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## https://sploitus.com/exploit?id=A637B90E-C2BA-5ACC-9FBA-C96D39F3319B
# AetherGuard Security Test Dataset
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A comprehensive security test dataset for evaluating AI-driven server defense systems. This dataset includes **4,500 selected attack samples**, covering **31 types of attacks**, including **10+ CVE vulnerabilities** in 0day-level payloads. > ๐ [English](README_EN.md) | Simplified Chinese
---
## ๐ Overview of the Dataset
| Dataset | Attack Samples | Normal Samples | Total | Description |
|---|---------|---------|------|------|
| **full_test_dataset** | 1,100 | 200 | 1,300 | Basic attack types |
| **complete_dataset** | 550 | 500 | 1,050 | Extended attack types |
| **advanced_dataset** | 650 | 500 | 1,150 | Advanced attack types |
| **zeroday_dataset** | 1,000 | 0 | 1,000 | 0day-level attacks |
| **Total** | **3,300** | **1,200** | **4,500** | |
---
## ๐ฏ Types of Attacks (31 types)
### Basic Types (7 types)
| # | Type of Attack | Number of Samples |
|---|---------|--------|
| 1 | SQL Injection | 200 |
| 2 | XSS Cross-Site Scripting | 200 |
| 3 | Command Injection | 200 |
| 4 | Path Traversal | 150 |
| 5 | Brute-force Attacks | 150 |
| 6 | DDoS Attacks | 100 |
| 7 | Port Scanning | 100 |
### Extended Types (6 types)
| # | Type of Attack | Number of Samples |
|---|---------|--------|
| 8 | XXE Entity Injection | 100 |
| 9 | SSRF Server Request Forgery | 100 |
| 10 | Deserialization Attacks | 100 |
| 11 | Malicious File Uploads | 100 |
| 12 | JWT Attacks | 100 |
| 13 | LDAP Injection | 50 |
### Advanced Types (8 types)
| # | Type of Attack | Number of Samples |
|---|---------|--------|
| 15 | HTTP smuggling | 100 |
| 16 | Template Injection (SSTI) | 100 |
| 17 | OAuth Bypass | 100 |
| 18 | API Abuse | 100 |
| 19 | WebSocket Attacks | 50 |
| 20 | Cache Poisoning | 50 |
| 21 | Encoding Bypass | 100 |
| 22 | Protocol Pollution | 50 |
### 0day-Level (10 CVEs)
| CVE | Type of Vulnerability | Number of Samples |
|---|---------|--------|
| CVE-2021-44228 | Log4j JNDI Injection | 100 |
| CVE-2022-22965 | Spring4Shell | 100 |
| CVE-2022-42889 | Text4Shell | 100 |
| - | Prototype Pollution | 100 |
| - | Advanced HTTP Smuggling Variants | 100 |
| - | Type Confusion/Magic Hash | 100 |
| - | ReDoS Regular DoS | 100 |
| - | Unicode Homophone Attacks | 100 |
| - | GraphQL Injection | 100 |
| - | Advanced NoSQL Injection Variants | 100 |
---
## ๐ Directory Structure
```
aetherguard-security-dataset/
โโโ full_test_dataset/ # Basic attacks (1,300 items)
โ โโโ 01_sql_injection.json
โ โโโ 02_xss.json
โ โโโ 03_command_injection.json
โ โโโ 04_path_traversal.json
โ โโโ 05_brute_force.json
```
โ โโโ 06_ddos.json
โ โโโ 07_port_scan.json
โ โโโ 08_normal_traffic.json
โ
โโโ complete_dataset/ # Extended attacks (1,050 items)
โ โโโ 08_xxe.json
โ โโโ 09_ssrf.json
โ โโโ 10_deserialization.json
โ โโโ 11_file Upload.json
โ โโโ 12_jwt.json
โ โโโ 13_ldap.json
โ โโโ 14_normal_extended.json
โ
โโโ advanced_dataset/ # Advanced attacks (1,150 items)
โ โโโ 15_http_smuggling.json
โ โโโ 16_ssti.json
โ โโโ 17_oauth_bypass.json
โ โโโ 18_api_abuse.json
โ โโโ 19_websocket.json
โ โโโ 20_cache_poison.json
โ โโโ 21_encoding_bypass.json
โ โโโ 22_protocol_pollution.json
โ โโโ 23_normal_extended.json
โ
โโโ zeroday_dataset/ # 0day attacks (1,000 items)
โ โโโ 24_log4j.json # CVE-2021-44228
โ โโโ 25_spring4shell.json # CVE-2022-22965
โ โโโ 26_text4shell.json # CVE-2022-42889
โ โโโ 27_prototype_pollution.json
โ โโโ 28_smuggling_advanced.json
โ โโโ 29_type_confusion.json
โ โโโ 30_redos.json
โ โโโ 31_unicode_homoglyph.json
โ โโโ 32_graphql_injection.json
โ โโโ 33_nosql_advanced.json
โ
โโโ EXPERIMENT_PLAN.md # Experiment plans
โโโ FINAL_SUMMARY_V4.md # Final summary
โโโ LICENSE # MIT license
โโโ README.md # Readme file
โ
### TE.TE Dual Encoding
### HTTP/2 Downgrade Attacks
### Space/Case/Semicolon Bypass
### Unicode Homophone Attacks
- Cyrillic letters
- Greek letters
- Full-width characters
- Zero-width characters
- Direction control characters
---
## ๐งช Experiment Plan
See [EXPERIMENT_PLAN.md](EXPERIMENT_PLAN.md) for details. It includes:
| Experiment | Description |
|----------|--------------|
| Experiment 1 | Attack detection rate comparison |
| Experiment 2 | False positive rate testing |
| Experiment 3 | System performance comparison |
| Experiment 4 | Attack response time comparison |
| Experiment 5 | Ablation experiments |
| Experiment 6 | Long-term stability testing (7 days) |
| Experiment 7 | Deployment in real environments |
### Comparison Systems
- iptables v1.8.7
- Fail2ban v0.11.2
- ModSecurity v3.0.8
- Suricata v6.0.10
- **AetherGuard** (This dataset corresponds to this system)
---
## ๐ Expected Detection Rates
| Attack Level | Expected Detection Rate |
|-------------|-----------------------|
| Basic attacks | > 95% |
| Advanced attacks | > 90% |
| 0-day attacks | > 85% |
---
## ๐ OWASP Top 10 Coverage
| OWASP Category | Attack Type | Number of Samples |
|----------------|-------------|------------------|
| A01 Access Control Failure | OAuth bypass, API abuse | 200 |
| A02 Encryption Failure | JWT attacks | 100 |
| A03 Injection | SQL, XSS, commands, LDAP | 650 |
| A05 Configuration Errors | XXE, SSRF | 200 |
| A06 Vulnerable Components | Deserialization | 100 |
| A07 Authentication Failure | Brute-force attacks, JWT | 250 |
| A08 Integrity Failure | File uploads | 100 |
| A10 SSRF | SSRF attacks | 100 |
---
## ๐ Quick Start
### Download the Dataset
```bash
# Clone the repository
git clone https://github.com/lizuyi-6/aetherguard-security-dataset.git
# Or download directly
wget https://github.com/lizuyi-6/aetherguard-security-dataset/archive/refs/heads/main.zip
```
### Example Usage
```python
import json
# Load SQL injection samples
with open('full_test_dataset/01_sql_injection.json', 'r') as f:
sql_samples = json.load(f)
# Iterate through samples
for sample in sql_samples:
print(f"ID: {sample['id']}")
print(f"Payload: {sample['payload']}")
print(f"Severity: {sample['severity']}")
print("---")
```
---
## ๐ References
If you used this dataset in your research, please cite it as follows:
```bibtex
@dataset{aetherguard_dataset_2026,
title={AetherGuard Security Testing Dataset},
author={Li Zuyi},
year={2026},
publisher={GitHub},
url={https://github.com/lizuyi-6/aetherguard-security-dataset}
}
```
---
## ๐ License
This dataset is released under MIT license. See [LICENSE](LICENSE) for details. ---
## โ ๏ธ Disclaimer
This dataset is intended for **educational and research purposes** only. Please use these samples on systems that you own or have explicit permission from. The author assumes no responsibility for any misuse of this data. ---
## ๐ค Contributions
Feel free to contribute! You can submit:
- New attack samples
- Additional attack types
- Improved documentation
- Bug fixes
---
## ๐ง Contact Information
- **Author**: Li Zuyi
- **GitHub**: [@lizuyi-6](https://github.com/lizuyi-6)
- **Main Project**: [AetherGuard](https://github.com/lizuyi-6/Networksafe)
---
**Dataset Size**: 4,500 samples | **Types of Attacks**: 31 | **CVE Coverage**: 10+
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