WorldPreventer – Advanced Anti-Exploit & World Protection

⚠️ Early Development Notice WorldPreventer is still in a very early stage of development. Many systems are functional, but the machine learning (ML) detection system does not ship with a trained model.

Do not enable ML detection unless you have trained your own model.
If you see the notification REQUEST_STATS observed (WorldTools signature), this likely indicates that a client is attempting to download your world.

Overview

WorldPreventer is a high-performance anti-exploit and world protection plugin designed to safeguard your server from a wide range of threats, including:

World downloads
Chunk exploitation
Suspicious client behavior

It combines packet-level monitoring, behavioral analysis, and adaptive responses to protect your server from malicious activity.

Features

Core Protection Systems

Chunk Exploit Prevention
- Detects & prevents rapid chunk loading/unloading
- Monitors chunk interaction patterns
- Stops chunk boundary exploits
WorldTools Blocker
- Blocks WorldTools client functionality
- Prevents unauthorized world downloads
- Detects & blocks rapid join/leave patterns
Deep Packet Inspection
- Analyzes network traffic for suspicious patterns
- Detects & blocks malicious packet sequences
- Monitors data volume & timing anomalies
Adaptive Response System
- Dynamic threat-level scoring
- Escalating responses (warn → kick → ban)
- Fully configurable actions

Machine Learning Detection (Optional)

Important: The ML system is disabled by default and ships without a trained model. Do not enable it unless you train your own.

When configured properly, the ML system provides:

Anomaly Detection – Spotting unusual player behavior
Behavioral Analysis – Learning normal server patterns
Real-time Scoring – Constantly evaluating actions
Adaptive Thresholds – Adjusting to server conditions

Tracked Features (12 total): Chunk transitions, container interactions, movement volume, entity spawn rates, packet bursts, systematic movement, join surges, client brand, timing precision, data volume variance, interaction patterns, movement entropy.

Commands & Permissions

Admin Commands

/worldpreventer reload – Reload configuration
/worldpreventer status – View protection status
/worldpreventer simulate <player> <test> – Run simulation tests
/worldpreventer ml [enable|disable|status] – Manage ML system

Permissions

worldpreventer.admin – Full access & bypass
worldpreventer.staff – Receive suspicious activity alerts
worldpreventer.bypass – Exclude player from detection

Configuration

Example config.yml:

# Grace period after join
join_grace_period_seconds: 120

# Escalation actions
actions:
  on_exceed: WARN  # WARN, KICK, BAN

# Suspicion scoring
scoring:
  enabled: true
  decay_per_minute: 10.0
  thresholds:
    warn: 100.0
    kick: 500.0

# Machine Learning (disabled by default)
ml:
  enabled: false
  direct_kicks: false
  score_threshold: 3.0
  points_on_exceed: 20.0
  kick_message: "§cKicked by ML anti-cheat system"
  window_seconds: 60
  autosave_minutes: 5
  decay: 0.98

# ProtocolLib-based packet blocking
packet_blocking:
  enabled: true
  block_stats_request: false
  block_statistics: false
  block_map_data: false
  corrupt_block_entities: false
  inject_fake_data: false

Integration

Dependencies

Required: ProtocolLib
Recommended: Vault

API Example

WorldPreventer plugin = (WorldPreventer) Bukkit.getPluginManager().getPlugin("WorldPreventer");

// Get suspicion score
double score = plugin.getSuspicionScorer().getScore(player.getUniqueId());

// Add custom detection points
plugin.getSuspicionScorer().addScore(player.getUniqueId(), 10.0, "CUSTOM_EVENT");

Staff Notifications

Staff with permission receive alerts for:

Suspicious activity
ML system detections
Config changes
Warnings & errors

Bypass Options

Players excluded from detection:

worldpreventer.bypass permission holders
Players in Creative mode
Players in Spectator mode

Support

For bug reports, feature requests, or support, please visit the GitHub repository.