Vurb FAQs

Question 1

What is Vurb and its core purpose?

Accepted Answer

Vurb is an MVA (Model, View, Agent) framework for production Model Context Protocol (MCP) servers. Its core purpose is to enable structured perception for AI agents, ensuring zero hallucination and preventing data leaks in AI-driven applications.

Question 2

Does Vurb support integration with existing LLM clients and tools?

Accepted Answer

Yes, Vurb is designed for seamless integration. It offers pre-configured connections and scaffolding for popular MCP clients like Cursor, Claude Desktop, Claude Code, Windsurf, Cline, and VS Code + GitHub Copilot, facilitating quick setup for developers.

Question 3

How does Vurb prevent AI hallucination and data leaks?

Accepted Answer

Vurb uses several mechanisms, including Presenters for deterministic perception, a DLP Compliance Engine for PII redaction, an FSM State Gate to prevent temporal hallucination, and a Zero-Trust Sandbox for secure execution of LLM-generated logic.

Question 4

What is the FSM State Gate and how does it enhance AI reliability?

Accepted Answer

The FSM State Gate is a critical anti-hallucination mechanism that dynamically adjusts visible tools based on the current workflow state. This makes it structurally impossible for an AI agent to execute tools out of order, ensuring predictable and reliable agent behavior.

Question 5

What are Presenters in Vurb?

Accepted Answer

Presenters are Vurb's deterministic perception layer, acting as an egress firewall. They control exactly what an AI agent sees, knows, and can do, shaping raw data into a 'Perception Package' while applying PII redaction, cognitive guardrails, and suggesting next actions.

Vurb

Vurb

Key Features

Use Cases

Key Features

Use Cases