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Advanced agent update jeroen #138

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effa929
New version of the Advanced Agent demo
weesvisje Jan 30, 2026
9dd4de8
Remove secrets
weesvisje Jan 30, 2026
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35 changes: 15 additions & 20 deletions agent-capabilities-demo/README.md
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# Agent Capabilities Demo

[**Demo video ▶️**](https://www.youtube.com/watch?v=4kb-0mjzpZ0)
[**Demo video ▶️**](https://www.youtube.com/watch?v=4kb-0mjzpZ0). Note that this video is for a previous version. Most functionality stayed the same though. Adding and using tools has been replaced by "MCP Tools". The functionality you can demo with the tools is similar.

This is an app to demonstrate the base capabilities of MuleSoft AI Chain, without having to install anything.

This app will allow you to use the following funcionality:
This app will allow you to use the following functionality:
- Chat completions
- Prompt decoration
- RAG
- Switching LLM models
- Toxicity detection
- Dynamic tooling
- MCP tooling
- Token Governance
- Token usage
- Building knowledge


## Connectors

This app uses the following connectors:
- MuleSoft AI Connector v1.2.0
- MuleSoft WebCrawler Connector v0.35.0
- MuleSoft Whisperer Connector 0.2.0
- JTokkit Connector v0.8.0
This app uses the following AI connectors:
- MuleSoft Inference Connector v1.2.0
- MuleSoft Vectors Connector v1.0.0
- MuleSoft WebCrawler Connector v0.4.0
- MuleSoft Whisperer Connector 0.2.80
- JTokkit Connector v0.0.8-snapshot


## Configuration

In the directory `/src/main/resources/` make sure you update the following configurations:

Update the store location in following files, depending on your deployment target:
Update the database settings in following files, depending on your deployment target:
- `dev-properties.properties`
- `prd-properties.properties`

Update the API Keys in the following files:
- `dev-properties.properties`
- `prd-properties.properties`
- `config.json`

## Advanced UI Setup
## UI Setup

To run the advanced UI locally:
The UI is now bundled with the Mule application. It can be reached at:
<your-url>/web/index.html

1. Rename the .env.example file to .env.
2. Start the Mule app locally using Anypoint Studio (it should run on port 8081).
3. In the `advanced-ui` directory, run the command:
```
pnpm run dev
```
4. Open your browser and go to http://localhost:3000.
## UI Maintenance

This will connect the UI to your locally running Mule app
The directory `mac-knowledge-store-static` contains the React 18.3.1 UI project. It also contains some shell scripts that "publish" the static web-site to the Mule application. Note that you will need to change the paths in these scripts to align with your setup.
198 changes: 198 additions & 0 deletions agent-capabilities-demo/advanced-agent-1.1.5-mule-application/pom.xml
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<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
<modelVersion>4.0.0</modelVersion>

<groupId>753fdae1-6518-4f24-b035-32e309ced6a4</groupId>
<artifactId>advanced-agent</artifactId>
<version>1.0.0</version>
<packaging>mule-application</packaging>

<name>advanced-agent-1.1.5-mule-application</name>

<properties>
<project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
<project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding>

<app.runtime>4.7.0</app.runtime>
<mule.maven.plugin.version>4.6.1</mule.maven.plugin.version>
</properties>

<build>
<plugins>
<plugin>
<groupId>org.apache.maven.plugins</groupId>
<artifactId>maven-clean-plugin</artifactId>
<version>3.2.0</version>
</plugin>
<plugin>
<groupId>org.mule.tools.maven</groupId>
<artifactId>mule-maven-plugin</artifactId>
<version>${mule.maven.plugin.version}</version>
<extensions>true</extensions>
<configuration>
<classifier>---- select project type ----</classifier>
<sharedLibraries>
<sharedLibrary>
<groupId>com.mycompany</groupId>
<artifactId>postgresql-42.7.8</artifactId>
</sharedLibrary>
<sharedLibrary>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-pgvector</artifactId>
</sharedLibrary>
<sharedLibrary>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-core</artifactId>
</sharedLibrary>
<sharedLibrary>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-document-transformer-jsoup</artifactId>
</sharedLibrary>
<sharedLibrary>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j</artifactId>
</sharedLibrary>
<sharedLibrary>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-document-parser-apache-tika</artifactId>
</sharedLibrary>
</sharedLibraries>
</configuration>
</plugin>
</plugins>
</build>

<dependencies>
<dependency>
<groupId>com.mule.mulechain</groupId>
<artifactId>jtokkit</artifactId>
<version>0.0.8-SNAPSHOT</version>
<classifier>mule-plugin</classifier>
</dependency>
<!-- <dependency>
<groupId>cloud.anypoint</groupId>
<artifactId>mule-whisperer-connector</artifactId>
<version>0.2.0</version>
<classifier>mule-plugin</classifier>
</dependency> -->
<dependency>
<groupId>io.github.mulesoft-ai-chain-project</groupId>
<artifactId>mule4-webcrawler-connector</artifactId>
<version>0.4.0</version>
<classifier>mule-plugin</classifier>
</dependency>
<dependency>
<groupId>io.github.mulesoft-ai-chain-project</groupId>
<artifactId>mule4-whisperer-connector</artifactId>
<version>0.2.80</version>
<classifier>mule-plugin</classifier>
</dependency>
<dependency>
<groupId>com.mulesoft.connectors</groupId>
<artifactId>mule4-inference-connector</artifactId>
<version>1.2.0</version>
<classifier>mule-plugin</classifier>
</dependency>
<dependency>
<groupId>org.mule.connectors</groupId>
<artifactId>mule-db-connector</artifactId>
<version>1.15.0</version>
<classifier>mule-plugin</classifier>
</dependency>
<dependency>
<groupId>com.mycompany</groupId>
<artifactId>postgresql-42.7.8</artifactId>
<version>0.1</version>
</dependency>
<dependency>
<groupId>com.mulesoft.connectors</groupId>
<artifactId>mule4-vectors-connector</artifactId>
<version>1.0.0</version>
<classifier>mule-plugin</classifier>
</dependency>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-pgvector</artifactId>
<version>1.1.0-beta7</version>
</dependency>
<dependency>
<groupId>org.mule.connectors</groupId>
<artifactId>mule-http-connector</artifactId>
<version>1.11.1</version>
<classifier>mule-plugin</classifier>
</dependency>
<dependency>
<groupId>com.mulesoft.connectors</groupId>
<artifactId>mule-mcp-connector</artifactId>
<version>1.3.1</version>
<classifier>mule-plugin</classifier>
</dependency>
<dependency>
<groupId>org.mule.connectors</groupId>
<artifactId>mule-objectstore-connector</artifactId>
<version>1.2.5</version>
<classifier>mule-plugin</classifier>
</dependency>
<dependency>
<groupId>org.mule.connectors</groupId>
<artifactId>mule-sockets-connector</artifactId>
<version>1.2.7</version>
<classifier>mule-plugin</classifier>
</dependency>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-core</artifactId>
<version>1.1.0</version>
</dependency>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-document-transformer-jsoup</artifactId>
<version>1.1.0-beta7</version>
</dependency>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j</artifactId>
<version>1.1.0</version>
</dependency>
<dependency>
<groupId>dev.langchain4j</groupId>
<artifactId>langchain4j-document-parser-apache-tika</artifactId>
<version>1.1.0-beta7</version>
</dependency>
<dependency>
<groupId>org.mule.connectors</groupId>
<artifactId>mule-file-connector</artifactId>
<version>1.5.5</version>
<classifier>mule-plugin</classifier>
</dependency>
</dependencies>

<repositories>
<repository>
<id>anypoint-exchange-v3</id>
<name>Anypoint Exchange</name>
<url>https://maven.anypoint.mulesoft.com/api/v3/maven</url>
<layout>default</layout>
</repository>
<repository>
<id>mulesoft-releases</id>
<name>MuleSoft Releases Repository</name>
<url>https://repository.mulesoft.org/releases/</url>
<layout>default</layout>
</repository>

</repositories>

<pluginRepositories>
<pluginRepository>
<id>mulesoft-releases</id>
<name>MuleSoft Releases Repository</name>
<layout>default</layout>
<url>https://repository.mulesoft.org/releases/</url>
<snapshots>
<enabled>false</enabled>
</snapshots>
</pluginRepository>
</pluginRepositories>

</project>
82 changes: 82 additions & 0 deletions agent-capabilities-demo/advanced-agent-1.1.5-mule-application/src/main/mule/global.xml
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<?xml version="1.0" encoding="UTF-8"?>

<mule xmlns:mcp="http://www.mulesoft.org/schema/mule/mcp"
xmlns:ms-vectors="http://www.mulesoft.org/schema/mule/ms-vectors"
xmlns:db="http://www.mulesoft.org/schema/mule/db"
xmlns:ms-inference="http://www.mulesoft.org/schema/mule/ms-inference"
xmlns:whisperer="http://www.mulesoft.org/schema/mule/whisperer"
xmlns:s3="http://www.mulesoft.org/schema/mule/s3"
xmlns:os="http://www.mulesoft.org/schema/mule/os"
xmlns:ms-webcrawler="http://www.mulesoft.org/schema/mule/ms-webcrawler" xmlns:mulechain-voice="http://www.mulesoft.org/schema/mule/mulechain-voice" xmlns:jtokkit="http://www.mulesoft.org/schema/mule/jtokkit" xmlns:anypoint-mq="http://www.mulesoft.org/schema/mule/anypoint-mq" xmlns:mac-web-crawler="http://www.mulesoft.org/schema/mule/mac-web-crawler" xmlns:file="http://www.mulesoft.org/schema/mule/file" xmlns:ee="http://www.mulesoft.org/schema/mule/ee/core" xmlns:http="http://www.mulesoft.org/schema/mule/http" xmlns:ms-aichain="http://www.mulesoft.org/schema/mule/ms-aichain" xmlns="http://www.mulesoft.org/schema/mule/core" xmlns:doc="http://www.mulesoft.org/schema/mule/documentation" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.mulesoft.org/schema/mule/core http://www.mulesoft.org/schema/mule/core/current/mule.xsd
http://www.mulesoft.org/schema/mule/ms-aichain http://www.mulesoft.org/schema/mule/ms-aichain/current/mule-ms-aichain.xsd
http://www.mulesoft.org/schema/mule/http http://www.mulesoft.org/schema/mule/http/current/mule-http.xsd
http://www.mulesoft.org/schema/mule/ee/core http://www.mulesoft.org/schema/mule/ee/core/current/mule-ee.xsd
http://www.mulesoft.org/schema/mule/file http://www.mulesoft.org/schema/mule/file/current/mule-file.xsd
http://www.mulesoft.org/schema/mule/mac-web-crawler http://www.mulesoft.org/schema/mule/mac-web-crawler/current/mule-mac-web-crawler.xsd
http://www.mulesoft.org/schema/mule/anypoint-mq http://www.mulesoft.org/schema/mule/anypoint-mq/current/mule-anypoint-mq.xsd
http://www.mulesoft.org/schema/mule/jtokkit http://www.mulesoft.org/schema/mule/jtokkit/current/mule-jtokkit.xsd
http://www.mulesoft.org/schema/mule/mulechain-voice http://www.mulesoft.org/schema/mule/mulechain-voice/current/mule-mulechain-voice.xsd
http://www.mulesoft.org/schema/mule/ms-webcrawler http://www.mulesoft.org/schema/mule/ms-webcrawler/current/mule-ms-webcrawler.xsd
http://www.mulesoft.org/schema/mule/os http://www.mulesoft.org/schema/mule/os/current/mule-os.xsd
http://www.mulesoft.org/schema/mule/s3 http://www.mulesoft.org/schema/mule/s3/current/mule-s3.xsd
http://www.mulesoft.org/schema/mule/whisperer http://www.mulesoft.org/schema/mule/whisperer/current/mule-whisperer.xsd
http://www.mulesoft.org/schema/mule/ms-inference http://www.mulesoft.org/schema/mule/ms-inference/current/mule-ms-inference.xsd
http://www.mulesoft.org/schema/mule/db http://www.mulesoft.org/schema/mule/db/current/mule-db.xsd
http://www.mulesoft.org/schema/mule/ms-vectors http://www.mulesoft.org/schema/mule/ms-vectors/current/mule-ms-vectors.xsd
http://www.mulesoft.org/schema/mule/mcp http://www.mulesoft.org/schema/mule/mcp/current/mule-mcp.xsd">
<http:listener-config name="HTTP_Listener_config"
doc:name="HTTP Listener config"
doc:id="c5bd6230-74c4-4a7c-bc7b-96a0abc9f6fa">
<http:listener-connection host="0.0.0.0"
port="8081" />
<http:listener-interceptors>
<http:cors-interceptor>
<http:origins>
<http:public-resource />
</http:origins>
</http:cors-interceptor>
</http:listener-interceptors>
</http:listener-config>
<http:request-config name="HTTP_Request_configuration" doc:name="HTTP Request configuration" doc:id="7ac2fdfb-0c51-413c-a36a-55a441f4c72e" >
<http:request-connection host="localhost" port="8081" />
</http:request-config>
<global-property doc:name="Global Property" doc:id="38df4b37-6506-443f-8df0-11da2754a1b7" name="env" value="prd" />
<configuration-properties doc:name="Configuration properties" doc:id="48a42cda-8ae2-4b64-a718-d8a9ddbda572" file="${env}-properties.properties" />
<os:object-store name="chatMemory" doc:name="Object store" doc:id="8c0c9edb-7629-4bbf-96f7-a19ead58cd1c" persistent="false" />
<jtokkit:config name="JTokkit_Config" doc:name="JTokkit Config" doc:id="96d81862-4fbb-423d-883a-ecf3731fe92a" apiKey="${open.key}"/>
<ms-inference:text-generation-config name="OpenAI_MuleSoft_Inference_Text_generation_config" doc:name="MuleSoft Inference Text generation config" doc:id="dbb9684a-94bc-421b-ab25-be5dfb46c5b6" >
<ms-inference:openai-connection openAIModelName="#[vars.modelName]" apiKey="${open.key}" maxTokens="#[vars.maxToken]"/>
</ms-inference:text-generation-config>
<ms-inference:text-generation-config name="Mistral_MuleSoft_Inference_Text_generation_config" doc:name="MuleSoft Inference Text generation config" doc:id="0d60924d-ff63-4c55-b831-da77c67e4b2c" >
<ms-inference:mistralai-connection mistralAIModelName="#[vars.modelName]" apiKey="${mistral.key}" maxTokens="#[vars.maxToken]"/>
</ms-inference:text-generation-config>
<ms-inference:moderation-config name="Mistral_MuleSoft_Inference_Moderation_config" doc:name="MuleSoft Inference Moderation config" doc:id="cd7211bf-b589-495c-a414-0fd01850c902" >
<ms-inference:mistralai-moderation-connection apiKey="${mistral.key}" mistralAIModelName="mistral-moderation-latest"/>
</ms-inference:moderation-config>
<ms-inference:moderation-config name="OpenAI_MuleSoft_Inference_Moderation_config" doc:name="MuleSoft Inference Moderation config" doc:id="bf356efe-a23b-439c-b516-8c92d663a9fb" >
<ms-inference:openai-moderation-connection openAIModelName="omni-moderation-latest" apiKey="${open.key}" />
</ms-inference:moderation-config>
<db:config name="Postgres_Database_Config" doc:name="Database Config" doc:id="adcf1271-7cfb-418b-ac9c-5de2ca8cb048" >
<db:generic-connection url="${postgres.url}" driverClassName="org.postgresql.Driver" user="${postgres.user}" password="${postgres.password}" />
</db:config>
<ms-vectors:embedding-config name="MuleSoft_Vectors_Connector_Embedding_config" doc:name="MuleSoft Vectors Connector Embedding config" doc:id="14fcc4b6-f464-4481-9b36-578cf93f8e03" >
<ms-vectors:open-ai-connection apiKey="${open.key}"/>
</ms-vectors:embedding-config>
<ms-vectors:store-config name="MuleSoft_Vectors_Connector_Store_config" doc:name="MuleSoft Vectors Connector Store config" doc:id="b4d6a804-1bcb-4585-8b67-56cf1760076c" >
<ms-vectors:pg-vector-connection host="${postgres.host}" port="${postgres.port}" database="${postgres.database}" user="${postgres.user}" password="${postgres.password}"/>
</ms-vectors:store-config>
<ms-vectors:transform-config name="MuleSoft_Vectors_Connector_Transform_config" doc:name="MuleSoft Vectors Connector Transform config" doc:id="dd2ae23a-70e7-4f60-8428-ae8ffe899158" />
<whisperer:config name="MAC_Whisperer_Config" doc:name="MAC Whisperer Config" doc:id="04794e68-5b7b-43cc-8324-5a0910ea908b" >
<whisperer:openai-connection apiKey="${open.key}" />
</whisperer:config>
<mcp:client-config name="CRM_MCP_Client" doc:name="MCP Client" doc:id="35206664-fc32-4552-95ae-48bbbb56b2b3" clientName="Mule MCP Connector" clientVersion="1.0.0" >
<mcp:streamable-http-client-connection serverUrl="https://mcp-server-demo-crm-ch2-application-fjrr5q.5sc6y6-4.usa-e2.cloudhub.io/" />
</mcp:client-config>
<mcp:client-config name="ERP_MCP_Client" doc:name="MCP Client" doc:id="9fe84ce9-d735-49be-9198-9f6e0e21d348" clientName="Mule MCP Connector" clientVersion="1.0.0" >
<mcp:streamable-http-client-connection serverUrl="https://mcp-server-demo-erp-cqhd4c.i82zax.usa-e2.cloudhub.io/" />
</mcp:client-config>
<ms-webcrawler:config name="MuleSoft_WebCrawler_Connector_Config" doc:name="MuleSoft WebCrawler Connector Config" doc:id="552869dd-6c5d-4b20-b7da-20ad76e5596e" >
<ms-webcrawler:http-connection userAgent="Mozilla/5.0 (X11; Linux x86_64; rv:112.0) Gecko/20100101 Firefox/112.0" referrer="https://www.google.com" />
</ms-webcrawler:config>

</mule>
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