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+**简体中文** · [**English**](README.md)
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+---
+
+
+
+ Aluer ServerGuard
+
+
+
+
+ 🛡️ AI-Powered Minecraft PaperMC Server Security & Automation Platform
+
+
+
+ Built with ❤️ for Minecraft server operators who refuse to compromise on security
+
+
+
+
+ "In a world where DDoS attacks, bot swarms, and zero-day exploits threaten your Minecraft community,
Aluer stands as the autonomous guardian — powered by DeepSeek AI and a multi-layer kernel fusion engine."
+
+
+
+
+ 🏗 Architecture ·
+ 🚀 Quick Start ·
+ ⚙️ Config ·
+ 📦 Modules ·
+ 🌐 API ·
+ 🖥 Console ·
+ 💻 Commands ·
+ ❓ FAQ
+
+
+
+
+
+
+
+ 
+ 2-5s
+ LLM Response
+ |
+
+ 
+ <1ms
+ Kernel Latency
+ |
+
+ 
+ 4-Tier
+ Defense Levels
+ |
+
+ 
+ 30+
+ Security Modules
+ |
+
+ 
+ ~200MB
+ Memory Footprint
+ |
+
+
+
+
+
+## Table of Contents
+
+- [System Architecture](#-system-architecture)
+ - [Three-Layer Decision Engine](#1-three-layer-decision-engine)
+ - [Kernel Signal Fusion Model](#2-kernel-signal-fusion-model)
+ - [Data Flow Overview](#3-data-flow-overview)
+- [Quick Start](#-quick-start)
+ - [Requirements](#requirements)
+ - [Build](#build)
+ - [Environment Variables](#environment-variables)
+ - [First Launch](#first-launch)
+ - [One-Click Install](#one-click-install)
+- [Deployment Guide](#-deployment-guide)
+ - [Systemd Services](#systemd-services)
+ - [sudo Configuration](#sudo-configuration)
+ - [Reverse Proxy](#reverse-proxy-optional)
+- [Configuration Reference](#-configuration-reference)
+ - [Full Config Tree](#full-config-tree)
+ - [Environment Variable Injection](#environment-variable-injection-table)
+- [Module Catalog](#-module-catalog)
+ - [AI Decision Layer](#ai-decision-layer-comaluerai)
+ - [Kernel Engine Layer](#kernel-engine-layer-comaluerkernel)
+ - [Security Defense Layer](#security-defense-layer-comaluersecurity)
+ - [Operations Control Layer](#operations-control-layer-comaluerconsole)
+ - [Monitoring Collection Layer](#monitoring-collection-layer-comaluermonitor)
+ - [Core Service Layer](#core-service-layer-comaluerservice)
+ - [Web Interaction Layer](#web-interaction-layer-comaluerweb)
+ - [Notification & Reporting Layer](#notification--reporting-layer-comaluernotification)
+ - [Auxiliary Modules](#auxiliary-modules)
+ - [Data Models](#data-models-comaluermodel)
+- [Defense Levels & Auto Response](#️-defense-levels--auto-response)
+- [API Reference](#-api-reference)
+ - [System Status API](#system-status-api)
+ - [Security Posture API](#security-posture-api)
+ - [Health Check API](#health-check-api)
+ - [Notification & Report API](#notification--report-api)
+ - [Console Operations API](#console-operations-api)
+ - [SSH Gateway API](#ssh-gateway-api)
+ - [Backup Management API](#backup-management-api)
+- [Web Console](#-web-console)
+- [Shell Command Reference](#-shell-command-reference)
+- [Developer Guide](#-developer-guide)
+- [FAQ](#-faq)
+- [License](#-license)
+- [Support](#-support)
+
+---
+
+## ✨ Why Aluer?
+
+
+
+
+ 🧠 Dual-Engine Intelligence
+ LLM (DeepSeek) + Kernel Rule Engine working in tandem. Sovereign handles unknown threats; Kernel reacts in <1ms for known patterns. No single point of decision failure.
+ |
+
+ 🛡️ Full-Stack Defense
+ From Minecraft protocol layer → Application WAF → OS firewall → Cloudflare edge. 30+ security modules covering L3-L7, zero-trust architecture, and honeypot deception.
+ |
+
+
+
+ 📊 Real-Time Visualization
+ React 19 Nebula Console with SSE live streaming, performance sparklines, health probes, auto-refresh — designed for incident commanders who need instant clarity.
+ |
+
+ 🔧 Autonomous Operations
+ Self-healing orchestration, auto-backup before recovery, scheduled tasks, Discord/Slack webhooks, and HTML attack reports. Your server guards itself while you sleep.
+ |
+
+
+
+---
+
+## 🧬 System Architecture
+
+Aluer ServerGuard deploys on the same host as your Minecraft server, communicating with PaperMC via the **RCON protocol** while managing OS-level firewalls (iptables/ufw) and Cloudflare edge protection.
+
+### 1. Three-Layer Decision Engine
+
+This is the core design — L1 handles strategic decisions, L2 handles signal-level tactical judgment, and L3 handles execution.
+
+```
+┌──────────────────────────────────────────────────────────────┐
+│ L1: AluerSovereignEngine │
+│ Input: Full-network posture JSON (compressed context) │
+│ Process: Send to DeepSeek LLM for structured directives │
+│ Output: workflow (1 of 8) + defenseLevel + reason │
+│ Cycle: Every 45 seconds │
+│ Trait: LLM-driven, natural language reasoning, handles │
+│ novel/ambiguous threat patterns │
+├──────────────────────────────────────────────────────────────┤
+│ L2: AluerKernelEngine │
+│ Input: Real-time signals from 5 virtual modules │
+│ Process: Weighted aggregation → 3D pressure → directives │
+│ Output: heat / resonance / control + KernelDirective │
+│ Cycle: Every 30 seconds (Pulse) │
+│ Trait: Deterministic rules, explainable, immune to │
+│ LLM latency/hallucination │
+├──────────────────────────────────────────────────────────────┤
+│ L3: AIAutonomousService │
+│ Input: L1 macro directive + L2 Kernel directive │
+│ Process: Conflict arbitration → cooldown → rate-limit │
+│ Output: ban-ip / kick / whitelist / clear-lag │
+│ Guard: Max 12 actions/hour, dual-signal for high-risk ops │
+└──────────────────────────────────────────────────────────────┘
+```
+
+**Why two decision layers?** Sovereign (DeepSeek) excels at understanding novel threats but has API latency (~2-5s) and occasional unstructured output. Kernel is a pure rule engine with <1ms latency, capable of instant reaction to known threat patterns. The two layers intersect and back each other up.
+
+### 2. Kernel Signal Fusion Model
+
+The Kernel runs 5 virtual modules (`KernelModule` interface), each collecting pressure signals from specific security subsystems:
+
+| Module | Name | Data Source | Vector | Baseline Weight |
+|--------|------|-------------|--------|-----------------|
+| `ThreatMeshModule` | Threat Mesh | DDoS / Firewall / IDS / Port Scan / DPI | `network` | 1.12 |
+| `CommandLatticeModule` | Command Lattice | Command Guard (dangerous cmd + RCON brute force) | `command` | 1.18 |
+| `HardeningMatrixModule` | Hardening Matrix | Security baseline audit (vuln × severity) | `integrity` | 1.05 |
+| `PerimeterWardModule` | Perimeter Ward | WAF (blocked/suspicious + active clients) | `perimeter` | 0.92 |
+| `EchoGridModule` | Echo Grid | Historical IP pressure memory decay | `memory` | 0.84 |
+
+Each Pulse cycle (default 30s), 5 modules produce 0~N `KernelSignal` objects. Aggregation algorithm:
+
+```
+For each signal:
+ weighted = clamp(pressure × adaptiveWeight[module], 0, 100)
+ vectorScores[vector] += weighted
+ moduleScores[module] += weighted
+
+heat = clamp(peak_vector × 0.68 + avg_vector × 0.32, 0, 100)
+resonance = clamp(heat × 0.45 + second_vector × 0.18 + energized × 14 + count × 2.2, 0, 100)
+control = clamp(100 - heat × 0.62 - resonance × 0.28, 0, 100)
+```
+
+Adaptive weights via exponential moving average:
+
+```
+target = baseline + (pressure ≥ 80 ? 0.18 : pressure ≥ 55 ? 0.08 : 0)
+active = current × 0.82 + target × 0.18
+active = clamp(active, 0.72, 1.45)
+```
+
+EchoGrid (attacker memory) decay:
+
+```
+cell.pressure = cell.pressure × 0.55 + pulse.heat × 0.75
+// Cells exceeding retention time are auto-purged
+```
+
+### 3. Data Flow Overview
+
+```
+ ┌──────────────┐
+ │ Minecraft │
+ │ PaperMC │
+ │ (RCON 25575) │
+ └──┬───────┬──┘
+ │ │
+ RCON commands │ │ latest.log
+ (ban-ip / │ │ /proc metrics
+ kick / │ │ netstat
+ whitelist) │ │
+ │ │
+ ┌────────────────────┴───────┴──────────────────────┐
+ │ Aluer ServerGuard │
+ │ │
+ │ ┌──────────┐ ┌──────────┐ ┌──────────┐ │
+ │ │ Monitor │ │ Security │ │ AI │ │
+ │ │ Process │ │ DDoS/IDS │ │ DeepSeek │ │
+ │ │ Resource │ │ WAF/Honey│ │ Anomaly │ │
+ │ │ Connect │ │ ZeroTrust│ │ Predict │ │
+ │ │ Log │ │ 30+ svc │ │ Adaptive │ │
+ │ └────┬─────┘ └────┬─────┘ └────┬─────┘ │
+ │ │ │ │ │
+ │ └─────────┬───┴─────────────┘ │
+ │ │ │
+ │ ┌────────────┴────────────┐ │
+ │ │ Kernel + Sovereign │ │
+ │ │ Signal Fusion → Output │ │
+ │ └────────────┬────────────┘ │
+ │ │ │
+ │ ┌────────────┴────────────┐ │
+ │ │ AutoExecutor / RCON │ │
+ │ │ Execute + Audit Log │ │
+ │ └────────────────────────┘ │
+ │ │
+ │ ┌────────────────────────┐ │
+ │ │ Web Dashboard :8080 │ ← Admin Browser │
+ │ │ Spring Shell Terminal │ ← Admin Terminal │
+ │ └────────────────────────┘ │
+ └────────────────────────────────────────────────────┘
+ │
+ Cloudflare API
+ (Edge Challenge / Block / Under Attack)
+```
+
+---
+
+## 🚀 Quick Start
+
+### Requirements
+
+| Dependency | Version | Notes |
+|------------|---------|-------|
+| JDK | 17+ | Compile and runtime |
+| Maven | 3.9+ (bundled) | `apache-maven-3.9.6/` included in repo |
+| OS | Ubuntu / Debian | Recommended for production; other Linux works but some security modules need iptables/ufw |
+| Memory | 2 GB+ free | On top of Minecraft server's own memory |
+| Disk | 10 GB+ | Logs + backups + jar |
+| Minecraft | PaperMC 1.21+ | RCON must be enabled (`enable-rcon=true` in `server.properties`) |
+| DeepSeek | API Key | Required for AI decision and natural language Q&A |
+| Node.js | 18+ (dev only) | Production uses pre-built static assets |
+
+### Build
+
+```bash
+# 1. Clone the repository
+git clone https://github.com/ZpjDev/Aluer.git
+cd Aluer
+
+# 2. Build with bundled Maven
+./apache-maven-3.9.6/bin/mvn clean package -DskipTests
+
+# 3. Output location
+ls -lh target/serverguard.jar
+```
+
+The build process also compiles the React frontend via Vite, outputting to `src/main/resources/static/` and embedding into the jar.
+
+### Environment Variables
+
+**Minimum viable config** (only 2 env vars required):
+
+```bash
+# Required: DeepSeek API Key (get from https://platform.deepseek.com)
+export DEEPSEEK_API_KEY=sk-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
+
+# Required: RCON password (must match rcon.password in server.properties)
+export RCON_PASSWORD=your-strong-rcon-password
+```
+
+**Full production config**:
+
+```bash
+# ──── Core Credentials ────
+export DEEPSEEK_API_KEY=sk-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
+export DEEPSEEK_BASE_URL=https://api.deepseek.com
+export DEEPSEEK_MODEL=deepseek-chat
+export RCON_PASSWORD=your-strong-rcon-password
+
+# ──── Email Alerts (QQ email example) ────
+export ALUER_ALERT_SMTP_USERNAME=your-email@qq.com
+export ALUER_ALERT_SMTP_PASSWORD=your-smtp-auth-code
+export ALUER_ALERT_EMAIL_PRIMARY=admin@example.com
+export ALUER_ALERT_EMAIL_SECONDARY=backup@example.com
+
+# ──── Cloudflare Edge Protection (optional) ────
+export ALUER_CLOUDFLARE_ZONE_ID=your-zone-id
+export ALUER_CLOUDFLARE_API_KEY=your-api-key
+export ALUER_CLOUDFLARE_EMAIL=your-cloudflare-email
+
+# ──── Discord/Slack Webhooks (optional) ────
+export ALUER_WEBHOOK_DISCORD=https://discord.com/api/webhooks/xxx/yyy
+export ALUER_WEBHOOK_SLACK=https://hooks.slack.com/services/xxx/yyy/zzz
+```
+
+> **Security note**: Never hardcode API keys or passwords in `application.yml`. All sensitive values use `${VAR_NAME:}` placeholder syntax, defaulting to empty string when not set.
+
+### First Launch
+
+```bash
+# Foreground (shows Spring Shell interactive terminal)
+java -jar target/serverguard.jar
+
+# Background (using provided script)
+./start.sh
+
+# Using systemd (recommended for production)
+sudo systemctl start serverguard
+```
+
+On startup you'll see the Spring Shell terminal:
+
+```
+╔══════════════════════════════════════════════════╗
+║ Welcome to Aluer ServerGuard ║
+╠══════════════════════════════════════════════════╣
+║ Type help for available commands ║
+║ Type ai
for AI assistant ║
+╚══════════════════════════════════════════════════╝
+aluer>
+```
+
+Verify everything is working:
+
+```bash
+# Test API
+curl http://localhost:8080/api/status
+
+# Expected response
+{"status":"running","timestamp":1746883200000}
+
+# Access Web Console
+curl http://localhost:8080/
+```
+
+### One-Click Install
+
+```bash
+# Run with sudo
+sudo bash install.sh
+```
+
+The script will:
+1. Detect/install Java 17
+2. Create `/opt/serverguard/` working directory
+3. Wait for you to upload the jar (via `scp` or other)
+4. Auto-create and enable systemd service
+5. Start service and verify status
+
+---
+
+## 📦 Deployment Guide
+
+### Systemd Services
+
+The repo provides two systemd unit files:
+
+**`systemd/minecraft.service`** — Minecraft server (Aluer's prerequisite):
+
+```ini
+[Unit]
+Description=Minecraft PaperMC Server
+After=network.target
+
+[Service]
+Type=simple
+User=minecraft
+WorkingDirectory=/opt/minecraft
+ExecStart=/usr/bin/java -Xms4G -Xmx4G -jar paper-1.21.11.jar nogui
+Restart=on-failure
+RestartSec=10
+StartLimitBurst=3
+
+[Install]
+WantedBy=multi-user.target
+```
+
+**`systemd/serverguard.service`** — Aluer protection system:
+
+```ini
+[Unit]
+Description=Aluer ServerGuard Protection System
+After=network.target minecraft.service
+Requires=minecraft.service
+
+[Service]
+Type=simple
+User=root
+WorkingDirectory=/opt/serverguard
+ExecStart=/usr/bin/java -jar serverguard.jar
+Restart=always
+RestartSec=5
+
+[Install]
+WantedBy=multi-user.target
+```
+
+Deployment steps:
+
+```bash
+# 1. Copy service files
+sudo cp systemd/minecraft.service /etc/systemd/system/
+sudo cp systemd/serverguard.service /etc/systemd/system/
+
+# 2. Create minecraft user
+sudo useradd -r -m -d /opt/minecraft minecraft
+
+# 3. Reload systemd
+sudo systemctl daemon-reload
+
+# 4. Start Minecraft first, then Aluer
+sudo systemctl enable --now minecraft
+sudo systemctl enable --now serverguard
+
+# 5. Check status
+sudo systemctl status minecraft serverguard
+
+# 6. Watch Aluer logs
+sudo journalctl -u serverguard -f
+```
+
+### sudo Configuration
+
+Aluer needs permission to run `systemctl restart minecraft`. Copy the sudoers file:
+
+```bash
+sudo cp systemd/sudoers.serverguard /etc/sudoers.d/serverguard
+sudo chmod 440 /etc/sudoers.d/serverguard
+```
+
+### Reverse Proxy (Optional)
+
+When exposing the web console publicly, place Nginx in front:
+
+```nginx
+server {
+ listen 443 ssl;
+ server_name console.your-server.com;
+
+ auth_basic "Aluer Console";
+ auth_basic_user_file /etc/nginx/.htpasswd;
+
+ location / {
+ proxy_pass http://127.0.0.1:8080;
+ proxy_http_version 1.1;
+ proxy_set_header Upgrade $http_upgrade;
+ proxy_set_header Connection "upgrade";
+ proxy_set_header Host $host;
+ proxy_set_header X-Real-IP $remote_addr;
+ proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
+ }
+}
+```
+
+> **Warning**: Never expose Aluer's port 8080 directly to the internet. The WAF module provides basic protection only and is not a substitute for a proper reverse proxy.
+
+---
+
+## ⚙️ Configuration Reference
+
+### Full Config Tree
+
+All top-level configuration nodes in `application.yml` and their purposes:
+
+```
+serverguard
+├── minecraft # Minecraft server connection
+│ ├── service-name # systemd service name (default: minecraft)
+│ ├── process-name # Process name for liveness detection
+│ ├── jar-file # PaperMC jar filename
+│ ├── working-dir # Minecraft working directory
+│ ├── java-opts # JVM startup args
+│ ├── check-interval-seconds # Monitor check interval (default: 5s)
+│ └── rcon
+│ ├── enabled
+│ ├── host # RCON host (default: localhost)
+│ ├── port # RCON port (default: 25575)
+│ └── password # RCON password (${RCON_PASSWORD})
+│
+├── monitor # Monitoring thresholds
+│ ├── tps-threshold # TPS alert threshold (default: 15)
+│ ├── cpu-threshold # CPU usage alert % (default: 80)
+│ ├── memory-threshold # Memory usage alert % (default: 85)
+│ ├── connection-threshold # Connection anomaly threshold
+│ ├── log-watch-lines # Log tail lines
+│ └── log-path # Minecraft log file path
+│
+├── alert # Alert notification config
+│ ├── enabled
+│ └── email
+│ ├── smtp-host
+│ ├── smtp-port # (default: 587)
+│ ├── username # (${ALUER_ALERT_SMTP_USERNAME})
+│ ├── password # (${ALUER_ALERT_SMTP_PASSWORD})
+│ ├── to # Recipient list (env var injected)
+│ └── rate-limit
+│ ├── per-type-seconds # Cooldown per alert type (default: 300s)
+│ └── max-emails-per-minute
+│
+├── ai # AI engine config
+│ ├── enabled
+│ ├── use-isolation-forest
+│ ├── use-prediction
+│ ├── sliding-window-size
+│ ├── anomaly-threshold # (0-1)
+│ ├── prediction-horizon-minutes
+│ └── deepseek
+│ ├── enabled
+│ ├── api-key # (${DEEPSEEK_API_KEY})
+│ ├── base-url # (default: https://api.deepseek.com)
+│ ├── model # (default: deepseek-chat)
+│ ├── max-tokens
+│ ├── temperature # (0-1, recommended 0.35)
+│ ├── auto-analyze-alerts
+│ ├── analysis-interval-seconds
+│ └── auto-execute
+│ ├── enabled
+│ ├── ban-ip / kill-entity / clear-lag
+│ ├── set-spawn-rate / kick-player / whitelist
+│ └── min-confidence # (default: 88)
+│
+├── security # Security module config
+│ ├── enabled # Master switch
+│ ├── auto-ban-vpn
+│ ├── check-on-login
+│ ├── max-connections-per-ip
+│ ├── block-common-exploits
+│ ├── log-all-commands
+│ │
+│ ├── minecraft-defense # Minecraft protocol defense
+│ ├── ddos-defense # DDoS multi-layer detection
+│ ├── anti-intrusion # Intrusion detection config
+│ ├── host-enforcement # Host firewall enforcement
+│ ├── cloud-edge # Cloudflare edge protection
+│ ├── orchestration # Orchestration policies
+│ ├── autonomy # Autonomous defense policies
+│ ├── shield # Mirage Shield config
+│ ├── kernel # Kernel engine config
+│ ├── task-bus # Task bus config
+│ └── self-healing # Self-healing orchestration
+│
+├── webhook # Discord/Slack notifications
+│ ├── enabled
+│ ├── discord-url # (${ALUER_WEBHOOK_DISCORD})
+│ └── slack-url # (${ALUER_WEBHOOK_SLACK})
+│
+├── dashboard # Web console config
+├── backup # Backup config
+├── schedule # Scheduled tasks
+├── chat-filter # Chat filtering
+├── announcement # Timed announcements
+└── afk # AFK management
+```
+
+### Environment Variable Injection Table
+
+| Env Variable | Config Path | Default |
+|-------------|-------------|---------|
+| `RCON_PASSWORD` | `serverguard.minecraft.rcon.password` | (empty) |
+| `DEEPSEEK_API_KEY` | `serverguard.ai.deepseek.api-key` | (empty) |
+| `DEEPSEEK_BASE_URL` | `serverguard.ai.deepseek.base-url` | `https://api.deepseek.com` |
+| `DEEPSEEK_MODEL` | `serverguard.ai.deepseek.model` | `deepseek-chat` |
+| `ALUER_ALERT_SMTP_USERNAME` | `serverguard.alert.email.username` | (empty) |
+| `ALUER_ALERT_SMTP_PASSWORD` | `serverguard.alert.email.password` | (empty) |
+| `ALUER_ALERT_EMAIL_PRIMARY` | `serverguard.alert.email.to[0]` | (empty) |
+| `ALUER_ALERT_EMAIL_SECONDARY` | `serverguard.alert.email.to[1]` | (empty) |
+| `ALUER_CLOUDFLARE_ZONE_ID` | `serverguard.security.cloud-edge.zone-id` | (empty) |
+| `ALUER_CLOUDFLARE_API_KEY` | `serverguard.security.cloud-edge.api-key` | (empty) |
+| `ALUER_CLOUDFLARE_EMAIL` | `serverguard.security.cloud-edge.api-email` | (empty) |
+| `ALUER_WEBHOOK_DISCORD` | `serverguard.webhook.discord-url` | (empty) |
+| `ALUER_WEBHOOK_SLACK` | `serverguard.webhook.slack-url` | (empty) |
+
+---
+
+## 📋 Module Catalog
+
+### AI Decision Layer (`com.aluer.ai`)
+
+| Class | File | Description |
+|-------|------|-------------|
+| `AluerSovereignEngine` | `ai/AluerSovereignEngine.java` | **L1 Sovereign Engine**. Collects network posture → DeepSeek generates `AutonomyDirective` (workflow + defenseLevel + riskScore). Built-in workflow whitelist prevents LLM hallucination. |
+| `DeepSeekClient` | `ai/DeepSeekClient.java` | **DeepSeek API Client**. Native `HttpURLConnection`. Supports 4 call modes: alert analysis, health report, free-form Q&A, and autonomous defense planning. Built-in JSON extraction from markdown/text. |
+| `AIAutonomousService` | `ai/AIAutonomousService.java` | **L3 Execution Layer**. Reads L1 + L2 directives, conflict arbitration, cooldown, rate limiting, dual-signal confirmation. Translates decisions into RCON commands. |
+| `AIStrategyEngine` | `ai/AIStrategyEngine.java` | **Strategy Matching Engine**. Maps threat types to optimal defense strategies (brute force → temp ban+captcha, DDoS → traffic scrubbing+rate limit). |
+| `AnomalyDetector` | `ai/AnomalyDetector.java` | **Isolation Forest**. Based on Apache Commons Math3. Unsupervised anomaly detection on CPU/memory/TPS/connections. |
+| `TimeSeriesPredictor` | `ai/TimeSeriesPredictor.java` | **Time Series Predictor**. Sliding window historical data → predict TPS trends 60min ahead. |
+| `AdaptiveThreshold` | `ai/AdaptiveThreshold.java` | **Adaptive Thresholds**. Learns server load patterns, dynamically adjusts alert thresholds to reduce false positives during low-load hours. |
+
+### Kernel Engine Layer (`com.aluer.kernel`)
+
+| Class | File | Description |
+|-------|------|-------------|
+| `AluerKernelEngine` | `kernel/AluerKernelEngine.java` | **L2 Kernel Engine**. 30s Pulse loop. 5 virtual modules (ThreatMesh / CommandLattice / HardeningMatrix / PerimeterWard / EchoGrid), weighted signal fusion, heat/resonance/control 3D pressure, adaptive weights, EchoGrid attacker memory decay. |
+| `AluerKernelTaskBus` | `kernel/AluerKernelTaskBus.java` | **Task Bus**. Plugin-based task execution framework. 4 built-in Plugins (Insight / Stability / Defense / Recovery) dispatched by priority. |
+| `AluerSelfHealingOrchestrator` | `kernel/AluerSelfHealingOrchestrator.java` | **Self-Healing Orchestrator**. 45s recovery check. Detects TPS/CPU/memory emergency thresholds. Recovery actions: soft restart, clear entities, adjust spawn rate, whitelist (bot swarm). Max 8 recovery actions/hour. |
+
+### Security Defense Layer (`com.aluer.security`)
+
+The largest package in the system, containing 30+ security services:
+
+| Category | Key Classes | Description |
+|----------|------------|-------------|
+| **DDoS Defense** | `DDoSProtectionService`, `DDoSDefenseCoordinator`, `DistributedAttackMitigationService`, `MinecraftProtocolSecurityService` | SYN/HTTP/UDP/ICMP Flood detection, Minecraft-specific Status/Login/Rcon/Query Flood |
+| **Firewall** | `FirewallService`, `HostEnforcementService`, `NetworkMonitorService`, `NetworkSegmentationService` | iptables/ufw rule management, auto/iptables/ufw/nftables backend support |
+| **Intrusion Detection** | `IntrusionDetectionService`, `IntrusionPreventionSystem`, `HostIntrusionCountermeasureService`, `LogAnalysisService`, `LogCorrelationService` | Signature-based IDS, auto-blocking, multi-source log correlation |
+| **Application Security** | `WebApplicationFirewall`, `WafRequestFilter`, `APIRateLimitService`, `RateLimitService` | SQLi/XSS/path traversal/header injection protection, client reputation scoring |
+| **Advanced Defense** | `HoneypotService`, `ZeroTrustArchitectureService`, `AdvancedMalwareDetectionService`, `EndpointDetectionResponseService`, `ContainerSecurityService` | Honeypot decoys, continuous auth verification, malware scanning, EDR |
+| **Network Analysis** | `TrafficAnalysisService`, `PacketInspectionService`, `FlowAnalyzerService`, `PortScanDetectionService`, `ProtocolAnalysisService` | Traffic pattern analysis, DPI, NetFlow/sFlow, port scan detection |
+| **IP Intelligence** | `IPReputationService`, `GeoIPService`, `ThreatIntelligenceService`, `VPNDetectionService` | IP reputation scoring, geolocation filtering, threat feed integration, VPN/proxy detection |
+| **SSL/TLS** | `SSLMonitorService`, `SSLTLSCertificateService` | Certificate expiry monitoring, cert management |
+| **Security Operations** | `SIEMService`, `SecurityOrchestrationService`, `SecurityAutomationScheduler`, `SecurityBaselineHardeningService`, `BackupSecurityService` | SIEM correlation, security orchestration, baseline hardening |
+| **Command Security** | `CommandExecutionGuardService` | Dangerous command interception (rm -rf / wget \| sh / privilege escalation) |
+| **Execution Layer** | `CloudflareIntegrationService`, `DNSSecurityService`, `SessionManagementService`, `LoadBalancerService`, `TrafficShapingService`, `EncryptionService` | Cloudflare API integration, DNS security, session management, load balancing, traffic shaping |
+
+### Operations Control Layer (`com.aluer.console`)
+
+| Class | Description |
+|-------|-------------|
+| `AluerOperationsCenterService` | **Operations Center**. Aggregates all subsystem status, outputs to `/api/console/overview` |
+| `AluerMirageShieldService` | **Mirage Shield**. 4-mode adaptive protection (OBSERVE → FORTIFY → MIRAGE → SHELTER), attacker deterrence, auto mode switching |
+| `RemoteSshGatewayService` | **Remote SSH Gateway**. Built-in terminal, Sovereign Handshake approval + command guard integration |
+| `ConsoleStreamController` | **SSE Stream**. Server-Sent Events push of real-time overview data to frontend |
+
+### Monitoring Collection Layer (`com.aluer.monitor`)
+
+| Class | Description |
+|-------|-------------|
+| `ProcessMonitor` | Process liveness detection, auto-restart Minecraft on crash |
+| `ResourceMonitor` | System resource collection (CPU/memory/disk I/O) via `/proc` and JMX |
+| `ConnectionMonitor` | Network connection statistics, Connection Flood detection |
+| `LogMonitor` | Minecraft `latest.log` real-time tracking, crash stack and anomaly detection |
+
+### Core Service Layer (`com.aluer.service`)
+
+| Class | Description |
+|-------|-------------|
+| `ServerGuardService` | **System Controller**. `CommandLineRunner` entry point, schedules all monitoring and AI analysis loops |
+| `RconClient` | Minecraft RCON protocol client, native NIO SocketChannel implementation with fallback |
+| `AutoExecutor` | Translates AI decisions into RCON commands (e.g., "ban IP" → `/ban-ip 1.2.3.4`) |
+
+### Web Interaction Layer (`com.aluer.web`)
+
+| Class | Description |
+|-------|-------------|
+| `DashboardController` | REST API (`/api/*`): status, commands, backups, health checks, attack reports |
+| `OperationsConsoleController` | Console API (`/api/console/*`): overview, shield control, quick actions |
+| `ConsoleStreamController` | SSE stream (`/api/console/stream/overview`) |
+| `HealthService` | Component-level health checks (RCON/AI/email/security/self-healing), system resources |
+| `RequestLoggingFilter` | HTTP request logging, slow request and 500 error alerts |
+
+### Notification & Reporting Layer (`com.aluer.notification`)
+
+| Class | Description |
+|-------|-------------|
+| `WebhookService` | Discord/Slack dual-channel webhook push. Auto-sends embed messages on security alerts with color-coded severity |
+| `AttackReportService` | Records last 500 attack events in memory ring buffer. Generates timestamped HTML security reports |
+
+### Auxiliary Modules
+
+| Package | Class | Description |
+|---------|-------|-------------|
+| `com.aluer.alert` | `EmailAlertService` | Email alerts with QQ/Gmail/custom SMTP, built-in rate limiting |
+| `com.aluer.backup` | `BackupService` | World/plugin/config scheduled backup, compression, auto-cleanup |
+| `com.aluer.anticheat` | `AntiCheatService` | Anti-cheat integration, aggregated violation data |
+| `com.aluer.vpn` | `VPNDetectionService` | VPN/proxy IP detection |
+| `com.aluer.chat` | `ChatFilterService` | In-game chat filtering (profanity/ads/phishing/spam) |
+| `com.aluer.punishment` | `PunishmentService` | Unified punishment management (ban/kick/mute) |
+| `com.aluer.audit` | `SecurityAuditService` | Security audit logs for all admin operations |
+| `com.aluer.world` | `WorldManagementService` | Minecraft world management (load/unload/list) |
+| `com.aluer.metrics` | `MetricsCollectionService` | Unified metrics aggregation |
+| `com.aluer.profiler` | `PerformanceProfiler` | CPU/memory/tick performance analyzer |
+| `com.aluer.schedule` | `ScheduledTaskService` | Task scheduling engine (restart/backup/clear lag/announce) |
+| `com.aluer.export` | `DataExportService` | Security data export (audit/attack/performance reports) |
+| `com.aluer.command` | `AdminCommands` / `TestCommands` | Spring Shell management and test commands |
+
+### Data Models (`com.aluer.model`)
+
+| Class | Fields | Description |
+|-------|--------|-------------|
+| `AlertEvent` | type, message, rootCause, timestamp, confidence, suggestedAction | Standardized alert event |
+| `AlertType` | PROCESS_DEAD / TPS_LOW / CPU_HIGH / MEM_HIGH / CONNECTION_FLOOD / LOG_ATTACK / BACKUP_FAILED / AI_ANOMALY | Alert type enum |
+| `MetricsData` | tps, cpuUsage, memoryUsage, onlinePlayers, connections, tickTime | Server performance snapshot |
+
+---
+
+## 🛡️ Defense Levels & Auto Response
+
+### Four-Tier Defense System
+
+The system auto-switches defense levels based on Kernel heat and Sovereign assessment:
+
+| Level | Heat Range | Trigger | Auto Actions |
+|-------|-----------|---------|--------------|
+| `NORMAL` | < 45 | Normal operation | Routine monitoring, anomalies logged only |
+| `ELEVATED` | 45–69 | Single module pressure rise | Increased detection frequency, IP reputation queries enabled |
+| `HIGH` | 70–81 | Multiple modules alerting | Auto-block high-risk IPs, rate limiting, edge challenges |
+| `LOCKDOWN` | ≥ 82 | Severe compound attack | Whitelist mode, Cloudflare Under Attack, reject new connections, emergency email |
+
+### Mirage Shield Modes
+
+Mirage Shield is the attacker deflection shield with 4 operating modes:
+
+| Mode | Meaning | Auto Trigger |
+|------|---------|-------------|
+| `OBSERVE` | Observe only, no intervention | Default mode |
+| `FORTIFY` | Harden defenses | heat ≥ 78 or threat_score ≥ 85 |
+| `MIRAGE` | Mirror deflection | resonance ≥ 72 with high-confidence attacker |
+| `SHELTER` | Shelter mode | heat ≥ 82 and resonance ≥ 80, strict rate limiting |
+
+In `MIRAGE` and `SHELTER` modes, deterrence messages are sent to detected attacker IPs.
+
+### Self-Healing Triggers
+
+`AluerSelfHealingOrchestrator` triggers recovery when:
+
+| Condition | Threshold | Recovery Actions |
+|-----------|-----------|-----------------|
+| TPS emergency | < 12 TPS | `clear-lag` + `kill-entity` + low spawn rate |
+| CPU emergency | > 92% | `clear-lag` first, soft restart if ineffective |
+| Memory emergency | > 95% | `save-all` → notify players → soft restart |
+| Bot Swarm | ≥ 15 concurrent fake players | `whitelist on` + block source IPs |
+
+All recovery actions are log-only when `dry-run=true`.
+
+---
+
+## 🌐 API Reference
+
+### System Status API
+
+| Method | Path | Description |
+|--------|------|-------------|
+| `GET` | `/api/status` | System running status |
+| `GET` | `/api/server/info` | Minecraft server info |
+| `GET` | `/api/performance` | TPS / CPU / Memory metrics |
+| `POST` | `/api/command/execute` | Execute RCON command (param: `command`) |
+
+### Security Posture API
+
+| Method | Path | Description |
+|--------|------|-------------|
+| `GET` | `/api/security/stats` | Security overview |
+| `GET` | `/api/security/network/posture` | Network posture details |
+| `GET` | `/api/security/network/offenders?limit=10` | High-risk IP list |
+| `GET` | `/api/security/network/incidents?limit=20` | Security incident list |
+| `GET` | `/api/security/network/ip?ip=1.2.3.4` | Single IP deep inspection |
+| `POST` | `/api/security/network/quarantine` | Quarantine IP (`ip`, `actor`, `reason`) |
+| `POST` | `/api/security/network/release` | Release IP (`ip`, `actor`, `reason`) |
+
+### Health Check API
+
+| Method | Path | Description |
+|--------|------|-------------|
+| `GET` | `/api/health` | Full health report (component status + system resources) |
+| `GET` | `/api/health/live` | Liveness probe (K8s compatible) |
+| `GET` | `/api/health/ready` | Readiness probe (RCON availability check) |
+
+### Notification & Report API
+
+| Method | Path | Description |
+|--------|------|-------------|
+| `GET` | `/api/attacks/recent?limit=20` | Recent attack records |
+| `POST` | `/api/attacks/report` | Generate HTML attack report |
+| `POST` | `/api/webhook/test` | Test Discord/Slack webhook |
+
+### Console Operations API
+
+| Method | Path | Description |
+|--------|------|-------------|
+| `GET` | `/api/console/overview` | Full operations overview |
+| `GET` | `/api/console/stream/overview` | SSE real-time stream |
+| `POST` | `/api/console/shield/engage` | Manual shield mode switch (`mode`, `reason`) |
+| `POST` | `/api/console/quick-action` | Quick action (`backup-now` / `shield-mirage` / `shield-shelter`) |
+
+### SSH Gateway API
+
+| Method | Path | Description |
+|--------|------|-------------|
+| `POST` | `/api/console/ssh/handshake` | Sovereign handshake approval |
+| `POST` | `/api/console/ssh/connect` | Establish SSH connection |
+| `POST` | `/api/console/ssh/execute` | Execute remote command |
+| `DELETE` | `/api/console/ssh/{sessionId}` | Disconnect SSH session |
+
+**SSH Gateway security design**:
+1. **Sovereign Handshake**: Connection requires handshake approval based on current heat and risk score
+2. **Command Guard**: Every command is reviewed by `CommandExecutionGuardService`
+3. **Session Timeout**: Auto-disconnect after 30 minutes of inactivity
+4. **Audit Sync**: All SSH operations logged to `SecurityAuditService`
+
+### Backup Management API
+
+| Method | Path | Description |
+|--------|------|-------------|
+| `GET` | `/api/backup/list` | Backup list |
+| `POST` | `/api/backup/create` | Create backup (param: `name`) |
+
+---
+
+## 🖥️ Web Console
+
+Aluer ships with a React 19 + Vite 6 SPA console (Nebula Console).
+
+### Features
+
+| Feature | Description |
+|---------|-------------|
+| Shield Control | One-click FORTIFY / MIRAGE / SHELTER / RECOVERY mode switching |
+| Performance Trend | TPS / CPU / Memory / Players SparkBar visualization |
+| Auto Refresh | Toggle + configurable interval (3s / 6s / 10s / 30s) |
+| Health Panel | Collapsible, shows RCON/AI/Email/Security/Self-Healing UP/DOWN status |
+| SSH Terminal | Remote node connection with command guard review |
+| Module Monitor | Real-time status and signal values for 9 modules |
+| Threat View | High-risk IP list with score, riskLevel, and details (up to 10) |
+| Audit Filter | Real-time filtering of audit events, network incidents, shield transitions (up to 24) |
+
+### Real-Time Data Flow
+
+Frontend receives data via **SSE (Server-Sent Events)** with automatic polling fallback:
+
+```
+Browser ──EventSource──→ /api/console/stream/overview
+ │
+ Pushes full overview JSON every 6s
+ (aggregated by AluerOperationsCenterService)
+ │
+ SSE fails → auto-fallback to setInterval
+ polling /api/console/overview
+ │
+ Auto-refresh toggle: 3s / 6s / 10s / 30s
+```
+
+---
+
+## 🖧 Shell Command Reference
+
+Aluer provides a Spring Shell interactive terminal with natural language support.
+
+### AI Conversation
+
+```bash
+aluer> ai test server # Run full server test
+aluer> ai enable defense # Enable AI autonomous defense
+aluer> ai check security status # Get security posture overview
+aluer> ai analyze the lag # DeepSeek deep analysis
+aluer> ask how to improve security # Free-form Q&A
+```
+
+### Basic Commands
+
+| Command | Example | Description |
+|---------|---------|-------------|
+| `help` | `help` | Show all available commands |
+| `status` | `status` | Server status (process/CPU/memory/connections) |
+| `test` | `test` / `test cpu` / `test memory` | Run tests |
+| `metrics` | `metrics` / `metrics counters` | Performance metrics |
+
+### Security Management
+
+| Command | Example | Description |
+|---------|---------|-------------|
+| `security` | `security` / `security ddos` / `security firewall` | Security module status |
+| `defense` | `defense` / `defense on` / `defense level high` | AI defense control |
+| `network` | `network` / `network geoip 1.2.3.4` | Network analysis |
+
+### Player Management
+
+| Command | Example | Description |
+|---------|---------|-------------|
+| `kick` | `kick PlayerName` | Kick player |
+| `ban` | `ban PlayerName` / `ban PlayerName cheating` | Ban player |
+| `unban` | `unban PlayerName` | Unban player |
+
+### Operations
+
+| Command | Example | Description |
+|---------|---------|-------------|
+| `backup` | `backup create` / `backup status` | Backup management |
+| `world` | `world load world_nether` | World management |
+| `alert` | `alert test` / `alert send server anomaly` | Email alerts |
+| `audit` | `audit recent 20` / `audit summary` | Security audit |
+| `tasks` | `tasks start` | Scheduled task management |
+
+---
+
+## 🔧 Developer Guide
+
+### Project Structure
+
+```
+Aluer/
+├── src/main/java/com/aluer/
+│ ├── ai/ # AI Decision Engine (7 classes)
+│ ├── kernel/ # Kernel Engine (3 classes)
+│ ├── security/ # Security Modules (33 classes)
+│ ├── console/ # Operations Control (4 classes)
+│ ├── monitor/ # Monitoring Collection (4 classes)
+│ ├── service/ # Core Services (4 classes)
+│ ├── web/ # Web Layer (5 classes)
+│ ├── notification/ # Notification & Reports (2 classes)
+│ ├── config/ # Configuration
+│ ├── model/ # Data Models
+│ ├── terminal/ # Shell Terminal
+│ ├── command/ # Shell Commands
+│ ├── alert/ # Alerts
+│ ├── backup/ # Backup
+│ ├── anticheat/ # Anti-Cheat
+│ ├── vpn/ # VPN Detection
+│ ├── chat/ # Chat Filter
+│ ├── punishment/ # Punishment
+│ ├── audit/ # Security Audit
+│ ├── world/ # World Management
+│ ├── metrics/ # Metrics Collection
+│ ├── profiler/ # Performance Profiler
+│ ├── schedule/ # Scheduled Tasks
+│ ├── export/ # Data Export
+│ └── ServerGuardApplication.java
+│
+├── src/main/resources/
+│ ├── application.yml
+│ ├── banner.txt
+│ ├── logback.xml
+│ └── static/
+│
+├── src/test/java/com/aluer/ # Tests (9 files)
+├── frontend/ # React Frontend
+├── systemd/ # Systemd Service Files
+├── docs/ # Documentation
+├── apache-maven-3.9.6/ # Bundled Maven
+└── pom.xml
+```
+
+### Build & Run
+
+```bash
+# Full build (includes frontend)
+./apache-maven-3.9.6/bin/mvn clean package -DskipTests
+
+# Compile only
+./apache-maven-3.9.6/bin/mvn compile
+
+# Run
+java -jar target/serverguard.jar
+```
+
+### Frontend Development
+
+```bash
+cd frontend
+npm install
+npm run dev # Dev server at http://localhost:4173
+npm run build # Production build → ../src/main/resources/static/
+```
+
+### Running Tests
+
+```bash
+# All tests
+./apache-maven-3.9.6/bin/mvn test
+
+# Specific test class
+./apache-maven-3.9.6/bin/mvn test -Dtest=AluerKernelEngineTest
+```
+
+### Adding a New Security Module
+
+Each security module follows a consistent convention:
+
+1. Create a new class in `com.aluer.security`
+2. Inject `ServerGuardConfig` via constructor
+3. Implement `getPosture()` for Kernel consumption
+4. Register in `NetworkThreatFusionService` (if network-related)
+5. Aggregate in `AluerOperationsCenterService.buildOverview()` (if needed in console)
+6. Add config node in `application.yml`
+
+---
+
+## ❓ FAQ
+
+
+How do I verify AI is working?
+
+```bash
+aluer> ask Hello
+```
+
+If you get an AI response, DeepSeek is configured correctly. Or check logs:
+
+```bash
+tail -f /var/log/serverguard.log | grep DeepSeek
+```
+
+
+
+Not receiving email alerts?
+
+1. Verify `username`/`password` in email config
+2. QQ email requires **authorization code** not login password
+3. Check spam folder
+4. Run `alert test` to send a test email
+
+
+
+Tips for first deployment?
+
+Enable **dry-run mode** first:
+
+```yaml
+serverguard:
+ security:
+ host-enforcement:
+ dry-run: true
+ cloud-edge:
+ dry-run: true
+ self-healing:
+ dry-run: true
+```
+
+Observe for 1-2 days before disabling dry-run.
+
+
+
+Why two decision engines? Won't they conflict?
+
+No, they're complementary:
+- **Sovereign (DeepSeek)**: excels at complex, never-seen attack patterns; 2-5s latency
+- **Kernel (rule engine)**: <1ms response, 100% predictable, but can't handle unknown patterns
+
+When outputs disagree, `AIAutonomousService` (L3) resolves based on `autonomy.deepseek-dominant` config. `SecurityOrchestrationService` provides final safety net — no operation exceeds `max-actions-per-hour`.
+
+
+
+Performance overhead?
+
+Tested on 2-core 4GB VPS:
+- JVM resident memory: ~180-250 MB (Spring Boot + all services)
+- CPU idle: <2% (monitoring and Pulse loops)
+- DeepSeek API call CPU: ~5% (mainly network I/O wait)
+- No impact on Minecraft server performance (async RCON communication)
+
+
+---
+
+## 📄 License
+
+This project is open-sourced under **Apache License 2.0**. See [LICENSE](LICENSE) for full text.
+
+| Clause | Description |
+|:-------|:------------|
+| ✅ **Permitted** | Commercial use, modification, distribution, patent use, private use |
+| ⚠️ **Required** | Include license and copyright notice, mark changed files |
+| ❌ **Limited** | No warranty, authors not liable for damages |
+
+---
+
+## 🌟 Support the Project
+
+If Aluer ServerGuard helps you, please consider:
+
+
+
+
+
+
+
+
+
+
+
+---
+
+🏆 Contributors
+
+
+
+
+
+
+
+
+ Made with ❤️ by the Aluer community — defending Minecraft servers worldwide
+
+
+---
+
+
+
+
+
+
+
+
+
+
+ Aluer ServerGuard v1.0.0 — Autonomous protection for your Minecraft community
+