Condense
Developers
Company
Resources
Condense
Developers
Company
Resources
Developers
Company
Resources

Meet Vapr™ : A Specialized AI Agent
for Multi-Layer Data Operations

Meet Vapr™ :
A Specialized AI Agent
for Multi-Layer Operations

Meet Vapr™ : A Specialized AI Agent
for Multi-Layer Data Operations

Vapr turns complex technical intent into finished results by orchestrating specialized agent workforce across your data lifecycle, resolving systems instantly through precise execution and deep technical understanding

Vapr turns complex technical intent into finished results
by orchestrating specialized agent workforce across your data lifecycle, resolving systems instantly through precise execution and deep technical understanding

Vapr turns complex technical intent into finished results by orchestrating specialized agent workforce across your data lifecycle, resolving systems instantly through precise execution and deep technical understanding

Vapr's Capabilities

Vapr is an AI agent that functions as an autonomous supervisor and intelligent routing interface, designed to assist users by orchestrating a hierarchical workforce of specialized agents within the Condense platform, where simple tasks are routed for immediate action via tool-specific L1 specialist agents, while complex requirements are delegated to L2 agents for multi-step planning and logical design.

Vapr is an AI agent that functions as an
autonomous supervisor and intelligent routing interface, designed to assist users by orchestrating a hierarchical workforce of specialized agents within the Condense platform, where simple tasks are routed for immediate action via tool-specific L1 specialist agents, while complex requirements are delegated to L2 agents for multi-step planning and logical design.

Git Agent Icon
Git Agent Icon
Git Agent Icon
QA Agent Icon
QA Agent Icon
Kafka Agent Icon
Kafka Agent Icon
Kubernetes Agent Icon
Kubernetes Agent Icon
Pipeline Agent Icon
Pipeline Agent Icon
Developer Agent Icon
Developer Agent Icon

What You Can Do with Vapr

> ORCHESTRATE YOUR WORKFLOW

> ORCHESTRATE YOUR WORKFLOW

> ORCHESTRATE YOUR WORKFLOW

You can use Vapr as your central supervisor to manage your entire operation. By simply stating your goal, Vapr identifies the need and triggers the right agent workforce to handle the heavy lifting.

No more juggling tools or tracking tasks manually. Vapr routes work, coordinates agents, and ensures completion end-to-end

Vapr agent coordinating multi-step workflow tasks

> MANAGE YOUR DATA

> MANAGE YOUR DATA

> MANAGE YOUR DATA

You can instantly audit Kafka topics, navigate complex schema registries, and retrieve live messages to validate your data flow in real time.

No more CLI digging or fragmented visibility. Vapr gives you a unified, real-time view of your entire data stream

Vapr interface connecting to Kafka agent for Managing Kafka topics and data streams

> AUDIT YOUR INFRASTRUCTURE

> AUDIT YOUR INFRASTRUCTURE

> AUDIT YOUR INFRASTRUCTURE

You can summarize Kubernetes cluster states, inspect service configurations, and aggregate logs across namespaces to keep your environment stable and scalable.

No more manual audits or scattered logs. Vapr centralizes visibility to monitor and maintain your infrastructure

Monitoring and auditing Kubernetes infrastructure through Vapr

> MONITOR & SOLVE ISSUES

> MONITOR & SOLVE ISSUES

> MONITOR & SOLVE ISSUES

You can identify the exact point of failure before a crisis starts by correlating Prometheus metrics with system telemetry to deliver a Root Cause Analysis (RCA).

No more reactive debugging or guesswork. Vapr detects anomalies early and pinpoints root causes instantly

System metrics visualization for monitoring and root cause analysis

> BUILD & SHIP CODE

> BUILD & SHIP CODE

> BUILD & SHIP CODE

You can plan, architect, and generate production-grade code through the Coding Agent.

No more tool switching or manual handoffs. Vapr automates workflows from code generation to pull request creation

The Coding & Planning Agent transforms requirements into reality. It plans steps, generates the code, and pushes the files directly to your GitHub or GitLab repos

AI-assisted code generation and workflow management

Agents Available in Condense

Tap on the Agent Card to Learn More

Condense Assistant / Browse Agents

Click on the Agent Card to Learn More

Tap on the Agent Card to Learn More

Agents, Ready When You Are

{
"create": {},
"select": {},
"show": [
{
"@type": "streams",
"statementText": "Show streams;",
"streams": [
{
"type": "STREAM",
"name": "TES101",
"topic": "newUAT",
"keyFormat": "KAFKA",
"valueFormat": "JSON",
"isWindowed": false
}
{
"type": "STREAM",
"name": "TES101",
"topic": "newUAT",
"keyFormat": "KAFKA",
"valueFormat": "JSON",
"isWindowed": false

GitHub

Connecting via Git Agent

@Vapr
|

YOU

VAPR AGENT

{
"create": {},
"select": {},
"show": [
{
"@type": "streams",
"statementText": "Show streams;",
"streams": [
{
"type": "STREAM",
"name": "TES101",
"topic": "newUAT",
"keyFormat": "KAFKA",
"valueFormat": "JSON",
"isWindowed": false
}
{
"type": "STREAM",
"name": "TES101",
"topic": "newUAT",
"keyFormat": "KAFKA",
"valueFormat": "JSON",
"isWindowed": false

GitHub

Connecting via Git Agent

@Vapr
|

{
"create": {},
"select": {},
"show": [
{
"@type": "streams",
"statementText": "Show streams;",
"streams": [
{
"type": "STREAM",
"name": "TES101",
"topic": "newUAT",
"keyFormat": "KAFKA",
"valueFormat": "JSON",
"isWindowed": false
}
{
"type": "STREAM",
"name": "TES101",
"topic": "newUAT",
"keyFormat": "KAFKA",
"valueFormat": "JSON",
"isWindowed": false

GitHub

Connecting via Git Agent

@Vapr
|

YOU

VAPR AGENT

Frequently Asked Questions

Vapr acts as an autonomous routing interface. It takes your technical intent and delegates it to a hierarchical workforce. Simple requests go to L1 specialists for immediate action, while complex tasks go to L2 agents for multi-step planning and logical design.

It automates the manual process of checking topics and schemas. You can instantly list topics, get the last message for validation, check consumer group details, and retrieve schema metadata without running manual CLI commands

Yes. The Grafana Monitoring Agent is built for Root Cause Analysis (RCA). It fetches the latest alerts and uses tools like ExecuteQuery and GetConnectorLogs to diagnose exactly why an alert occurred.

Yes. The Grafana Monitoring Agent is built for Root Cause Analysis (RCA). It fetches the latest alerts and uses tools like ExecuteQuery and GetConnectorLogs to diagnose exactly why an alert occurred.

Vapr uses a Sequential Thinking agent to plan complicated tasks step-by-step. The Coding Agent then generates the code, creates the necessary files/folders, and the Testing Agent generates test cases for validation

Yes. You can pre-select GitHub or GitLab. Vapr can create repositories, fork projects, manage branches, and push code changes or Pull/Merge Requests directly to your namespace

Currently, the K8s and Kafka agents are primarily focused on Read/Retrieval (L1). However, the Coding Agent can create and update files in your repositories to facilitate changes through your existing CI/CD pipelines

Future updates will move the Kafka Agent from retrieval to management, including the ability to CreateTopic, UpdateTopic, and Publish Messages directly to topics in various formats.

Yes. The roadmap includes full CRUD (Create, Read, Update, Delete) capabilities for Kubernetes Users, Secrets, Services, Jobs, and Config Maps

For multi-step tasks, Vapr uses its Planning Agent to create a transparent, step-by-step execution path. It is designed to keep you "in the supervisor’s seat," ensuring actions align with your exact intent

Yes, Vapr uses a verified approval loop to ensure total system safety. It ensures that no agent acts alone; every technical resolution is cross-referenced against your system’s live state and requires your final review and approval before any execution

The workforce includes a team of experts: the Kafka Agent for streams, the Kubernetes Agent for infrastructure, the Grafana Agent for diagnostics, and the Coding Agent for logical builds. Each is designed to handle specific layers of your data lifecycle autonomously and report back to Vapr

You can launch the interface by clicking "Ask Vapr" or using the Command + K shortcut to type your intent in plain English. Vapr automatically analyzes your request, identifies the necessary agents, and presents a transparent plan for you to review and approve before deployment