Paarvai

This product provides a data layer that gives AI DevOps agents real-time, deterministic infrastructure context via the MCP protocol, solving the problem of agent hallucinations and unsafe autonomous operations. It is designed for developers and operations teams in companies of various sizes, particularly those using AI agents for infrastructure management. The product differentiates itself by mapping actual traffic flow and hidden dependencies, offering a pre-mapped infrastructure graph with confidence scores and blast radius calculations, and it is delivered as an MCP server that integrates with existing toolchains.

Key features

• Maps actual traffic flow
• Calculates blast radius
• Provides confidence scores
• Shows dependency chains
• Real-time queryable infrastructure graph
• Integrates with MCP clients
• Data stays within VPC
• No custom APIs or SDKs