Skip to main content

Real-time DDoS detection and mitigation middleware for web applications

Project description

Mesanite DDoS Shield

Real-time DDoS detection and mitigation middleware for web applications.

Built using XGBoost machine learning and rule-based signatures. Trained on the CCE HTTP-GET Log Dataset with 99.5% detection accuracy.

Installation

pip install mesanite-ddos-shield

Usage

from fastapi import FastAPI
from mesanite_ddos_shield import protect

app = FastAPI()
protect(app)

Dashboard

Open your browser and go to:

http://localhost:8001/dashboard

Features

  • Two-layer detection: Rule-based signatures + XGBoost ML model
  • 99.5% detection accuracy on CCE HTTP-GET Dataset
  • 1.13% false positive rate
  • Real-time monitoring dashboard
  • Explainable AI (XAI) summaries using SHAP
  • Unknown pattern capture and auto model retraining

Author

Sharon Varghese - Christ University, Bengaluru - MTech CSE

GitHub

https://github.com/sharonvsaju/ddos-detection-middleware

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distributions

No source distribution files available for this release.See tutorial on generating distribution archives.

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

mesanite_ddos_shield-1.0.3-py3-none-any.whl (16.7 MB view details)

Uploaded Python 3

File details

Details for the file mesanite_ddos_shield-1.0.3-py3-none-any.whl.

File metadata

File hashes

Hashes for mesanite_ddos_shield-1.0.3-py3-none-any.whl
Algorithm Hash digest
SHA256 e808d60174ece03db801ca3a80d10ad00975b8f7d28d0b77e841de5c8607d85a
MD5 8b32982d520c85e0c7a7b4c997476ffe
BLAKE2b-256 172773b8138ab9cc765f29bd35306536ef6c1920d115cbc00606e4c18b9c8cfc

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page