diff --git a/docs/DeploymentGuide.md b/docs/DeploymentGuide.md
index 165cf320d..434cdec97 100644
--- a/docs/DeploymentGuide.md
+++ b/docs/DeploymentGuide.md
@@ -335,16 +335,23 @@ The files for the dev container are located in `/.devcontainer/` folder.
 
    - If you are using `venv`, create and activate your virtual environment for both the frontend and backend folders.
 
-8. **Install requirements - frontend:**
+8. **Install requirements - Backend:**
 
-   - In each of the frontend and backend folders -
-     Open a terminal in the `src` folder and run:
+   - To install the requirement for backend -
+     Open a terminal in the `src/backend` folder and run:
      ```bash
-     pip install -r requirements.txt
+     pip install uv
+     uv sync
      ```
      
 9. **Build the frontend (important):**
 
+    - To install the requirement for frontend -
+     Open a terminal in the `src/frontend` folder and run:
+     ```bash
+     pip install -r requirements.txt
+     ```
+     
     - Before running the frontend server, you must build the frontend to generate the necessary `build/assets` directory.
 
       From the `src/frontend` directory, run:
@@ -356,7 +363,7 @@ The files for the dev container are located in `/.devcontainer/` folder.
 
 10. **Run the application:**
 
-- From the src/backend directory:
+- From the src/backend directory activate the virtual environment created through step 8:
 
 ```bash
 python app_kernel.py
@@ -368,8 +375,21 @@ python app_kernel.py
  python frontend_server.py
 ```
 
-10. Open a browser and navigate to `http://localhost:3000`
-11. To see swagger API documentation, you can navigate to `http://localhost:8000/docs`
+11. Open a browser and navigate to `http://localhost:3000`
+12. To see swagger API documentation, you can navigate to `http://localhost:8000/docs`
+
+## Deploy Your local changes
+
+To Deploy your local changes rename the below files.
+
+   1. Rename `azure.yaml` to `azure_custom2.yaml` and `azure_custom.yaml` to `azure.yaml`.
+   2. Go to `infra` directory
+        - Remove `main.bicep` to `main_custom2.bicep` and `main_custom.bicep` to `main.bicep`.
+
+Continue with the [deploying steps](#deploying-with-azd).
+
+
+
 
 ## Debugging the solution locally
 
diff --git a/infra/main_custom.bicep b/infra/main_custom.bicep
index 8eb51293f..f2a90d4d5 100644
--- a/infra/main_custom.bicep
+++ b/infra/main_custom.bicep
@@ -1108,6 +1108,22 @@ module containerApp 'br/public:avm/res/app/container-app:0.14.2' = if (container
             name: 'APP_ENV'
             value: 'Prod'
           }
+           {
+            name: 'AZURE_STORAGE_BLOB_URL'
+            value: avmStorageAccount.outputs.serviceEndpoints.blob
+          }
+          {
+            name: 'AZURE_STORAGE_CONTAINER_NAME'
+            value: storageContainerName
+          }
+          {
+            name: 'AZURE_SEARCH_ENDPOINT'
+            value: searchService.outputs.endpoint
+          }
+          {
+            name: 'AZURE_SEARCH_CONNECTION_NAME'
+            value: aiSearchConnectionName
+          }
         ]
       }
     ]
@@ -1274,6 +1290,186 @@ module webSite 'br/public:avm/res/web/site:0.15.1' = if (webSiteEnabled) {
   }
 }
 
+
+// ========== Storage Account ========== //
+
+module privateDnsZonesStorageAccount 'br/public:avm/res/network/private-dns-zone:0.7.0' = if (virtualNetworkEnabled) {
+  name: take('avm.res.network.private-dns-zone.storage-account.${solutionPrefix}', 64)
+  params: {
+    name: 'privatelink.blob.core.windows.net'
+    enableTelemetry: enableTelemetry
+    virtualNetworkLinks: [
+      {
+        name: 'vnetlink-storage-account'
+        virtualNetworkResourceId: virtualNetwork.outputs.resourceId
+      }
+    ]
+    tags: tags
+  }
+}
+
+var storageAccountName = replace('st${solutionPrefix}', '-', '')
+param storageContainerName string = 'sample-dataset'
+module avmStorageAccount 'br/public:avm/res/storage/storage-account:0.20.0' = {
+  name: take('avm.res.storage.storage-account.${storageAccountName}', 64)
+  params: {
+    name: storageAccountName
+    location: solutionLocation
+    managedIdentities: { systemAssigned: true }
+    minimumTlsVersion: 'TLS1_2'
+    enableTelemetry: enableTelemetry
+    tags: tags
+    accessTier: 'Hot'
+    supportsHttpsTrafficOnly: true
+
+    roleAssignments: [
+      {
+        principalId: userAssignedIdentity.outputs.principalId
+        roleDefinitionIdOrName: 'Storage Blob Data Contributor'
+        principalType: 'ServicePrincipal'
+      }
+      {
+        principalId: deployingUserPrincipalId
+        roleDefinitionIdOrName: 'Storage Blob Data Contributor'
+        principalType: 'User'
+      }
+    ]
+
+    // WAF aligned networking
+    networkAcls: {
+      bypass: 'AzureServices'
+      defaultAction: virtualNetworkEnabled ? 'Deny' : 'Allow'
+    }
+    allowBlobPublicAccess: false
+    publicNetworkAccess: virtualNetworkEnabled ? 'Disabled' : 'Enabled'
+
+    // Private endpoints for blob
+    privateEndpoints: virtualNetworkEnabled
+      ? [
+          {
+            name: 'pep-blob-${solutionPrefix}'
+            privateDnsZoneGroup: {
+              privateDnsZoneGroupConfigs: [
+                {
+                  name: 'storage-dns-zone-group-blob'
+                  privateDnsZoneResourceId: privateDnsZonesStorageAccount.outputs.resourceId
+                }
+              ]
+            }
+            subnetResourceId: virtualNetwork.outputs.subnetResourceIds[0]
+            service: 'blob'
+          }
+        ]
+      : []
+    blobServices: {
+      automaticSnapshotPolicyEnabled: true
+      containerDeleteRetentionPolicyDays: 10
+      containerDeleteRetentionPolicyEnabled: true
+      containers: [
+        {
+          name: storageContainerName
+          publicAccess: 'None'
+        }
+      ]
+      deleteRetentionPolicyDays: 9
+      deleteRetentionPolicyEnabled: true
+      lastAccessTimeTrackingPolicyEnabled: true
+    }
+  }
+}
+
+// ========== Search Service ========== //
+
+module privateDnsZonesSearchService 'br/public:avm/res/network/private-dns-zone:0.7.0' = if (virtualNetworkEnabled) {
+  name: take('avm.res.network.private-dns-zone.search-service.${solutionPrefix}', 64)
+  params: {
+    name: 'privatelink.search.windows.net'
+    enableTelemetry: enableTelemetry
+    virtualNetworkLinks: [
+      {
+        name: 'vnetlink-search-service'
+        virtualNetworkResourceId: virtualNetwork.outputs.resourceId
+      }
+    ]
+    tags: tags
+  }
+}
+
+var searchServiceName = 'srch-${solutionPrefix}'
+module searchService 'br/public:avm/res/search/search-service:0.11.1' = {
+  name: take('avm.res.search.search-service.${solutionPrefix}', 64)
+  params: {
+    name: searchServiceName
+    authOptions: {
+      aadOrApiKey: {
+        aadAuthFailureMode: 'http401WithBearerChallenge'
+      }
+    }
+    disableLocalAuth: false
+    hostingMode: 'default'
+    managedIdentities: {
+      systemAssigned: true
+    }
+    publicNetworkAccess: virtualNetworkEnabled ? 'Disabled' : 'Enabled'
+    networkRuleSet: {
+      bypass: 'AzureServices'
+    }
+    partitionCount: 1
+    replicaCount: 1
+    sku: 'standard'
+    tags: tags
+    roleAssignments: [
+      {
+        principalId: userAssignedIdentity.outputs.principalId
+        roleDefinitionIdOrName: 'Search Index Data Contributor'
+        principalType: 'ServicePrincipal'
+      }
+      {
+        principalId: deployingUserPrincipalId
+        roleDefinitionIdOrName: 'Search Index Data Contributor'
+        principalType: 'User'
+      }
+    ]
+    privateEndpoints: virtualNetworkEnabled
+      ? [
+          {
+            name: 'pep-search-${solutionPrefix}'
+            privateDnsZoneGroup: {
+              privateDnsZoneGroupConfigs: [
+                {
+                  privateDnsZoneResourceId: privateDnsZonesSearchService.outputs.resourceId
+                }
+              ]
+            }
+            subnetResourceId: virtualNetwork.outputs.subnetResourceIds[0]
+            service: 'searchService'
+          }
+        ]
+      : []
+  }
+}
+
+// ========== Search Service - AI Project Connection ========== //
+
+var aiSearchConnectionName = 'aifp-srch-connection-${solutionPrefix}'
+var aifSubscriptionId = useExistingFoundryProject ? split(existingFoundryProjectResourceId, '/')[2] : subscription().subscriptionId
+var aifResourceGroup = useExistingFoundryProject ? split(existingFoundryProjectResourceId, '/')[4] : resourceGroup().name
+module aiSearchFoundryConnection 'modules/aifp_search_connection.bicep' = if (aiFoundryAIservicesEnabled) {
+  name: take('aifp-srch-connection.${solutionPrefix}', 64)
+  scope: resourceGroup(aifSubscriptionId, aifResourceGroup)
+  params: {
+    aiFoundryProjectName: aiFoundryAiProjectName
+    aiFoundryName: aiFoundryAiServicesResourceName
+    aifSearchConnectionName: aiSearchConnectionName
+    searchServiceResourceId: searchService.outputs.resourceId
+    searchServiceLocation: searchService.outputs.location
+    searchServiceName: searchService.outputs.name
+  }
+  dependsOn: [
+    aiFoundryAiServices
+  ]
+}
+
 // ============ //
 // Outputs      //
 // ============ //
@@ -1283,6 +1479,11 @@ module webSite 'br/public:avm/res/web/site:0.15.1' = if (webSiteEnabled) {
 @description('The default url of the website to connect to the Multi-Agent Custom Automation Engine solution.')
 output webSiteDefaultHostname string = webSite.outputs.defaultHostname
 
+output AZURE_STORAGE_BLOB_URL string = avmStorageAccount.outputs.serviceEndpoints.blob
+output AZURE_STORAGE_ACCOUNT_NAME string = storageAccountName
+output AZURE_STORAGE_CONTAINER_NAME string = storageContainerName
+output AZURE_SEARCH_ENDPOINT string = searchService.outputs.endpoint
+output AZURE_SEARCH_NAME string = searchService.outputs.name
 
 
 output AZURE_CONTAINER_REGISTRY_ENDPOINT string = containerRegistry.outputs.loginServer
diff --git a/src/backend/uv.lock b/src/backend/uv.lock
index 4cce9c072..e347808fa 100644
--- a/src/backend/uv.lock
+++ b/src/backend/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.11"
 resolution-markers = [
     "python_full_version >= '3.13'",
@@ -7,9 +7,6 @@ resolution-markers = [
     "python_full_version < '3.12'",
 ]
 
-[options]
-prerelease-mode = "allow"
-
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
@@ -182,6 +179,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/77/06/bb80f5f86020c4551da315d78b3ab75e8228f89f0162f2c3a819e407941a/attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3", size = 63815, upload-time = "2025-03-13T11:10:21.14Z" },
 ]
 
+[[package]]
+name = "authlib"
+version = "1.6.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/5d/c6/d9a9db2e71957827e23a34322bde8091b51cb778dcc38885b84c772a1ba9/authlib-1.6.3.tar.gz", hash = "sha256:9f7a982cc395de719e4c2215c5707e7ea690ecf84f1ab126f28c053f4219e610", size = 160836, upload-time = "2025-08-26T12:13:25.206Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/25/2f/efa9d26dbb612b774990741fd8f13c7cf4cfd085b870e4a5af5c82eaf5f1/authlib-1.6.3-py2.py3-none-any.whl", hash = "sha256:7ea0f082edd95a03b7b72edac65ec7f8f68d703017d7e37573aee4fc603f2a48", size = 240105, upload-time = "2025-08-26T12:13:23.889Z" },
+]
+
 [[package]]
 name = "av"
 version = "14.4.0"
@@ -448,6 +457,7 @@ dependencies = [
     { name = "azure-monitor-opentelemetry" },
     { name = "azure-search-documents" },
     { name = "fastapi" },
+    { name = "fastmcp" },
     { name = "openai" },
     { name = "opentelemetry-api" },
     { name = "opentelemetry-exporter-otlp-proto-grpc" },
@@ -478,6 +488,7 @@ requires-dist = [
     { name = "azure-monitor-opentelemetry", specifier = ">=1.6.8" },
     { name = "azure-search-documents", specifier = ">=11.5.2" },
     { name = "fastapi", specifier = ">=0.115.12" },
+    { name = "fastmcp", specifier = "==2.11.3" },
     { name = "openai", specifier = ">=1.75.0" },
     { name = "opentelemetry-api", specifier = ">=1.31.1" },
     { name = "opentelemetry-exporter-otlp-proto-grpc", specifier = ">=1.31.1" },
@@ -791,6 +802,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0a/76/cf8d69da8d0b5ecb0db406f24a63a3f69ba5e791a11b782aeeefef27ccbb/cryptography-45.0.6-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:629127cfdcdc6806dfe234734d7cb8ac54edaf572148274fa377a7d3405b0043", size = 3331874, upload-time = "2025-08-05T23:59:23.017Z" },
 ]
 
+[[package]]
+name = "cyclopts"
+version = "3.23.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "attrs" },
+    { name = "docstring-parser", marker = "python_full_version < '4'" },
+    { name = "rich" },
+    { name = "rich-rst" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ea/7a/28b63c43d4c17d6587abcfef648841d39543158bcc47b5d40a03b8831f7a/cyclopts-3.23.1.tar.gz", hash = "sha256:ca6a5e9b326caf156d79f3932e2f88b95629e59fd371c0b3a89732b7619edacb", size = 75161, upload-time = "2025-08-30T17:40:34.396Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/63/67/ac57fbef5414ce84fe0bdeb497918ab2c781ff2cbf23c1bd91334b225669/cyclopts-3.23.1-py3-none-any.whl", hash = "sha256:8e57c6ea47d72b4b565c6a6c8a9fd56ed048ab4316627991230f4ad24ce2bc29", size = 85222, upload-time = "2025-08-30T17:40:33.005Z" },
+]
+
 [[package]]
 name = "defusedxml"
 version = "0.8.0rc2"
@@ -839,6 +865,49 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/68/1b/e0a87d256e40e8c888847551b20a017a6b98139178505dc7ffb96f04e954/dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86", size = 313632, upload-time = "2024-10-05T20:14:57.687Z" },
 ]
 
+[[package]]
+name = "docstring-parser"
+version = "0.17.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b2/9d/c3b43da9515bd270df0f80548d9944e389870713cc1fe2b8fb35fe2bcefd/docstring_parser-0.17.0.tar.gz", hash = "sha256:583de4a309722b3315439bb31d64ba3eebada841f2e2cee23b99df001434c912", size = 27442, upload-time = "2025-07-21T07:35:01.868Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/55/e2/2537ebcff11c1ee1ff17d8d0b6f4db75873e3b0fb32c2d4a2ee31ecb310a/docstring_parser-0.17.0-py3-none-any.whl", hash = "sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708", size = 36896, upload-time = "2025-07-21T07:35:00.684Z" },
+]
+
+[[package]]
+name = "docutils"
+version = "0.22"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e9/86/5b41c32ecedcfdb4c77b28b6cb14234f252075f8cdb254531727a35547dd/docutils-0.22.tar.gz", hash = "sha256:ba9d57750e92331ebe7c08a1bbf7a7f8143b86c476acd51528b042216a6aad0f", size = 2277984, upload-time = "2025-07-29T15:20:31.06Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/44/57/8db39bc5f98f042e0153b1de9fb88e1a409a33cda4dd7f723c2ed71e01f6/docutils-0.22-py3-none-any.whl", hash = "sha256:4ed966a0e96a0477d852f7af31bdcb3adc049fbb35ccba358c2ea8a03287615e", size = 630709, upload-time = "2025-07-29T15:20:28.335Z" },
+]
+
+[[package]]
+name = "email-validator"
+version = "2.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "dnspython" },
+    { name = "idna" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f5/22/900cb125c76b7aaa450ce02fd727f452243f2e91a61af068b40adba60ea9/email_validator-2.3.0.tar.gz", hash = "sha256:9fc05c37f2f6cf439ff414f8fc46d917929974a82244c20eb10231ba60c54426", size = 51238, upload-time = "2025-08-26T13:09:06.831Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/de/15/545e2b6cf2e3be84bc1ed85613edd75b8aea69807a71c26f4ca6a9258e82/email_validator-2.3.0-py3-none-any.whl", hash = "sha256:80f13f623413e6b197ae73bb10bf4eb0908faf509ad8362c5edeb0be7fd450b4", size = 35604, upload-time = "2025-08-26T13:09:05.858Z" },
+]
+
+[[package]]
+name = "exceptiongroup"
+version = "1.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/0b/9f/a65090624ecf468cdca03533906e7c69ed7588582240cfe7cc9e770b50eb/exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88", size = 29749, upload-time = "2025-05-10T17:42:51.123Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/36/f4/c6e662dade71f56cd2f3735141b265c3c79293c109549c1e6933b0651ffc/exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10", size = 16674, upload-time = "2025-05-10T17:42:49.33Z" },
+]
+
 [[package]]
 name = "fastapi"
 version = "0.116.1"
@@ -853,6 +922,28 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e5/47/d63c60f59a59467fda0f93f46335c9d18526d7071f025cb5b89d5353ea42/fastapi-0.116.1-py3-none-any.whl", hash = "sha256:c46ac7c312df840f0c9e220f7964bada936781bc4e2e6eb71f1c4d7553786565", size = 95631, upload-time = "2025-07-11T16:22:30.485Z" },
 ]
 
+[[package]]
+name = "fastmcp"
+version = "2.11.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "authlib" },
+    { name = "cyclopts" },
+    { name = "exceptiongroup" },
+    { name = "httpx" },
+    { name = "mcp" },
+    { name = "openapi-core" },
+    { name = "openapi-pydantic" },
+    { name = "pydantic", extra = ["email"] },
+    { name = "pyperclip" },
+    { name = "python-dotenv" },
+    { name = "rich" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/06/80/13aec687ec21727b0fe6d26c6fe2febb33ae24e24c980929a706db3a8bc2/fastmcp-2.11.3.tar.gz", hash = "sha256:e8e3834a3e0b513712b8e63a6f0d4cbe19093459a1da3f7fbf8ef2810cfd34e3", size = 2692092, upload-time = "2025-08-11T21:38:46.493Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/61/05/63f63ad5b6789a730d94b8cb3910679c5da1ed5b4e38c957140ac9edcf0e/fastmcp-2.11.3-py3-none-any.whl", hash = "sha256:28f22126c90fd36e5de9cc68b9c271b6d832dcf322256f23d220b68afb3352cc", size = 260231, upload-time = "2025-08-11T21:38:44.746Z" },
+]
+
 [[package]]
 name = "fixedint"
 version = "0.1.6"
@@ -1053,6 +1144,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" },
 ]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/6e/fa/66bd985dd0b7c109a3bcb89272ee0bfb7e2b4d06309ad7b38ff866734b2a/httpx_sse-0.4.1.tar.gz", hash = "sha256:8f44d34414bc7b21bf3602713005c5df4917884f76072479b21f68befa4ea26e", size = 12998, upload-time = "2025-06-24T13:21:05.71Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/25/0a/6269e3473b09aed2dab8aa1a600c70f31f00ae1349bee30658f7e358a159/httpx_sse-0.4.1-py3-none-any.whl", hash = "sha256:cba42174344c3a5b06f255ce65b350880f962d99ead85e776f23c6618a377a37", size = 8054, upload-time = "2025-06-24T13:21:04.772Z" },
+]
+
 [[package]]
 name = "idna"
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