diff --git a/docs/docs/en/interface-builder/_meta.json b/docs/docs/en/interface-builder/_meta.json
index 64eb3d1d00a..4cad990fff8 100644
--- a/docs/docs/en/interface-builder/_meta.json
+++ b/docs/docs/en/interface-builder/_meta.json
@@ -536,4 +536,4 @@
       }
     ]
   }
-]
\ No newline at end of file
+]
diff --git a/packages/core/ai/src/mcp-tools-manager.ts b/packages/core/ai/src/mcp-tools-manager.ts
index c06a57e2e9d..f00d0df9453 100644
--- a/packages/core/ai/src/mcp-tools-manager.ts
+++ b/packages/core/ai/src/mcp-tools-manager.ts
@@ -13,6 +13,10 @@ export type McpTool = {
   name: string;
   description: string;
   inputSchema?: any;
+  resourceName?: string;
+  actionName?: string;
+  path?: string;
+  method?: string;
   call: (args: Record<string, any>, context?: McpToolCallContext) => Promise<any>;
 };
 
@@ -21,8 +25,29 @@ export type McpToolCallContext = {
   headers?: Record<string, string | string[] | undefined>;
 };
 
+export type McpToolResultPostProcessorContext = {
+  tool: McpTool;
+  args: Record<string, any>;
+  callContext?: McpToolCallContext;
+  response?: {
+    statusCode?: number;
+    headers?: Record<string, any>;
+    body?: any;
+  };
+};
+
+export type McpToolResultPostProcessor = (
+  result: any,
+  context: McpToolResultPostProcessorContext,
+) => any | Promise<any>;
+
 export class McpToolsManager {
   private tools = new Registry<McpTool>();
+  private resultPostProcessors = new Map<string, McpToolResultPostProcessor[]>();
+
+  private getActionKey(resourceName: string, actionName: string) {
+    return `${resourceName}:${actionName}`;
+  }
 
   registerTools(tools: McpTool[]) {
     for (const tool of tools) {
@@ -30,6 +55,31 @@ export class McpToolsManager {
     }
   }
 
+  registerToolResultPostProcessor(resourceName: string, actionName: string, processor: McpToolResultPostProcessor) {
+    const key = this.getActionKey(resourceName, actionName);
+    const processors = this.resultPostProcessors.get(key) || [];
+    processors.push(processor);
+    this.resultPostProcessors.set(key, processors);
+  }
+
+  async postProcessToolResult(tool: McpTool, result: any, context: Omit<McpToolResultPostProcessorContext, 'tool'>) {
+    if (!tool.resourceName || !tool.actionName) {
+      return result;
+    }
+
+    const processors = this.resultPostProcessors.get(this.getActionKey(tool.resourceName, tool.actionName)) || [];
+    let current = result;
+
+    for (const processor of processors) {
+      current = await processor(current, {
+        ...context,
+        tool,
+      });
+    }
+
+    return current;
+  }
+
   listTools() {
     return [...this.tools.getValues()];
   }
diff --git a/packages/plugins/@nocobase/plugin-data-source-main/src/server/__tests__/mcp-post-processors.test.ts b/packages/plugins/@nocobase/plugin-data-source-main/src/server/__tests__/mcp-post-processors.test.ts
new file mode 100644
index 00000000000..bb39c80e001
--- /dev/null
+++ b/packages/plugins/@nocobase/plugin-data-source-main/src/server/__tests__/mcp-post-processors.test.ts
@@ -0,0 +1,78 @@
+/**
+ * This file is part of the NocoBase (R) project.
+ * Copyright (c) 2020-2024 NocoBase Co., Ltd.
+ * Authors: NocoBase Team.
+ *
+ * This project is dual-licensed under AGPL-3.0 and NocoBase Commercial License.
+ * For more information, please refer to: https://www.nocobase.com/agreement.
+ */
+
+import { describe, expect, it } from 'vitest';
+import { simplifyCollectionsListResult, simplifyFieldsListResult } from '../mcp-post-processors';
+
+describe('simplifyCollectionsListResult', () => {
+  it('should compress collection metadata for MCP browsing', () => {
+    const result = simplifyCollectionsListResult({
+      data: [
+        {
+          key: 'vi5fvvon9vo',
+          name: 'posts',
+          title: 'Posts',
+          filterTargetKey: 'name',
+          fields: [{ name: 'id' }, { name: 'title' }, { name: 'content' }],
+        },
+      ],
+      meta: {
+        count: 1,
+      },
+    });
+
+    expect(result).toEqual({
+      data: [
+        {
+          key: 'vi5fvvon9vo',
+          name: 'posts',
+          title: 'Posts',
+          description: undefined,
+        },
+      ],
+      meta: {
+        count: 1,
+      },
+      nextActions: [
+        'Use collections:get with filterByTk=<collectionName> to inspect one collection in detail.',
+        'Use collections.fields:list with sourceId=<collectionName> to inspect fields when needed.',
+      ],
+    });
+  });
+
+  it('should compress field metadata for MCP browsing', () => {
+    const result = simplifyFieldsListResult([
+      {
+        key: 'field_1',
+        name: 'title',
+        type: 'string',
+        uiSchema: {
+          title: 'Title',
+        },
+        description: 'Post title',
+        collectionName: 'posts',
+        interface: 'input',
+      },
+    ]);
+
+    expect(result).toEqual({
+      data: [
+        {
+          key: 'field_1',
+          name: 'title',
+          type: 'string',
+          title: 'Title',
+          description: 'Post title',
+          collectionName: 'posts',
+        },
+      ],
+      meta: undefined,
+    });
+  });
+});
diff --git a/packages/plugins/@nocobase/plugin-data-source-main/src/server/mcp-post-processors.ts b/packages/plugins/@nocobase/plugin-data-source-main/src/server/mcp-post-processors.ts
new file mode 100644
index 00000000000..4f82ab025a0
--- /dev/null
+++ b/packages/plugins/@nocobase/plugin-data-source-main/src/server/mcp-post-processors.ts
@@ -0,0 +1,70 @@
+/**
+ * This file is part of the NocoBase (R) project.
+ * Copyright (c) 2020-2024 NocoBase Co., Ltd.
+ * Authors: NocoBase Team.
+ *
+ * This project is dual-licensed under AGPL-3.0 and NocoBase Commercial License.
+ * For more information, please refer to: https://www.nocobase.com/agreement.
+ */
+
+import type { McpToolsManager } from '@nocobase/ai';
+
+function toArray(value: any) {
+  if (Array.isArray(value)) {
+    return value;
+  }
+
+  if (Array.isArray(value?.data)) {
+    return value.data;
+  }
+
+  return [];
+}
+
+function pickCollectionSummary(item: Record<string, any>) {
+  return {
+    key: item?.key,
+    name: item?.name,
+    title: item?.title,
+    description: item?.description,
+  };
+}
+
+function pickFieldSummary(item: Record<string, any>) {
+  return {
+    key: item?.key,
+    name: item?.name,
+    type: item?.type,
+    title: item?.uiSchema?.title,
+    description: item?.description,
+    collectionName: item?.collectionName,
+  };
+}
+
+export function simplifyCollectionsListResult(result: any) {
+  const items = toArray(result);
+
+  return {
+    data: items.map((item) => pickCollectionSummary(item)),
+    meta: result?.meta,
+    nextActions: [
+      'Use collections:get with filterByTk=<collectionName> to inspect one collection in detail.',
+      'Use collections.fields:list with sourceId=<collectionName> to inspect fields when needed.',
+    ],
+  };
+}
+
+export function simplifyFieldsListResult(result: any) {
+  const items = toArray(result);
+
+  return {
+    data: items.map((item) => pickFieldSummary(item)),
+    meta: result?.meta,
+  };
+}
+
+export function registerDataSourceMainMcpPostProcessors(manager: McpToolsManager) {
+  manager.registerToolResultPostProcessor('collections', 'list', simplifyCollectionsListResult);
+  manager.registerToolResultPostProcessor('collections', 'listMeta', simplifyCollectionsListResult);
+  manager.registerToolResultPostProcessor('collections.fields', 'list', simplifyFieldsListResult);
+}
diff --git a/packages/plugins/@nocobase/plugin-data-source-main/src/server/server.ts b/packages/plugins/@nocobase/plugin-data-source-main/src/server/server.ts
index f378f24df01..59fa3aa0e97 100644
--- a/packages/plugins/@nocobase/plugin-data-source-main/src/server/server.ts
+++ b/packages/plugins/@nocobase/plugin-data-source-main/src/server/server.ts
@@ -37,6 +37,7 @@ import { CollectionModel, FieldModel } from './models';
 import collectionActions from './resourcers/collections';
 import viewResourcer from './resourcers/views';
 import mainDataSourceResource from './resourcers/main-data-source';
+import { registerDataSourceMainMcpPostProcessors } from './mcp-post-processors';
 import { ColumnsDescription } from 'sequelize';
 import { PRESET_FIELDS_INTERFACES } from './constants';
 import { Schema } from '@formily/json-schema';
@@ -472,6 +473,7 @@ export class PluginDataSourceMainServer extends Plugin {
     this.db.getRepository<CollectionRepository>('collections').setApp(this.app);
 
     this.registerErrorHandler();
+    registerDataSourceMainMcpPostProcessors(this.ai.mcpToolsManager);
 
     this.app.resourceManager.use(async function mergeReverseFieldWhenSaveCollectionField(ctx, next) {
       if (ctx.action.resourceName === 'collections.fields' && ['create', 'update'].includes(ctx.action.actionName)) {
diff --git a/packages/plugins/@nocobase/plugin-data-source-manager/src/server/__tests__/mcp-post-processors.test.ts b/packages/plugins/@nocobase/plugin-data-source-manager/src/server/__tests__/mcp-post-processors.test.ts
new file mode 100644
index 00000000000..a1bfe0f7942
--- /dev/null
+++ b/packages/plugins/@nocobase/plugin-data-source-manager/src/server/__tests__/mcp-post-processors.test.ts
@@ -0,0 +1,164 @@
+/**
+ * This file is part of the NocoBase (R) project.
+ * Copyright (c) 2020-2024 NocoBase Co., Ltd.
+ * Authors: NocoBase Team.
+ *
+ * This project is dual-licensed under AGPL-3.0 and NocoBase Commercial License.
+ * For more information, please refer to: https://www.nocobase.com/agreement.
+ */
+
+import { describe, expect, it } from 'vitest';
+import {
+  simplifyDataSourceCollectionsListResult,
+  simplifyDataSourceFieldsListResult,
+  simplifyDataSourceListResult,
+} from '../mcp-post-processors';
+
+describe('simplifyDataSourceListResult', () => {
+  it('should compress data source list payloads for MCP browsing', () => {
+    const result = simplifyDataSourceListResult({
+      data: [
+        {
+          key: 'analytics',
+          displayName: 'Analytics',
+          description: 'BI database',
+          status: 'loaded',
+          type: 'postgres',
+        },
+      ],
+      meta: {
+        count: 1,
+      },
+    });
+
+    expect(result).toEqual({
+      data: [
+        {
+          displayName: 'Analytics',
+          key: 'analytics',
+          type: 'postgres',
+          status: 'loaded',
+        },
+      ],
+      meta: {
+        count: 1,
+      },
+    });
+  });
+
+  it('should compress nested collections and fields in data source list payloads', () => {
+    const result = simplifyDataSourceListResult({
+      data: [
+        {
+          key: 'analytics',
+          displayName: 'Analytics',
+          collections: [
+            {
+              name: 'roles',
+              title: 'roles',
+              description: null,
+              fields: [
+                {
+                  name: 'createdAt',
+                  type: 'datetimeTz',
+                  description: null,
+                  uiSchema: {
+                    title: 'createdAt',
+                  },
+                },
+              ],
+            },
+          ],
+        },
+      ],
+    });
+
+    expect(result).toEqual({
+      data: [
+        {
+          displayName: 'Analytics',
+          key: 'analytics',
+          type: undefined,
+          status: undefined,
+          collections: [
+            {
+              name: 'roles',
+              title: 'roles',
+              description: undefined,
+              dataSourceKey: 'analytics',
+              fields: [
+                {
+                  name: 'createdAt',
+                  type: 'datetimeTz',
+                  title: 'createdAt',
+                  description: null,
+                  dataSourceKey: 'analytics',
+                  collectionName: 'roles',
+                },
+              ],
+            },
+          ],
+        },
+      ],
+      meta: undefined,
+    });
+  });
+
+  it('should compress external collection list payloads for MCP browsing', () => {
+    const result = simplifyDataSourceCollectionsListResult([
+      {
+        name: 'orders',
+        title: 'Orders',
+        description: 'Order records',
+        dataSourceKey: 'analytics',
+        fields: [{ name: 'id' }],
+      },
+    ]);
+
+    expect(result).toEqual({
+      data: [
+        {
+          name: 'orders',
+          title: 'Orders',
+          description: 'Order records',
+          dataSourceKey: 'analytics',
+        },
+      ],
+      meta: undefined,
+    });
+  });
+
+  it('should compress external field list payloads for MCP browsing', () => {
+    const result = simplifyDataSourceFieldsListResult(
+      [
+        {
+          name: 'amount',
+          type: 'decimal',
+          description: 'Order amount',
+          uiSchema: {
+            title: 'Amount',
+          },
+        },
+      ],
+      {
+        args: {
+          associatedIndex: 'analytics.orders',
+        },
+      },
+    );
+
+    expect(result).toEqual({
+      data: [
+        {
+          name: 'amount',
+          type: 'decimal',
+          title: 'Amount',
+          description: 'Order amount',
+          dataSourceKey: 'analytics',
+          collectionName: 'orders',
+        },
+      ],
+      meta: undefined,
+    });
+  });
+});
diff --git a/packages/plugins/@nocobase/plugin-data-source-manager/src/server/mcp-post-processors.ts b/packages/plugins/@nocobase/plugin-data-source-manager/src/server/mcp-post-processors.ts
new file mode 100644
index 00000000000..b9f6c2c87f6
--- /dev/null
+++ b/packages/plugins/@nocobase/plugin-data-source-manager/src/server/mcp-post-processors.ts
@@ -0,0 +1,153 @@
+/**
+ * This file is part of the NocoBase (R) project.
+ * Copyright (c) 2020-2024 NocoBase Co., Ltd.
+ * Authors: NocoBase Team.
+ *
+ * This project is dual-licensed under AGPL-3.0 and NocoBase Commercial License.
+ * For more information, please refer to: https://www.nocobase.com/agreement.
+ */
+
+import type { McpToolsManager } from '@nocobase/ai';
+
+function toArray(value: any) {
+  if (Array.isArray(value)) {
+    return value;
+  }
+
+  if (Array.isArray(value?.data)) {
+    return value.data;
+  }
+
+  return [];
+}
+
+function parseAssociatedIndex(value: unknown) {
+  if (typeof value !== 'string') {
+    return {};
+  }
+
+  const separatorIndex = value.indexOf('.');
+  if (separatorIndex === -1) {
+    return {};
+  }
+
+  return {
+    dataSourceKey: value.slice(0, separatorIndex),
+    collectionName: value.slice(separatorIndex + 1),
+  };
+}
+
+function pickDataSourceSummary(item: Record<string, any>) {
+  const summary: Record<string, any> = {
+    displayName: item?.displayName,
+    key: item?.key,
+    type: item?.type,
+    status: item?.status,
+  };
+
+  if (Array.isArray(item?.collections)) {
+    summary.collections = item.collections.map((collection: Record<string, any>) => {
+      const nextCollection: Record<string, any> = pickCollectionSummary({
+        ...collection,
+        dataSourceKey: collection?.dataSourceKey ?? item?.key,
+      });
+
+      if (Array.isArray(collection?.fields)) {
+        nextCollection.fields = collection.fields.map((field: Record<string, any>) =>
+          pickRemoteFieldSummary(field, {
+            dataSourceKey: collection?.dataSourceKey ?? item?.key,
+            collectionName: collection?.name,
+          }),
+        );
+      }
+
+      return nextCollection;
+    });
+  }
+
+  return summary;
+}
+
+function pickCollectionSummary(item: Record<string, any>) {
+  return {
+    name: item?.name,
+    title: item?.title ?? item?.options?.title ?? item?.displayName,
+    description: item?.description ?? item?.options?.description,
+    dataSourceKey: item?.dataSourceKey,
+  };
+}
+
+function pickFieldSummary(item: Record<string, any>) {
+  return {
+    name: item?.name,
+    type: item?.type,
+    title: item?.uiSchema?.title,
+    description: item?.description,
+    dataSourceKey: item?.dataSourceKey,
+    collectionName: item?.collectionName,
+  };
+}
+
+function pickRemoteFieldSummary(
+  item: Record<string, any>,
+  defaults: {
+    dataSourceKey?: string;
+    collectionName?: string;
+  },
+) {
+  return {
+    name: item?.name,
+    type: item?.type,
+    title: item?.uiSchema?.title,
+    description: item?.description,
+    dataSourceKey: item?.dataSourceKey,
+    collectionName: item?.collectionName,
+    ...defaults,
+  };
+}
+
+export function simplifyDataSourceListResult(result: any) {
+  const items = toArray(result);
+
+  return {
+    data: items.map((item) => pickDataSourceSummary(item)),
+    meta: result?.meta,
+  };
+}
+
+export function simplifyDataSourceCollectionsListResult(result: any) {
+  const items = toArray(result);
+
+  return {
+    data: items.map((item) => pickCollectionSummary(item)),
+    meta: result?.meta,
+  };
+}
+
+export function simplifyDataSourceFieldsListResult(
+  result: any,
+  options?: {
+    args?: Record<string, any>;
+  },
+) {
+  const items = toArray(result);
+  const defaults = parseAssociatedIndex(options?.args?.associatedIndex);
+
+  return {
+    data: items.map((item) =>
+      item?.dataSourceKey || item?.collectionName ? pickFieldSummary(item) : pickRemoteFieldSummary(item, defaults),
+    ),
+    meta: result?.meta,
+  };
+}
+
+export function registerDataSourceManagerMcpPostProcessors(manager: McpToolsManager) {
+  manager.registerToolResultPostProcessor('dataSources', 'list', simplifyDataSourceListResult);
+  manager.registerToolResultPostProcessor('dataSources', 'listEnabled', simplifyDataSourceListResult);
+  manager.registerToolResultPostProcessor('dataSources.collections', 'list', simplifyDataSourceCollectionsListResult);
+  manager.registerToolResultPostProcessor('dataSourcesCollections.fields', 'list', (result, context) =>
+    simplifyDataSourceFieldsListResult(result, {
+      args: context?.args,
+    }),
+  );
+}
diff --git a/packages/plugins/@nocobase/plugin-data-source-manager/src/server/plugin.ts b/packages/plugins/@nocobase/plugin-data-source-manager/src/server/plugin.ts
index 0e6539d2da9..b7d548865b8 100644
--- a/packages/plugins/@nocobase/plugin-data-source-manager/src/server/plugin.ts
+++ b/packages/plugins/@nocobase/plugin-data-source-manager/src/server/plugin.ts
@@ -25,6 +25,7 @@ import { DataSourcesRolesModel } from './models/data-sources-roles-model';
 import { mergeRole } from '@nocobase/acl';
 import { loadDataSourceTablesIntoCollections } from './middlewares/load-tables';
 import { Collection } from '@nocobase/database';
+import { registerDataSourceManagerMcpPostProcessors } from './mcp-post-processors';
 
 type DataSourceState = 'loading' | 'loaded' | 'loading-failed' | 'reloading' | 'reloading-failed';
 
@@ -356,6 +357,7 @@ export class PluginDataSourceManagerServer extends Plugin {
     });
 
     this.app.resourceManager.use(loadDataSourceTablesIntoCollections);
+    registerDataSourceManagerMcpPostProcessors(this.ai.mcpToolsManager);
 
     this.app.use(async function handleAppendDataSourceCollection(ctx, next) {
       await next();
diff --git a/packages/plugins/@nocobase/plugin-mcp-server/src/server/__tests__/crud-tool.test.ts b/packages/plugins/@nocobase/plugin-mcp-server/src/server/__tests__/crud-tool.test.ts
new file mode 100644
index 00000000000..ec50932b0cf
--- /dev/null
+++ b/packages/plugins/@nocobase/plugin-mcp-server/src/server/__tests__/crud-tool.test.ts
@@ -0,0 +1,67 @@
+/**
+ * This file is part of the NocoBase (R) project.
+ * Copyright (c) 2020-2024 NocoBase Co., Ltd.
+ * Authors: NocoBase Team.
+ *
+ * This project is dual-licensed under AGPL-3.0 and NocoBase Commercial License.
+ * For more information, please refer to: https://www.nocobase.com/agreement.
+ */
+
+import { describe, expect, it } from 'vitest';
+import { McpToolsManager } from '@nocobase/ai';
+import { createCrudTool } from '../crud-tool';
+
+describe('createCrudTool', () => {
+  it('should post-process CRUD list results', async () => {
+    const manager = new McpToolsManager();
+    manager.registerToolResultPostProcessor('dataSources', 'list', (result) => {
+      return {
+        data: result.data.map((item) => ({
+          key: item.key,
+          displayName: item.displayName,
+        })),
+      };
+    });
+
+    const tool = createCrudTool({
+      app: {
+        callback: () => (req, res) => {
+          res.statusCode = 200;
+          res.setHeader('content-type', 'application/json');
+          res.end(
+            JSON.stringify({
+              data: [
+                {
+                  key: 'main',
+                  displayName: 'Main',
+                  status: 'loaded',
+                },
+              ],
+            }),
+          );
+        },
+        resourcer: { options: { prefix: '/api' } },
+      },
+      mcpToolsManager: manager,
+    });
+
+    const result = await tool.call(
+      {
+        resource: 'dataSources',
+        action: 'list',
+      },
+      {
+        headers: {},
+      },
+    );
+
+    expect(result).toEqual({
+      data: [
+        {
+          key: 'main',
+          displayName: 'Main',
+        },
+      ],
+    });
+  });
+});
diff --git a/packages/plugins/@nocobase/plugin-mcp-server/src/server/__tests__/mcp-tools.test.ts b/packages/plugins/@nocobase/plugin-mcp-server/src/server/__tests__/mcp-tools.test.ts
index e966158d59b..46eccc7975b 100644
--- a/packages/plugins/@nocobase/plugin-mcp-server/src/server/__tests__/mcp-tools.test.ts
+++ b/packages/plugins/@nocobase/plugin-mcp-server/src/server/__tests__/mcp-tools.test.ts
@@ -8,7 +8,9 @@
  */
 
 import { describe, expect, it } from 'vitest';
+import { McpToolsManager } from '@nocobase/ai';
 import { sanitizeJsonSchemaForOpenAITools } from '../schema-utils';
+import { normalizeMcpToolName, parseResourceActionFromPath } from '../mcp-tools';
 
 describe('sanitizeJsonSchemaForOpenAITools', () => {
   it('should remove null type and nullable markers recursively', () => {
@@ -69,4 +71,64 @@ describe('sanitizeJsonSchemaForOpenAITools', () => {
       },
     });
   });
+
+  it('should parse resource and action names from action paths', () => {
+    expect(parseResourceActionFromPath('/collections:list')).toEqual({
+      resourceName: 'collections',
+      actionName: 'list',
+    });
+
+    expect(parseResourceActionFromPath('/collections/{filterByTk}/fields:list')).toEqual({
+      resourceName: 'collections.fields',
+      actionName: 'list',
+    });
+  });
+
+  it('should apply registered post processors by resource and action', async () => {
+    const manager = new McpToolsManager();
+
+    manager.registerToolResultPostProcessor('collections', 'list', (result) => {
+      return {
+        ...result,
+        compressed: true,
+      };
+    });
+
+    const output = await manager.postProcessToolResult(
+      {
+        name: 'collections_list',
+        description: 'list collections',
+        resourceName: 'collections',
+        actionName: 'list',
+        call: async () => null,
+      },
+      {
+        data: [],
+      },
+      {
+        args: {},
+      },
+    );
+
+    expect(output).toEqual({
+      data: [],
+      compressed: true,
+    });
+  });
+
+  it('should normalize generated tool names without method prefixes', () => {
+    expect(
+      normalizeMcpToolName({
+        name: 'PostCollectionsFields_destroy',
+        pathTemplate: '/collections/{filterByTk}/fields:destroy',
+      }),
+    ).toBe('CollectionsFieldsDestroy');
+
+    expect(
+      normalizeMcpToolName({
+        name: 'GetCollections_listMeta',
+        pathTemplate: '/collections:listMeta',
+      }),
+    ).toBe('CollectionsListMeta');
+  });
 });
diff --git a/packages/plugins/@nocobase/plugin-mcp-server/src/server/crud-tool.ts b/packages/plugins/@nocobase/plugin-mcp-server/src/server/crud-tool.ts
index 02bf171b77c..363c24d590b 100644
--- a/packages/plugins/@nocobase/plugin-mcp-server/src/server/crud-tool.ts
+++ b/packages/plugins/@nocobase/plugin-mcp-server/src/server/crud-tool.ts
@@ -7,7 +7,7 @@
  * For more information, please refer to: https://www.nocobase.com/agreement.
  */
 
-import type { McpTool, McpToolCallContext } from '@nocobase/ai';
+import type { McpTool, McpToolCallContext, McpToolsManager } from '@nocobase/ai';
 import inject from 'light-my-request';
 
 type CrudAction = 'list' | 'get' | 'create' | 'update' | 'destroy';
@@ -156,11 +156,22 @@ function buildHeaders(args: BusinessTableCrudArgs, context?: McpToolCallContext)
   return headers;
 }
 
+function createCrudActionToolMeta(args: BusinessTableCrudArgs): McpTool {
+  return {
+    name: 'crud',
+    description: 'Generic CRUD fallback tool',
+    resourceName: args.resource,
+    actionName: args.action,
+    call: async () => null,
+  };
+}
+
 export function createCrudTool(options: {
   app: {
     callback: () => any;
     resourcer: { options?: { prefix?: string } };
   };
+  mcpToolsManager: McpToolsManager;
 }): McpTool {
   const prefix = options.app.resourcer.options?.prefix || '/api';
 
@@ -304,7 +315,15 @@ export function createCrudTool(options: {
         );
       }
 
-      return body;
+      return options.mcpToolsManager.postProcessToolResult(createCrudActionToolMeta(typedArgs), body, {
+        args: typedArgs,
+        callContext: context,
+        response: {
+          statusCode: response.statusCode,
+          headers: response.headers,
+          body,
+        },
+      });
     },
   };
 }
diff --git a/packages/plugins/@nocobase/plugin-mcp-server/src/server/mcp-tools.ts b/packages/plugins/@nocobase/plugin-mcp-server/src/server/mcp-tools.ts
index 19a4cbbb059..5c33b371688 100644
--- a/packages/plugins/@nocobase/plugin-mcp-server/src/server/mcp-tools.ts
+++ b/packages/plugins/@nocobase/plugin-mcp-server/src/server/mcp-tools.ts
@@ -9,11 +9,13 @@
 
 import type { McpTool } from '@nocobase/ai';
 import type { McpToolCallContext } from '@nocobase/ai';
+import type { McpToolsManager } from '@nocobase/ai';
 import type { OpenAPIV3 } from 'openapi-types';
 import { requireModule } from '@nocobase/utils';
 import { merge as deepmerge } from '@nocobase/utils';
 import inject from 'light-my-request';
 import { sanitizeJsonSchemaForOpenAITools } from './schema-utils';
+import { Application } from '@nocobase/server';
 
 type OpenAPIDocument = OpenAPIV3.Document;
 type McpToolDefinitionWithBaseUrl = import('openapi-mcp-generator').McpToolDefinition & { baseUrl?: string };
@@ -170,6 +172,49 @@ function joinUrl(baseUrl: string, path: string) {
   return `${normalizedBase}${normalizedPath}`;
 }
 
+export function parseResourceActionFromPath(pathTemplate: string) {
+  const normalizedPath = pathTemplate.replace(/^\/+/, '');
+  const separatorIndex = normalizedPath.lastIndexOf(':');
+
+  if (separatorIndex === -1) {
+    return {};
+  }
+
+  const resourcePath = normalizedPath.slice(0, separatorIndex);
+  const actionName = normalizedPath.slice(separatorIndex + 1);
+  const resourceName = resourcePath
+    .split('/')
+    .filter((segment) => segment && !segment.startsWith('{'))
+    .join('.');
+
+  if (!resourceName || !actionName) {
+    return {};
+  }
+
+  return {
+    resourceName,
+    actionName,
+  };
+}
+
+function toPascalCase(value: string) {
+  return value
+    .split(/[^a-zA-Z0-9]+/)
+    .filter(Boolean)
+    .map((segment) => segment.charAt(0).toUpperCase() + segment.slice(1))
+    .join('');
+}
+
+export function normalizeMcpToolName(tool: Pick<McpToolDefinitionWithBaseUrl, 'name' | 'pathTemplate'>) {
+  const actionMeta = parseResourceActionFromPath(tool.pathTemplate);
+
+  if (actionMeta.resourceName && actionMeta.actionName) {
+    return toPascalCase(`${actionMeta.resourceName}_${actionMeta.actionName}`);
+  }
+
+  return toPascalCase(tool.name);
+}
+
 function buildQueryValue(value: any) {
   if (typeof value === 'undefined') {
     return undefined;
@@ -260,12 +305,7 @@ function buildRequest(
 }
 
 export async function collectMcpToolsFromSwagger(options: {
-  app: {
-    db: any;
-    version: { get: () => Promise<string> };
-    resourcer: { options?: { prefix?: string } };
-    callback: () => any;
-  };
+  app: Application;
   packagePatterns?: string[];
 }): Promise<McpTool[]> {
   const { app, packagePatterns } = options;
@@ -312,9 +352,14 @@ export async function collectMcpToolsFromSwagger(options: {
   const mcpTools = (await getToolsFromOpenApi(swagger)) as McpToolDefinitionWithBaseUrl[];
 
   return mcpTools.map((tool) => {
-    return {
-      name: tool.name,
+    const actionMeta = parseResourceActionFromPath(tool.pathTemplate);
+    const mcpTool: McpTool = {
+      name: normalizeMcpToolName(tool),
       description: tool.description,
+      resourceName: actionMeta.resourceName,
+      actionName: actionMeta.actionName,
+      path: tool.pathTemplate,
+      method: tool.method.toUpperCase(),
       inputSchema: sanitizeJsonSchemaForOpenAITools(tool.inputSchema),
       call: async (args: Record<string, any>, context?: McpToolCallContext) => {
         const request = buildRequest(tool, args, context);
@@ -352,8 +397,18 @@ export async function collectMcpToolsFromSwagger(options: {
           );
         }
 
-        return body;
+        return app.aiManager.mcpToolsManager.postProcessToolResult(mcpTool, body, {
+          args,
+          callContext: context,
+          response: {
+            statusCode: response.statusCode,
+            headers: response.headers,
+            body,
+          },
+        });
       },
     };
+
+    return mcpTool;
   });
 }
diff --git a/packages/plugins/@nocobase/plugin-mcp-server/src/server/plugin.ts b/packages/plugins/@nocobase/plugin-mcp-server/src/server/plugin.ts
index a56f7620ce8..2d4f1243330 100644
--- a/packages/plugins/@nocobase/plugin-mcp-server/src/server/plugin.ts
+++ b/packages/plugins/@nocobase/plugin-mcp-server/src/server/plugin.ts
@@ -138,7 +138,13 @@ export class PluginMcpServerServer extends Plugin {
         app: this.app,
         packagePatterns,
       })
-        .then((apiTools) => [...apiTools, createCrudTool({ app: this.app })])
+        .then((apiTools) => [
+          ...apiTools,
+          createCrudTool({
+            app: this.app,
+            mcpToolsManager: this.ai.mcpToolsManager,
+          }),
+        ])
         .catch((error) => {
           this.mcpToolsCache.delete(cacheKey);
           throw error;