Merge branch 'main' into dependabot/pip/cloud-infrastructure/compute-including-hpc/ai-infra-gpu/ai-infrastructure/rag-langchain-vllm-mistral/files/urllib3-2.5.0

Author: AlexanderHodicke

ai/gen-ai-agents/mcp-oci-integration/README.md

@@ -8,6 +8,10 @@ This repository contains code and examples to help in the following tasks:
 * **Integrate** MCP Servers with OCI **APM** for **Observability**
 * **how-to** create a **docker** image for your MCP server
 
+**Author**: L. Saetta
+
+**Reviewed**: 15.10.2025
+
 ![MCP console](./images/mcp_cli.png)
 
 ## What is MCP?
@@ -51,7 +55,7 @@ The code is available [here](./mcp_semantic_search_with_iam.py).
 
 Access to Oracle 23AI Vector Search is through the **new** [langchain-oci integration library](https://github.com/oracle/langchain-oracle)
 
-## Adding security
+## Adding Security
 If you want to put your **MCP** server in production, you need to add security, at several levels.
 
 Just to mention few important points:
@@ -84,4 +88,22 @@ An example is [here](./mcp_selectai.py)
 
 For **Select AI** configuration, see [here](./configure_select_ai.md)
 
+## OCI Consumption Analysis
+Another use case demonstrated in this set of demos is leveraging an AI Assistant powered by MCP servers to analyze the **OCI tenant consumption** in a natural and interactive way.
+
+Using the [MCP Consumption Server](./mcp_consumption.py), you can explore various dimensions of consumption and ask questions such as:
+* List the top 10 services by total amount for a given period (start_date, end_date).
+* List the top 10 compartments by total consumption.
+* For a specific service (or list of services), show the consumption breakdown across the top 5 compartments.
+
+The key advantage of this approach is that you don’t need to export or replicate data into a Data Warehouse (DWH) — all information is retrieved directly from the OCI Usage API in real time.
+
+How to Use:
+* Configure your OCI credentials.
+* Start the MCP Consumption Server
+* Launch the AI Assistant
+* Point the Assistant to the MCP URL (or to your MCP Aggregator).
+
+### Security (Optional)
+You can enhance security by placing the MCP server behind an OCI API Gateway and enabling JWT-based authentication using OCI IAM.
 

ai/gen-ai-agents/sql-tool/README.md

@@ -1,5 +1,9 @@
 # Creating a NL2SQL Agent on OCI
 
+Author: M. Gueury, A. Panda
+
+Reviewed: 15.10.2025
+
 **1.  Introduction**
 
 - **Objective**: Step-by-step instructions for building and implementing
@@ -32,11 +36,11 @@
 
 - **Prepare Tool Configuration Data**
 
-> User must keep the table DDLs handy before creating agent. Optionally,
-> they can also prepare Table Column Descriptions, In Context Examples
-> and Custom Instructions. These can be provided to inline to the Agent
-> creation wizard. Alternately, these can be uploaded Object Storage
-> Bucket and same be used in Agent creation wizard.
+    User must keep the table DDLs handy before creating agent. Optionally,
+    they can also prepare Table Column Descriptions, In Context Examples
+    and Custom Instructions. These can be provided to inline to the Agent
+    creation wizard. Alternately, these can be uploaded Object Storage 
+    Bucket and same be used in Agent creation wizard.
 
 - **Policies**
 
@@ -46,23 +50,25 @@
 
   - Add Policies to allow above dynamic group to access resources**:**
 
-allow dynamic-group \<dg-name\> to read database-tools-family in
-compartment \<compartment_name\>  
-allow dynamic-group \<dg-name\> to use database-tools-connections in
-compartment \<compartment_name\>  
-allow dynamic-group \<dg-name\> to read secret-family in compartment
-\<compartment_name\>  
-allow dynamic-group \<dg-name\> to read objects in tenancy
+    ````
+    allow dynamic-group \<dg-name\> to read database-tools-family in
+    compartment \<compartment_name\>  
+    allow dynamic-group \<dg-name\> to use database-tools-connections in
+    compartment \<compartment_name\>  
+    allow dynamic-group \<dg-name\> to read secret-family in compartment
+    \<compartment_name\>  
+    allow dynamic-group \<dg-name\> to read objects in tenancy
+    ````
 
 **3. Setting Up the OCI Environment**
 
 **3.1 Logging into OCI Console**
 
 1.  Navigate to the [OCI Console](https://www.oracle.com/cloud/).
 
-2.  <img src="./media/image2.png"
-    style="width:6.34306in;height:3.30694in" />Enter your credentials
-    and click **Sign In** and open Generative AI Agents service.
+    <img src="./media/image2.png" style="width:6.34306in;height:3.30694in" />
+2.  Enter your credential
+3.  Click **Sign In** and open Generative AI Agents service.
 
 **4. Creating an agent**
 
@@ -78,9 +84,9 @@ allow dynamic-group \<dg-name\> to read objects in tenancy
             Message**. The **Description** field is optional.
 
         2.  Check the box to create endpoints for the agent.
-
-        3.  <img src="./media/image3.png"
-            style="width:6.94583in;height:3.29028in" />You can also
+        
+              <img src="./media/image3.png" style="width:6.94583in;height:3.29028in" />
+        3.  You can also
             allow to add tags to organise this resource. For more info
             check
             [this](https://docs.oracle.com/en-us/iaas/Content/Tagging/Concepts/taggingoverview.htm).
@@ -161,9 +167,10 @@ allow dynamic-group \<dg-name\> to read objects in tenancy
             inline, or left blank (none).  
             <img src="./media/image11.png" style="width:6.5in;height:2.02917in" />
 
-3.  <img src="./media/image12.png"
-    style="width:6.91319in;height:3.10278in" />Click on next button,
-    review and create an agent.
+3.  Click on next button, review and create an agent.
+
+   <img src="./media/image12.png"
+    style="width:6.91319in;height:3.10278in" />
 
 **4. Launch chat**
 

ai/gen-ai-agents/travel-agent/README.md

@@ -4,6 +4,10 @@ The AI Agent enables a customer to get information about available destinations
 
 The agent has been developed using **OCI Generative AI** and **LangGraph**.
 
+**Author**: L. Saetta
+
+**Reviewed**: 15.10.2025
+
 ## Configuration
 You only need to create a file, named config_private.py, with the value for **COMPARTMENT_OCID**.
 The compartment must be a compartment where you have setup the right policies to access OCI Generative AI.

ai/oracle-digital-assistant/oda-multi-agent/README.md

@@ -1,6 +1,17 @@
 # ODA Multi-Agent samples
 
+Reviewed: 22.09.2025
+
+Author: Marc Gueury
+
 ## Installation
+
+See Livelab: AI Agents with ODA: Simple Agent to advanced Multi-Agent Supervisors
+
+https://livelabs.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=4212
+
+## Import
+
 Please import the sample below in your ODA 
 - Llm1
      - contains a agent calling tools

ai/oracle-digital-assistant/oda-pro-styled/README.md

@@ -1,5 +1,9 @@
 # ODA Pro Styled
 
+Review date: 17-10-2025
+
+Author: Ras Alungei
+
 🎥 **[View Demo Video](files/oda-pro-styled-demo.mp4)**
 
 A complete solution for creating professional, customizable chat interfaces for Oracle Digital Assistant with enterprise-grade speech recognition capabilities.

app-dev/app-integration-and-automation/oracle-integration-cloud/10-oic-instance-migration-key-considerations renamed to app-dev/app-integration-and-automation/oracle-integration-cloud/10-oic-instance-migration-key-considerations/README.md

@@ -14,7 +14,7 @@ Refer to the official documentation: [Export and Import Design-Time Metadata](ht
 This ensures your core integration logic is replicated, but it’s only part of the migration picture.
 
 ---
-
+10-oic-instance-migration-key-considerations
 ## 2. User and Access Management
 - Users, roles, and access policies are not carried over automatically.  
 - Recreate the necessary user and role assignments for the new instance.  

cloud-infrastructure/compute-including-hpc/README.md

@@ -4,7 +4,7 @@ This area is focused on the core Compute Service of Oracle Cloud Infrastructure
 
 
 
-<i>Review date: 25 Oct 2024</I>
+<i>Review date: 16 Oct 2025</I>
 
 # Useful Links
 

cloud-infrastructure/compute-including-hpc/ai-infra-gpu/README.md

@@ -14,7 +14,7 @@ Who support customers across various industries and geographies in EMEA (local s
     - PoCs/benchmarks
     - Architecture designs & sizing
 
-Reviewed: 23.05.2024
+Reviewed: 16.10.2025
 
 # Useful Links
 

cloud-infrastructure/compute-including-hpc/ai-infra-gpu/ai-infrastructure/README.md

@@ -2,7 +2,7 @@
 
 This repository contains detailed information related to Oracle Cloud Infrastructure GPU compute instances.
 
-Reviewed: 26.02.2024
+Reviewed: 16.10.2025
 
 # Table of Contents
 

cloud-infrastructure/compute-including-hpc/ai-infra-gpu/ai-infrastructure/bionemo/README.md

@@ -2,7 +2,7 @@
 
 This repository showcases how to deploy NVIDIA NIM's from the BioNeMo suite on OCI at scale in order to tackle a practical problem of drug discovery. 
 
-Reviewed: 21.02.2025
+Reviewed: 16.10.2025
 
 # Table of Contents