Production access stays read-only. Queries return current, governed context without handing write credentials to downstream agents.
Start building
Graph MCP
Give compatible AI agents deterministic, read-only production graph evidence.
Production Intelligence for AI Agents
Bring live production evidence and a repeatable Graph MCP workflow into your coding agent.
TypeScript SDK
Install
@anyshift/graph-sdk, authenticate, and run your first typed query.SDK capabilities
Browse the complete helper surface across operations, Kubernetes, security, observability, APM, and GitOps.
Graph Query Language
Browse every deterministic query target, filter, and accepted value.
Watch the overview
Query production context in milliseconds while keeping access governed and read-only.
Use cases
Backstage
Keep catalog pages synchronized with the live production topology.
Alert noise
Rank noisy monitors and protect the on-call rotation.
Configuration churn
Find repeated changes before they become incidents.
PR blast radius
Bring live dependency context into code review.