diff --git a/AI/NetApp-KnowledgeBase-MCP-server/README.md b/AI/NetApp-KnowledgeBase-MCP-server/README.md
deleted file mode 100644
index 637ccc6..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/README.md
+++ /dev/null
@@ -1,73 +0,0 @@
-# NetApp Workload Factory GenAI MCP server
-
-The NetApp BlueXP Workload Factory for GenAI Model Context Protocol (MCP) server enables MCP-based AI agents to interact with Workload Factory for GenAI knowledge bases.
-
-## Requirements
-
-- [Node.js](https://nodejs.org/) 23 or later (stable version).
-- You need a tenancy account in NetApp BlueXP.
-- You need a service account created in your BlueXP tenancy account.
-    - You can create a service account from the **Identity & access management** area in the BlueXP console.
-- You need to note the following from the service account:
-    - Account ID
-    - Client ID (available in the **Service account credentials** area in the BlueXP console)
-    - Client Secret (available in the **Service account credentials** area in the BlueXP console)
-- You need a knowledge base created with BlueXP Workload Factory for GenAI that is configured for active authentication and published:
-    - The knowledge base name must be 53 characters or less in length.
-    - You need to note the description of the BlueXP Workload Factory for GenAI knowledge base. This description will be used by the MCP client to access the GenAI knowledge base with the MCP server.
-    - [Activate external authentication for a knowledge base](https://docs.netapp.com/us-en/workload-genai/knowledge-base/activate-authentication.html)
-    - [Publish a knowledge base](https://docs.netapp.com/us-en/workload-genai/knowledge-base/publish-knowledgebase.html)
-
-- You need the ID of the published knowledge base. You can find the knowledge base ID on the **Knowledge bases > Manage knowledge base** page in BlueXP Workload Factory for GenAI, or you can work with the person that created the knowledge base.
-
-## Configure the MCP server
-Update the following variables in the MCP server `config/config.env` file with values from your environment:
-```
-ACCOUNT_ID=<service_account_ID>
-CLIENT_ID=<service_account_client_ID>
-CLIENT_SECRET=<service_account_client_secret>
-```
-
-## Install the server
-To install the MCP server, run the following command:
-
-```bash
-npm install
-```
-
-## Build the server
-To build the MCP server, run the following command:
-
-```bash
-npm run build
-```
-
-## Configure an MCP client to connect to the server
-As an example, you can configure Claude Desktop to connect to the GenAI MCP server.
- 
-1. Open the `claude-desktop-config.json` file and add the following, replacing content in brackets <> with the path to the GenAI MCP server package:
-    ```json
-    {
-      "mcpServers": {
-        "workload-factory-gen-ai": {
-          "command": "node.exe",
-          "args": [
-            "--env-file=<path_to_the_mcp_server_package>/config/config.env",
-            "<path_to_the_mcp_server_package>/build/index.js"
-          ]
-        }
-      }
-    }
-    ```
-2. Provide the client with the following command string to invoke the MCP server:
-    ```
-    node --env-file=<path_to_mcp_server_package>/config/config.env <path_to_mcp_server_package>/build/index.js
-    ```
-
-3. Completely exit Claude Desktop using the `File` menu. 
-4. Start Claude Desktop to make the new configuration active.
-
-
-## Learn More
-
-Learn more about [BlueXP Workload Factory for GenAI](https://docs.netapp.com/us-en/workload-genai/index.html).
diff --git a/AI/NetApp-KnowledgeBase-MCP-server/config/config.env b/AI/NetApp-KnowledgeBase-MCP-server/config/config.env
deleted file mode 100644
index 31f5e48..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/config/config.env
+++ /dev/null
@@ -1,5 +0,0 @@
-WLMAI_API_BASE_URL=api.workloads.netapp.com
-BXP_API_BASE_URL=api.bluexp.netapp.com
-ACCOUNT_ID=<Tenancy AccountId>
-CLIENT_SECRET=<Client secret>
-CLIENT_ID=<Client id>
diff --git a/AI/NetApp-KnowledgeBase-MCP-server/package-lock.json b/AI/NetApp-KnowledgeBase-MCP-server/package-lock.json
deleted file mode 100644
index ba47b78..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/package-lock.json
+++ /dev/null
@@ -1,1866 +0,0 @@
-{
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diff --git a/AI/NetApp-KnowledgeBase-MCP-server/package.json b/AI/NetApp-KnowledgeBase-MCP-server/package.json
deleted file mode 100644
index 4e0cb52..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/package.json
+++ /dev/null
@@ -1,25 +0,0 @@
-{
-  "name": "mcp-server",
-  "version": "1.0.0",
-  "main": "index.js",
-  "scripts": {
-    "build": "rimraf dist && tsc",
-    "start": "node --env-file=./config/config.env build/index.js"
-  },
-  "author": "",
-  "license": "ISC",
-  "description": "MCP server for Workload factory GenAI",
-  "devDependencies": {
-    "@types/ms": "^2.1.0",
-    "@types/node": "^22.15.3",
-    "typescript": "^5.8.3",
-    "rimraf": "^6.0.1"
-  },
-  "dependencies": {
-    "@modelcontextprotocol/sdk": "^1.11.0",
-    "got": "^14.4.7",
-    "log4js": "^6.9.1",
-    "ms": "^2.1.3",
-    "zod": "^3.24.4"
-  }
-}
diff --git a/AI/NetApp-KnowledgeBase-MCP-server/src/index.ts b/AI/NetApp-KnowledgeBase-MCP-server/src/index.ts
deleted file mode 100644
index 1d24bd5..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/src/index.ts
+++ /dev/null
@@ -1,52 +0,0 @@
-import {McpServer} from "@modelcontextprotocol/sdk/server/mcp.js";
-import {StdioServerTransport} from "@modelcontextprotocol/sdk/server/stdio.js";
-import {z} from "zod";
-import {listAllAvailableKnowledgeBases} from "./operations/wlmai-operations";
-import {searchKnowledgeBase} from "./lib/netapp/wlmai/wlmai";
-import {getLogger} from "./utils/logger";
-
-const logger = getLogger();
-const server = new McpServer({
-    name: "NetApp Workload Factory GenAI MCP Server",
-    version: "1.0.0"
-}, {
-    instructions: 'This is server that provides access to NetApp GenAI knowledge bases and allows to search them'
-});
-
-async function startServer() {
-    logger.info('Start server');
-    const {knowledgeBases, aiEngineId} = await listAllAvailableKnowledgeBases();
-    logger.info('Received knowledge bases', JSON.stringify(knowledgeBases, null, 2) , 'defining tools');
-    knowledgeBases.forEach(knowledgeBase => {
-        const {id: knowledgeBaseId, name, description} = knowledgeBase;
-        server.tool(`search_KB_${name}`, `Search knowledge base with description ${description}`, {
-            question: z.string({description: 'Question to search the answer to in the knowledge base'})
-        }, async ({question}) => {
-            try {
-                const documents = await searchKnowledgeBase(aiEngineId, knowledgeBaseId, question);
-                return {
-                    content: [{
-                        type: 'text',
-                        text: `${JSON.stringify(documents.map(document => ({
-                            text: document.text,
-                            fileName: document.fileName
-                        })))}`
-                    }]
-                }
-            } catch (error: any) {
-                logger.error('Failed to retrieve AI Engines', error.message);
-                return {
-                    isError: true,
-                    content: [{
-                        type: 'text', text: JSON.stringify(error)
-                    }]
-                }
-            }
-        })
-    });
-    const transport = new StdioServerTransport();
-    await server.connect(transport);
-    logger.info('Server started and connected to transport');
-}
-
-startServer();
\ No newline at end of file
diff --git a/AI/NetApp-KnowledgeBase-MCP-server/src/lib/netapp/auth/auth.ts b/AI/NetApp-KnowledgeBase-MCP-server/src/lib/netapp/auth/auth.ts
deleted file mode 100644
index dd82ba8..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/src/lib/netapp/auth/auth.ts
+++ /dev/null
@@ -1,19 +0,0 @@
-import got from 'got';
-import {BLUEXP_URL} from "../../../utils/consts";
-
-export async function generateToken(){
-    return got
-        .post(`${BLUEXP_URL}/auth/oauth/token`, {
-            json: {
-                audience: 'https://api.cloud.netapp.com',
-                client_id: process.env.CLIENT_ID!,
-                client_secret: process.env.CLIENT_SECRET!,
-                grant_type: 'client_credentials'
-            }
-        })
-        .json<{
-            access_token: string;
-            expires_in: number;
-            token_type: string;
-        }>();
-}
\ No newline at end of file
diff --git a/AI/NetApp-KnowledgeBase-MCP-server/src/lib/netapp/wlmai/wlmai.ts b/AI/NetApp-KnowledgeBase-MCP-server/src/lib/netapp/wlmai/wlmai.ts
deleted file mode 100644
index 62af624..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/src/lib/netapp/wlmai/wlmai.ts
+++ /dev/null
@@ -1,94 +0,0 @@
-import got from 'got';
-import {WLMAI_URL} from "../../../utils/consts";
-import {getToken} from "../../../utils/service-token-utils";
-export interface Deployment {
-    id:string,
-    stackId:string,
-    credentialsId:string,
-    creationDate:number,
-    placement:{
-        awsAccountId:string,
-        regionInfo:{
-            code:string,
-            name:string
-        },
-        subnetId:string,
-        vpceId:string
-        keyPair:string
-        instanceType:string
-        instanceId:string
-    },
-    status:{
-        ssm:{status:string},
-        instance:{status:string},
-        server:{statusCode:number}
-    }
-}
-
-export interface Document {
-    text:string, fileName:string
-}
-
-export interface KnowledgeBase {
-    id: string,
-    name: string,
-    description?: string,
-    isPublished: boolean,
-    isClassificationEnabled: boolean,
-    embeddingModelInfo: {
-        id: string,
-        name?: string
-    },
-    rerankingModelInfo: {
-        id: string,
-        name?: string
-    },
-    chatModelInfo: {
-        id: string,
-        name?: string
-    },
-    conversationStartersMode: string,
-    date: number,
-    conversationStarters: string[],
-    authSetting: {},
-    volumeName: string,
-    fsxId: string,
-    fsxName?: string,
-    fsxSvmId: string,
-    fsxSvmName?: string,
-    volumeId: string,
-    scheduleScan: boolean,
-    nextScan: number,
-    lastScanned?: number,
-    dataSourcesSummary: { embedding: number, embedded: number, failed: number }
-}
-export async function getAiEngines(){
-    console.log(`${WLMAI_URL}/accounts/${process.env.ACCOUNT_ID}/wlmai/v1/deployments`);
-    const {deployments = []} = await got.get(`${WLMAI_URL}/accounts/${process.env.ACCOUNT_ID}/wlmai/v1/deployments`, {
-        headers:{
-            authorization: await getToken()
-        }
-    }).json<{deployments:Deployment[]}>();
-    return deployments;
-}
-
-export async function getKnowledgeBases( deploymentId:string){
-    const {knowledgeBases = [], nextToken}  = await got.get(`${WLMAI_URL}/accounts/${process.env.ACCOUNT_ID}/wlmai/v2/deployments/${deploymentId}/knowledge-bases`, {
-        headers:{
-            authorization: await getToken()
-        }
-    }).json<{knowledgeBases:KnowledgeBase[], nextToken?:string}>()
-    return {knowledgeBases, nextToken};
-}
-
-export async function searchKnowledgeBase(aiEngineId:string, knowledgeBaseId:string, question:string){
-    const {documents = []}  = await got.post(`${WLMAI_URL}/accounts/${process.env.ACCOUNT_ID}/wlmai/v1/deployments/${aiEngineId}/knowledge-bases/${knowledgeBaseId}/search`, {
-        headers:{
-            authorization: await getToken()
-        },
-        json:{
-            question
-        }
-    }).json<{documents:Document[]}>();
-    return documents;
-}
diff --git a/AI/NetApp-KnowledgeBase-MCP-server/src/operations/wlmai-operations.ts b/AI/NetApp-KnowledgeBase-MCP-server/src/operations/wlmai-operations.ts
deleted file mode 100644
index 6c65920..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/src/operations/wlmai-operations.ts
+++ /dev/null
@@ -1,35 +0,0 @@
-import {getAiEngines, getKnowledgeBases} from "../lib/netapp/wlmai/wlmai";
-
-async function* getKnowledgeBasesGenerator(aiEngineId:string){
-    let { knowledgeBases, nextToken } = await getKnowledgeBases(aiEngineId);
-    yield knowledgeBases;
-    while (nextToken) {
-        ({ knowledgeBases, nextToken } = await getKnowledgeBases(aiEngineId));
-        yield knowledgeBases;
-    }
-
-}
-
-async function listAllKnowledgeBases(aiEngineId:string){
-    const knowledgeBases = [];
-    for await (const knowledgeBasesPage of getKnowledgeBasesGenerator(aiEngineId)){
-        knowledgeBases.push(...knowledgeBasesPage);
-    }
-    return knowledgeBases;
-}
-
-export async function listAllAvailableKnowledgeBases() {
-    const [deployment,] = await getAiEngines(); // only one ai engine per tenancy account
-    if (deployment){
-        const {id,status} = deployment;
-        if (status.server){
-            const {server:{statusCode:serverStatusCode}} = status;
-            if (serverStatusCode===200){
-                const knowledgeBases = await listAllKnowledgeBases(id);
-                return { aiEngineId: id,
-                    knowledgeBases};
-            }
-        }
-    }
-    throw new Error('No Active AI-Engine found');
-}
\ No newline at end of file
diff --git a/AI/NetApp-KnowledgeBase-MCP-server/src/utils/consts.ts b/AI/NetApp-KnowledgeBase-MCP-server/src/utils/consts.ts
deleted file mode 100644
index 45462dd..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/src/utils/consts.ts
+++ /dev/null
@@ -1,2 +0,0 @@
-export const WLMAI_URL = `https://${process.env.WLMAI_API_BASE_URL!}`;
-export const BLUEXP_URL = `https://${process.env.BXP_API_BASE_URL!}`;
\ No newline at end of file
diff --git a/AI/NetApp-KnowledgeBase-MCP-server/src/utils/logger.ts b/AI/NetApp-KnowledgeBase-MCP-server/src/utils/logger.ts
deleted file mode 100644
index d8d52d5..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/src/utils/logger.ts
+++ /dev/null
@@ -1,15 +0,0 @@
-import log4js from 'log4js';
-
-log4js.configure({
-    appenders: {
-        server: {type: "file", filename: "logs/server.log"},
-        console: {
-            type: "console"
-        }
-    },
-    categories: {default: {appenders: ["server", "console"], level: "info"}},
-})
-
-export  function getLogger(){
-    return log4js.getLogger('default');
-}
\ No newline at end of file
diff --git a/AI/NetApp-KnowledgeBase-MCP-server/src/utils/service-token-utils.ts b/AI/NetApp-KnowledgeBase-MCP-server/src/utils/service-token-utils.ts
deleted file mode 100644
index a44f060..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/src/utils/service-token-utils.ts
+++ /dev/null
@@ -1,21 +0,0 @@
-import ms from 'ms';
-import {generateToken} from "../lib/netapp/auth/auth";
-interface serviceTokenDetails {
-    accessToken: string;
-    expiresIn: number;
-}
-
-let serviceToken:serviceTokenDetails|undefined = undefined;
-
-
-function shouldRenew() {
-    return !serviceToken || Date.now() > serviceToken.expiresIn - ms('1h');
-}
-
-export async function getToken(){
-    if (shouldRenew()){
-        const {access_token, token_type, expires_in:expiresIn} = await generateToken();
-        serviceToken = {accessToken:`${token_type} ${access_token}`, expiresIn}
-    }
-    return serviceToken?.accessToken
-}
\ No newline at end of file
diff --git a/AI/NetApp-KnowledgeBase-MCP-server/tsconfig.json b/AI/NetApp-KnowledgeBase-MCP-server/tsconfig.json
deleted file mode 100644
index 939811b..0000000
--- a/AI/NetApp-KnowledgeBase-MCP-server/tsconfig.json
+++ /dev/null
@@ -1,15 +0,0 @@
-{
-  "compilerOptions": {
-    "target": "ES2022",
-    "module": "NodeNext",
-    "moduleResolution": "NodeNext",
-    "outDir": "./build",
-    "rootDir": "./src",
-    "strict": true,
-    "esModuleInterop": true,
-    "skipLibCheck": true,
-    "forceConsistentCasingInFileNames": true
-  },
-  "include": ["src/**/*"],
-  "exclude": ["node_modules"]
-}
\ No newline at end of file
diff --git a/AI/README.md b/AI/README.md
index d09ec36..3d61f04 100644
--- a/AI/README.md
+++ b/AI/README.md
@@ -4,7 +4,6 @@ This subfolder contains samples that can help you create AI solutions.
 | Tool                                                              | Description                                                                                                                                                           |
 |-------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------|
 | [GenAI ChatBot Application](/AI/GenAI-ChatBot-application-sample) | This sample shows up to create a web-based chatbot application using the GenAI ChatBot application found in [Workload Factory](https://console.workloads.netapp.com). |
-| [NetApp KnowledgeBase MCP server](/AI/NetApp-KnowledgeBase-MCP-server)  | MCP Server to connecto to NetApp Workload Factory GenAI [Workload Factory](https://console.workloads.netapp.com).                                                     |
 
 ## Author Information