> ## Documentation Index
> Fetch the complete documentation index at: https://docs.condense.io/llms.txt
> Use this file to discover all available pages before exploring further.

# Kafka Agent

The Kafka Agent is an AI-powered operational assistant that helps users retrieve information from Apache Kafka and Schema Registry without manually navigating the platform.

It provides read-only access to Kafka resources and enables users to quickly retrieve topic metadata, consumer group information, schema details, compatibility settings, and recent messages from Kafka topics.

The Kafka Agent simplifies operational tasks by invoking specialized tools to retrieve information directly from the Condense platform.

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# Supported Operations

The Kafka Agent can assist with:

* Listing Kafka topics
* Retrieving Schema Registry subjects
* Viewing schema compatibility settings
* Retrieving the latest message from a topic
* Viewing topic metadata and configurations
* Viewing partition information
* Retrieving schema metadata
* Listing schema versions
* Viewing consumer group information

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# Available Tools

| Tool                                   | Description                                                        | Required Input        |
| -------------------------------------- | ------------------------------------------------------------------ | --------------------- |
| **ListTopics**                         | Lists all Kafka topics available in Condense.                      | None                  |
| **GetAllSubjects**                     | Lists all Schema Registry subjects.                                | None                  |
| **GetCurrentGlobalCompatibilityLevel** | Returns the global Schema Registry compatibility level.            | None                  |
| **GetSubjectLevelCompatibility**       | Returns the compatibility level configured for a specific subject. | Subject Name          |
| **GetLastMessageFromTopic**            | Retrieves the latest message from a Kafka topic.                   | Topic Name            |
| **GetTopicMetadataAndConfigs**         | Returns metadata and configuration for a topic.                    | Topic Name            |
| **GetTopicPartitionsDetails**          | Returns partition details for a topic.                             | Topic Name            |
| **GetSchemaMetadata**                  | Retrieves metadata for a schema.                                   | Schema Subject        |
| **GetAllVersionsUnderSubject**         | Lists all schema versions for a subject.                           | Subject Name          |
| **GetSchemaByVersionFromRegistry**     | Retrieves a specific schema version.                               | Subject Name, Version |
| **GetAllVersionsAndIds**               | Lists all schema versions and corresponding IDs.                   | Subject Name          |
| **GetConsumerGroupDetails**            | Retrieves details for a consumer group.                            | Consumer Group ID     |

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# Typical Use Cases

The Kafka Agent can be used to:

* Explore available Kafka topics.
* Retrieve topic configurations before deploying applications.
* Review partition layouts for capacity planning.
* Verify Schema Registry compatibility settings.
* Inspect schema versions during application upgrades.
* Retrieve the latest message from a topic for debugging.
* Investigate consumer group activity.
* Validate Kafka metadata during troubleshooting.

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# Future Enhancements

Future releases may introduce additional Kafka management capabilities, including:

* Create Kafka Topics
* Update Topic Configurations
* Publish Messages to Kafka Topics
* Update Subject Compatibility Levels

> **Note**
>
> The features listed above are planned enhancements and may be introduced in future Condense releases.

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# Best Practices

* Use the Kafka Agent to retrieve operational information before making infrastructure changes.
* Validate topic configurations before deploying producers and consumers.
* Review Schema Registry compatibility settings before evolving schemas.
* Inspect consumer groups regularly to understand application consumption patterns.

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# Related Documentation

* AI Agents Overview
* Getting Started
* Kubernetes Agent
* Grafana Monitoring Agent
* Schema Registry
* Kafka Topics

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# Frequently Asked Questions (FAQs)

### What can the Kafka Agent access?

The Kafka Agent can retrieve Kafka topics, consumer groups, Schema Registry information, topic metadata, partition details, and recent topic messages.

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### Can the Kafka Agent modify Kafka resources?

The current release provides read-only operational capabilities. Administrative operations such as creating topics or publishing messages are planned for future releases.

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### Can I retrieve the latest message from a topic?

Yes. The **GetLastMessageFromTopic** tool retrieves the most recent message from a specified Kafka topic.

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### Does the Kafka Agent support Schema Registry?

Yes. The Kafka Agent provides access to Schema Registry subjects, schema metadata, schema versions, and compatibility settings.

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### Does the Kafka Agent respect Condense permissions?

Yes. The Kafka Agent operates within the Condense Role-Based Access Control (RBAC) model and only returns information that the user is authorized to access.