Anticheat

Detection layerPrivate deployments

Detection that keeps working when the cloud is gone.

A hybrid Minecraft anticheat: local checks on the server, cloud intelligence and review in the panel, and an AI operator with bounded actions.

System mapDetection
On server
Agent / plugin
Local checks
Evidence buffer
CLOUD ENGINE
01 Check DSL
02 Models
03 Fusion
04 Review
local keeps running
Operator
Panel
AI guardrails
Audit / RBAC
Layer
Detection & review
Server plugin
Java 21+, Minecraft 1.21+ panel agent
Cloud
Go API · PostgreSQL 16
Panel
Next.js control plane

Built for the layer it owns.

Anticheat is built around a hard split: local speed, cloud intelligence, central control. The plugin/agent owns the real-time path; the Go cloud evaluates what benefits from history and cross-session context; the panel is where changes are reviewed and rolled out.

This is a private deployment, not a public sign-up product. AI is treated as an operator with guardrails and an audit trail, not an authority that can ban on its own. No accuracy or performance number is claimed here without an evidence run behind it.

/01

Local-first runtime

The server plugin keeps its own checks, last-known-good configuration, and evidence buffer. A cloud outage does not switch detection off.

/02

Cloud check engine

A restricted check DSL, data-only models, dynamic thresholds by ping/TPS/version, detection fusion, and a model registry with canaries and a promotion gate.

/03

Bounded AI operations

An orchestrator — not a chat — runs guards, retrieval, evidence, validation, policy, and an execution-time effect gate. Results are signed and re-checked before they can act.

/04

Review, not guesswork

Live detections, a 3D replay of the evidence window, player history, regression cases, ban waves, pardons, and six-hour re-checks keep humans in the loop.

/05

Controlled change

Shadow mode, gradual rollouts, one-click rollback, signed configuration bundles, a global kill switch, RBAC, and an audit trail.

/06

Network enforcement

A proxy plugin for Velocity and BungeeCord, scoped API keys, signed webhooks, Discord/Slack alerts, and localised player messages that do not leak check internals.

When this is the right layer.

Private Minecraft networks that need a detection loop, not another flat check list
Operators with staff who review evidence and tune policy
Teams already running Paper, Folia, or SourbyCraft
Specification
Layer
Detection & review
Server plugin
Java 21+, Minecraft 1.21+ panel agent
Cloud
Go API · PostgreSQL 16
Panel
Next.js control plane
AI providers
Operator-supplied keys
Deployment
Private environment

Tell us what you are running and where it hurts. We will route the brief to the right system.

Start a brief