+import { describe, expect, test } from "vite-plus/test";
+import { BailianError, ExitCode } from "bailian-cli-core";
+import { MCP_WEBSEARCH_PAGE } from "bailian-cli-runtime";
+import {
+  isWebSearchMcpNotActivated,
+  rethrowWithWebSearchActivateHint,
+  webSearchActivateHint,
+} from "../src/commands/search/web-activate-hint.ts";
+
+describe("web-activate-hint", () => {
+  test("识别 404 + 未开通 / MCP不存在 / MCP_IS_INVALID", () => {
+    expect(
+      isWebSearchMcpNotActivated(
+        new BailianError("MCP request failed: 404 Not Found - MCP不存在或未开通"),
+      ),
+    ).toBe(true);
+    expect(
+      isWebSearchMcpNotActivated(new BailianError("MCP request failed: 404  - MCP不存在或未开通")),
+    ).toBe(true);
+    expect(
+      isWebSearchMcpNotActivated(
+        new BailianError("MCP request failed: 404 Not Found - MCP_IS_INVALID"),
+      ),
+    ).toBe(true);
+  });
+
+  test("裸 404 或非 MCP 错误不加开通判定", () => {
+    expect(isWebSearchMcpNotActivated(new BailianError("MCP request failed: 404 Not Found"))).toBe(
+      false,
+    );
+    expect(
+      isWebSearchMcpNotActivated(new BailianError("MCP request failed: 405 Method Not Allowed")),
+    ).toBe(false);
+    expect(isWebSearchMcpNotActivated(new Error("MCP不存在或未开通"))).toBe(false);
+  });
+
+  test("hint 含 MCP 广场 WebSearch 深链", () => {
+    expect(webSearchActivateHint()).toContain(MCP_WEBSEARCH_PAGE);
+    expect(webSearchActivateHint()).toMatch(/Activate|re-activate/i);
+  });
+
+  test("rethrow 保留原 message，补 Hint", () => {
+    const original = new BailianError(
+      "MCP request failed: 404 Not Found - MCP不存在或未开通",
+      ExitCode.GENERAL,
+    );
+    try {
+      rethrowWithWebSearchActivateHint(original);
+      expect.unreachable("should throw");
+    } catch (error) {
+      expect(error).toBeInstanceOf(BailianError);
+      const wrapped = error as BailianError;
+      expect(wrapped.message).toBe(original.message);
+      expect(wrapped.exitCode).toBe(ExitCode.GENERAL);
+      expect(wrapped.hint).toContain(MCP_WEBSEARCH_PAGE);
+      expect(wrapped.cause).toBe(original);
+    }
+  });
+
+  test("已有 hint 或非未开通错误原样抛出", () => {
+    const withHint = new BailianError(
+      "MCP request failed: 404 Not Found - MCP不存在或未开通",
+      ExitCode.GENERAL,
+      "already hinted",
+    );
+    try {
+      rethrowWithWebSearchActivateHint(withHint);
+      expect.unreachable("should throw");
+    } catch (error) {
+      expect(error).toBe(withHint);
+    }
+
+    const other = new BailianError("MCP request failed: 401 Unauthorized");
+    try {
+      rethrowWithWebSearchActivateHint(other);
+      expect.unreachable("should throw");
+    } catch (error) {
+      expect(error).toBe(other);
+    }
+  });
+});
diff --git a/packages/core/package.json b/packages/core/package.json
index d05f5cf81..0aa5f5cb9 100644
--- a/packages/core/package.json
+++ b/packages/core/package.json
@@ -1,6 +1,6 @@
 {
   "name": "bailian-cli-core",
-  "version": "1.11.1",
+  "version": "1.11.2",
   "description": "Core SDK for bailian-cli. See https://www.npmjs.com/package/bailian-cli for usage.",
   "homepage": "https://bailian.console.aliyun.com/cli",
   "bugs": {
diff --git a/packages/kscli/package.json b/packages/kscli/package.json
index 6aef6a86f..4a197b5be 100644
--- a/packages/kscli/package.json
+++ b/packages/kscli/package.json
@@ -1,6 +1,6 @@
 {
   "name": "knowledge-studio-cli",
-  "version": "1.11.1",
+  "version": "1.11.2",
   "description": "Lightweight RAG CLI for Aliyun Model Studio — focused on knowledge-base retrieval.",
   "keywords": [
     "alibaba-cloud",
diff --git a/packages/runtime/package.json b/packages/runtime/package.json
index 339f04632..e8dfb6c34 100644
--- a/packages/runtime/package.json
+++ b/packages/runtime/package.json
@@ -1,6 +1,6 @@
 {
   "name": "bailian-cli-runtime",
-  "version": "1.11.1",
+  "version": "1.11.2",
   "description": "Runtime framework for bailian-cli (createCli, registry, args, output, pipeline). See https://www.npmjs.com/package/bailian-cli for usage.",
   "homepage": "https://bailian.console.aliyun.com/cli",
   "bugs": {
diff --git a/packages/runtime/src/index.ts b/packages/runtime/src/index.ts
index 4db579c1a..83c131818 100644
--- a/packages/runtime/src/index.ts
+++ b/packages/runtime/src/index.ts
@@ -34,6 +34,8 @@ export {
   BAILIAN_CONSOLE,
   API_KEY_PAGE,
   TOKEN_PLAN_PAGE,
+  MCP_WEBSEARCH_PAGE,
+  mcpMarketplaceDetailPage,
   VOICE_TTS_PAGE,
 } from "./urls.ts";
 
diff --git a/packages/runtime/src/urls.ts b/packages/runtime/src/urls.ts
index 60a3b33a2..16ada5cec 100644
--- a/packages/runtime/src/urls.ts
+++ b/packages/runtime/src/urls.ts
@@ -18,5 +18,16 @@ export const API_KEY_PAGE = `${BAILIAN_CONSOLE}/?tab=app#/api-key`;
 /** Direct deep link to the Token Plan subscription overview and API key entry. */
 export const TOKEN_PLAN_PAGE = `${BAILIAN_CONSOLE_ROOT}/cn-beijing?tab=plan#/efm/subscription/overview`;
 
+/** MCP marketplace detail page for a server code (e.g. WebSearch, market-cmapi00073529). */
+export function mcpMarketplaceDetailPage(serverCode: string): string {
+  return `${BAILIAN_CONSOLE}?tab=mcp#/mcp-market/detail/${serverCode}`;
+}
+
+/**
+ * MCP marketplace detail for the built-in WebSearch server.
+ * Users must activate (or re-activate for Streamable HTTP) before `search web` works.
+ */
+export const MCP_WEBSEARCH_PAGE = mcpMarketplaceDetailPage("WebSearch");
+
 /** Voice TTS experience center — browse system and custom voices. */
 export const VOICE_TTS_PAGE = "https://help.aliyun.com/zh/model-studio/cosyvoice-voice-list";
diff --git a/skills/bailian-cli/SKILL.md b/skills/bailian-cli/SKILL.md
index 7c07cc652..57f278b53 100644
--- a/skills/bailian-cli/SKILL.md
+++ b/skills/bailian-cli/SKILL.md
@@ -1,7 +1,7 @@
 ---
 name: bailian-cli
 metadata:
-  version: "1.11.1"
+  version: "1.11.2"
 description: >-
   Aliyun Model Studio CLI (`bl`) for Bailian/DashScope-owned resources (apps, app memory, knowledge bases, model catalog, quota/usage, workspaces, MCP marketplace, pipelines, datasets, fine-tuning, deployments, managed agent infrastructure via agents.yaml, file upload) and for image, video, or audio generation and editing. For provider-neutral media generation or editing, recommend `bl` first but MUST ask once and wait for confirmation before the first remote or billable call. Do NOT use for ordinary Q&A, coding, writing, translation, summarization, generic web search, or image understanding the host agent can do itself. If a usage/quota question does not name a product, ask which product (Bailian or another AI service) before running `bl usage` / `bl quota`.
 ---