springai 1.0 update

.gitignore

@@ -63,4 +63,5 @@ spring_ai/target/**
 spring_ai/create_user.sql
 spring_ai/drop.sql
 src/client/spring_ai/target/classes/*
-api_server_key
+api_server_key
+src/mcp/optimizer_settings_openai.json

src/client/spring_ai/README.md

@@ -20,12 +20,12 @@ Get Started with Java Development](https://docs.oracle.com/en/database/oracle/or
 
 Download one of them through the `Download SpringAI` button. Unzip the content and set the executable permission on the `start.sh`  with `chmod 755 ./start.sh`.
 
-Edit `start.sh` to add only the DB_PASSWORD not exported, as in this example:
+Edit `start.sh` to change the DB_PASSWORD or any other referece/credential changed by the dev env, as in this example:
 ```
 export SPRING_AI_OPENAI_API_KEY=$OPENAI_API_KEY
 export DB_DSN="jdbc:oracle:thin:@localhost:1521/FREEPDB1"
 export DB_USERNAME=<DB_USER_NAME>
-export DB_PASSWORD=""
+export DB_PASSWORD=<DB_PASSWORD>
 export DISTANCE_TYPE=COSINE
 export OPENAI_CHAT_MODEL=gpt-4o-mini
 export OPENAI_EMBEDDING_MODEL=text-embedding-3-small
@@ -54,13 +54,17 @@ Start with:
 
 This project contains a web service that will accept HTTP GET requests at
 
-* `http://localhost:9090/v1/chat/completions`: to use Vector Search via OpenAI REST API 
+* `http://localhost:9090/v1/chat/completions`: to use RAG via OpenAI REST API 
+* `http://localhost:9090/v1/models`: return models behind the RAG via OpenAI REST API 
 * `http://localhost:9090/v1/service/llm` : to chat straight with the LLM used
 * `http://localhost:9090/v1/service/search/`: to search for document similar to the message provided
 * `http://localhost:9090/v1/service/store-chunks/`: to embedd and store a list of text chunks in the vectorstore
 
 
-Vector Search call example with `openai` build profile with no-stream: 
+
+
+### Completions
+RAG call example with `openai` build profile with no-stream: 
 
 ```
 curl -N http://localhost:9090/v1/chat/completions \
@@ -119,23 +123,41 @@ curl -X POST http://localhost:9090/v1/service/store-chunks \
   -d '["First chunk of text.", "Second chunk.", "Another example."]'
 ```
 
-response:
+### Get model name
+Return the name of model used. It's useful to integrate ChatGUIs that require the model list before proceed.
 
 ```
-[
-  [
-    -0.014500250108540058,
-    -0.03604526072740555,
-    0.035963304340839386,
-    0.010181647725403309,
-    -0.01610776223242283,
-    -0.021091962233185768,
-    0.03924199938774109,
-    ..
-  ]  
-]
+curl http://localhost:9090/v1/models
+```
+
+## MCP RagTool
+The completion service is also available as an MCP server based on the SSE transport protocol.
+To test it:
+
+* Start as usual the microservice: 
+```shell
+./start.sh
 ```
 
+* Start the MCP inspector:
+```shell
+export DANGEROUSLY_OMIT_AUTH=true
+npx @modelcontextprotocol/inspector  
+```
+
+* With a web browser open: http://127.0.0.1:6274
+
+* Configure:
+  * Transport Type: SSE
+  * URL: http://localhost:9090/sse
+  * set Request Timeout to: 200000
+
+* Test a call to `getRag` Tool.
+
+
+
+
+
 ## Oracle Backend for Microservices and AI
 * Add in `application-obaas.yml` the **OPENAI_API_KEY**, if the deployement is based on the OpenAI LLM services:
 ```
@@ -248,11 +270,6 @@ it should return:
 ```
 
 
-
-
-
-
-
 ## Prerequisites
 
 Before using the AI commands, make sure you have a developer token from OpenAI.
@@ -269,3 +286,7 @@ export SPRING_AI_OPENAI_API_KEY=<INSERT KEY HERE>
 Setting the API key is all you need to run the application.
 However, you can find more information on setting started in the [Spring AI reference documentation section on OpenAI Chat](https://docs.spring.io/spring-ai/reference/api/clients/openai-chat.html).
 
+
+
+
+

src/client/spring_ai/pom.xml

@@ -32,6 +32,11 @@
 
 	<dependencies>
 
+		<dependency>
+			<groupId>org.springframework.ai</groupId>
+			<artifactId>spring-ai-starter-mcp-server-webmvc</artifactId>
+		</dependency>
+
 		<dependency>
 			<groupId>org.springframework.boot</groupId>
 			<artifactId>spring-boot-starter-web</artifactId>
@@ -75,15 +80,15 @@
 			<version>23.5.0.24.07</version>
 		</dependency>
 
-		<dependency> 
+		<dependency>
 			<groupId>org.springframework.boot</groupId>
 			<artifactId>spring-boot-starter-jdbc</artifactId>
 		</dependency>
 		<dependency>
 			<groupId>com.oracle.database.spring</groupId>
 			<artifactId>oracle-spring-boot-starter-wallet</artifactId>
 			<version>23.4.0</version>
-		 </dependency>
+		</dependency>
 
 		<!-- ORACLE DB END-->