Static rules are useful, but web attacks keep changing.
AIWAF is built around the idea that a WAF should adapt to traffic patterns, suspicious behavior, and evolving application risk.
GitHub: github.com/aiwaf-projec...
#CyberSecurity #OpenSource #WebDev
AIWAF is built around the idea that a WAF should adapt to traffic patterns, suspicious behavior, and evolving application risk.
GitHub: github.com/aiwaf-projec...
#CyberSecurity #OpenSource #WebDev
GitHub - aiwaf-project/aiwaf: An Adaptive AI‑Powered Web Application Firewall for Python. Detects anomalies, blocks suspicious IPs, prevents UUID tampering, stops honeypot field exploits, and continuously improves via daily log-based retraining.
An Adaptive AI‑Powered Web Application Firewall for Python. Detects anomalies, blocks suspicious IPs, prevents UUID tampering, stops honeypot field exploits, and continuously improves via daily log...
github.com
July 2, 2026 at 1:04 PM
Static rules are useful, but web attacks keep changing.
AIWAF is built around the idea that a WAF should adapt to traffic patterns, suspicious behavior, and evolving application risk.
GitHub: github.com/aiwaf-projec...
#CyberSecurity #OpenSource #WebDev
AIWAF is built around the idea that a WAF should adapt to traffic patterns, suspicious behavior, and evolving application risk.
GitHub: github.com/aiwaf-projec...
#CyberSecurity #OpenSource #WebDev
One design choice behind AIWAF:
Rust is an accelerator, not the main user-facing product.
The public experience stays simple. The performance-critical pieces can move into Rust where it makes sense.
GitHub: github.com/aiwaf-projec...
#RustLang #OpenSource #Security
Rust is an accelerator, not the main user-facing product.
The public experience stays simple. The performance-critical pieces can move into Rust where it makes sense.
GitHub: github.com/aiwaf-projec...
#RustLang #OpenSource #Security
GitHub - aiwaf-project/aiwaf-rust: aiwaf-rust is a Rust-first security library that provides fast WAF-style request analysis with header validation, feature extraction, recent-behavior heuristics, and Isolation Forest anomaly scoring.
aiwaf-rust is a Rust-first security library that provides fast WAF-style request analysis with header validation, feature extraction, recent-behavior heuristics, and Isolation Forest anomaly scorin...
github.com
July 4, 2026 at 1:04 PM
One design choice behind AIWAF:
Rust is an accelerator, not the main user-facing product.
The public experience stays simple. The performance-critical pieces can move into Rust where it makes sense.
GitHub: github.com/aiwaf-projec...
#RustLang #OpenSource #Security
Rust is an accelerator, not the main user-facing product.
The public experience stays simple. The performance-critical pieces can move into Rust where it makes sense.
GitHub: github.com/aiwaf-projec...
#RustLang #OpenSource #Security
AIWAF uses AST analysis to build an application model directly from source code, helping keep security aligned as applications evolve.
#ApplicationSecurity #CyberSecurity #DevSecOps #OpenSource #Python #AST
#ApplicationSecurity #CyberSecurity #DevSecOps #OpenSource #Python #AST
July 12, 2026 at 5:01 PM
AIWAF uses AST analysis to build an application model directly from source code, helping keep security aligned as applications evolve.
#ApplicationSecurity #CyberSecurity #DevSecOps #OpenSource #Python #AST
#ApplicationSecurity #CyberSecurity #DevSecOps #OpenSource #Python #AST
Introducing AIWAF Java.
AIWAF Java is a Java-native Web Application Firewall built for Spring and Servlet applications. It combines traditional WAF protections with adaptive security features designed for modern Java applications.
#Java #SpringBoot #Cybersecurity #OpenSource
AIWAF Java is a Java-native Web Application Firewall built for Spring and Servlet applications. It combines traditional WAF protections with adaptive security features designed for modern Java applications.
#Java #SpringBoot #Cybersecurity #OpenSource
July 24, 2026 at 5:01 PM
Introducing AIWAF Java.
AIWAF Java is a Java-native Web Application Firewall built for Spring and Servlet applications. It combines traditional WAF protections with adaptive security features designed for modern Java applications.
#Java #SpringBoot #Cybersecurity #OpenSource
AIWAF Java is a Java-native Web Application Firewall built for Spring and Servlet applications. It combines traditional WAF protections with adaptive security features designed for modern Java applications.
#Java #SpringBoot #Cybersecurity #OpenSource
AIWAF is an open-source adaptive web application firewall for Python apps that learns from traffic to protect modern web apps.
GitHub: github.com/aiwaf-projec...
#Python #OpenSource #WebSecurity #AppSec
GitHub: github.com/aiwaf-projec...
#Python #OpenSource #WebSecurity #AppSec
GitHub - aiwaf-project/aiwaf: An Adaptive AI‑Powered Web Application Firewall for Python. Detects anomalies, blocks suspicious IPs, prevents UUID tampering, stops honeypot field exploits, and continuously improves via daily log-based retraining.
An Adaptive AI‑Powered Web Application Firewall for Python. Detects anomalies, blocks suspicious IPs, prevents UUID tampering, stops honeypot field exploits, and continuously improves via daily log...
github.com
June 26, 2026 at 1:02 PM
AIWAF is an open-source adaptive web application firewall for Python apps that learns from traffic to protect modern web apps.
GitHub: github.com/aiwaf-projec...
#Python #OpenSource #WebSecurity #AppSec
GitHub: github.com/aiwaf-projec...
#Python #OpenSource #WebSecurity #AppSec
Your application already describes itself through its source code. AIWAF uses AST analysis to automatically discover routes, authentication, APIs, forms, and expected payloads, helping reduce manual security configuration as applications evolve.
#CyberSecurity #AppSec #OpenSource #Python #AST
#CyberSecurity #AppSec #OpenSource #Python #AST
July 10, 2026 at 5:03 PM
Your application already describes itself through its source code. AIWAF uses AST analysis to automatically discover routes, authentication, APIs, forms, and expected payloads, helping reduce manual security configuration as applications evolve.
#CyberSecurity #AppSec #OpenSource #Python #AST
#CyberSecurity #AppSec #OpenSource #Python #AST
Every endpoint has a purpose. A login page, an API endpoint, and a contact form all require different security considerations. AIWAF uses AST analysis to understand application context before making security decisions, reducing assumptions and improving automation.
#CyberSecurity #OpenSource #Python
#CyberSecurity #OpenSource #Python
July 14, 2026 at 5:03 PM
Every endpoint has a purpose. A login page, an API endpoint, and a contact form all require different security considerations. AIWAF uses AST analysis to understand application context before making security decisions, reducing assumptions and improving automation.
#CyberSecurity #OpenSource #Python
#CyberSecurity #OpenSource #Python
AIWAF Java supports Spring Boot and generic Servlet applications using the same core detection engine.
Build once, deploy across different Java web stacks.
#Java #Spring #Servlet #OpenSource
Build once, deploy across different Java web stacks.
#Java #Spring #Servlet #OpenSource
July 28, 2026 at 5:03 PM
AIWAF Java supports Spring Boot and generic Servlet applications using the same core detection engine.
Build once, deploy across different Java web stacks.
#Java #Spring #Servlet #OpenSource
Build once, deploy across different Java web stacks.
#Java #Spring #Servlet #OpenSource
Security configuration shouldn't have to be rewritten every time an application changes. AIWAF analyzes application source code to automatically identify routes, authentication, forms, APIs, and payloads, providing the context needed for smarter application security.
#CyberSecurity #OpenSource #AST
#CyberSecurity #OpenSource #AST
July 16, 2026 at 5:05 PM
Security configuration shouldn't have to be rewritten every time an application changes. AIWAF analyzes application source code to automatically identify routes, authentication, forms, APIs, and payloads, providing the context needed for smarter application security.
#CyberSecurity #OpenSource #AST
#CyberSecurity #OpenSource #AST
Most web application firewalls sit in front of your application.
AIWAF Java runs inside your application, allowing security decisions to take application context, routes, and framework behavior into account.
#Java #AppSec #SpringBoot
AIWAF Java runs inside your application, allowing security decisions to take application context, routes, and framework behavior into account.
#Java #AppSec #SpringBoot
July 26, 2026 at 5:01 PM
Most web application firewalls sit in front of your application.
AIWAF Java runs inside your application, allowing security decisions to take application context, routes, and framework behavior into account.
#Java #AppSec #SpringBoot
AIWAF Java runs inside your application, allowing security decisions to take application context, routes, and framework behavior into account.
#Java #AppSec #SpringBoot
AIWAF blocks known Java serialization payloads, limits body size and content types, and safely handles deserialization. Applications should still never deserialize untrusted data, as no WAF can catch every gadget chain.
July 26, 2026 at 3:16 AM
AIWAF blocks known Java serialization payloads, limits body size and content types, and safely handles deserialization. Applications should still never deserialize untrusted data, as no WAF can catch every gadget chain.
FastAPI already gives strong structure through routes, request models, and response patterns.
AIWAF builds on that context to support automatic route discovery, metadata generation, payload-aware protection, and temporary reputation-based blocking.
#FastAPI #Python #CyberSecurity #DevSecOps
AIWAF builds on that context to support automatic route discovery, metadata generation, payload-aware protection, and temporary reputation-based blocking.
#FastAPI #Python #CyberSecurity #DevSecOps
July 22, 2026 at 5:03 PM
FastAPI already gives strong structure through routes, request models, and response patterns.
AIWAF builds on that context to support automatic route discovery, metadata generation, payload-aware protection, and temporary reputation-based blocking.
#FastAPI #Python #CyberSecurity #DevSecOps
AIWAF builds on that context to support automatic route discovery, metadata generation, payload-aware protection, and temporary reputation-based blocking.
#FastAPI #Python #CyberSecurity #DevSecOps
AIWAF for Flask helps protect lightweight web apps without heavy manual configuration.
It can analyze routes, detect request patterns, manage temporary IP blocks, and apply context-aware security decisions while staying simple to add to an existing Flask app.
#Flask #Python #CyberSecurity #AppSec
It can analyze routes, detect request patterns, manage temporary IP blocks, and apply context-aware security decisions while staying simple to add to an existing Flask app.
#Flask #Python #CyberSecurity #AppSec
July 20, 2026 at 5:04 PM
AIWAF for Flask helps protect lightweight web apps without heavy manual configuration.
It can analyze routes, detect request patterns, manage temporary IP blocks, and apply context-aware security decisions while staying simple to add to an existing Flask app.
#Flask #Python #CyberSecurity #AppSec
It can analyze routes, detect request patterns, manage temporary IP blocks, and apply context-aware security decisions while staying simple to add to an existing Flask app.
#Flask #Python #CyberSecurity #AppSec
Setting up AIWAF with Django is simple.
Add the middleware, let AIWAF inspect your routes, and generate application-aware security configuration from your project context.
Django support includes route discovery, AST analysis, forms, auth, admin, and payload-aware metadata.
#Django #Python #AppSec
Add the middleware, let AIWAF inspect your routes, and generate application-aware security configuration from your project context.
Django support includes route discovery, AST analysis, forms, auth, admin, and payload-aware metadata.
#Django #Python #AppSec
July 18, 2026 at 5:02 PM
False positives are one of the hardest problems in application security.
A WAF that blocks legitimate users creates its own security problem.
Finding the right balance between protection and usability is something we're continuously working on.
github.com/aiwaf-projec...
#AppSec #CyberSecurity
A WAF that blocks legitimate users creates its own security problem.
Finding the right balance between protection and usability is something we're continuously working on.
github.com/aiwaf-projec...
#AppSec #CyberSecurity
GitHub - aiwaf-project/aiwaf: An Adaptive AI‑Powered Web Application Firewall for Python. Detects anomalies, blocks suspicious IPs, prevents UUID tampering, stops honeypot field exploits, and continuously improves via daily log-based retraining.
An Adaptive AI‑Powered Web Application Firewall for Python. Detects anomalies, blocks suspicious IPs, prevents UUID tampering, stops honeypot field exploits, and continuously improves via daily log...
github.com
July 8, 2026 at 1:04 PM
False positives are one of the hardest problems in application security.
A WAF that blocks legitimate users creates its own security problem.
Finding the right balance between protection and usability is something we're continuously working on.
github.com/aiwaf-projec...
#AppSec #CyberSecurity
A WAF that blocks legitimate users creates its own security problem.
Finding the right balance between protection and usability is something we're continuously working on.
github.com/aiwaf-projec...
#AppSec #CyberSecurity
Why use Rust?
Python is great for developer productivity.
Rust shines when you're processing thousands of requests or running performance-critical detection logic.
That's why AIWAF uses Rust as an accelerator while keeping a simple Python interface.
github.com/aiwaf-projec...
#RustLang #Python
Python is great for developer productivity.
Rust shines when you're processing thousands of requests or running performance-critical detection logic.
That's why AIWAF uses Rust as an accelerator while keeping a simple Python interface.
github.com/aiwaf-projec...
#RustLang #Python
GitHub - aiwaf-project/aiwaf: An Adaptive AI‑Powered Web Application Firewall for Python. Detects anomalies, blocks suspicious IPs, prevents UUID tampering, stops honeypot field exploits, and continuously improves via daily log-based retraining.
An Adaptive AI‑Powered Web Application Firewall for Python. Detects anomalies, blocks suspicious IPs, prevents UUID tampering, stops honeypot field exploits, and continuously improves via daily log...
github.com
July 6, 2026 at 1:03 PM
Why use Rust?
Python is great for developer productivity.
Rust shines when you're processing thousands of requests or running performance-critical detection logic.
That's why AIWAF uses Rust as an accelerator while keeping a simple Python interface.
github.com/aiwaf-projec...
#RustLang #Python
Python is great for developer productivity.
Rust shines when you're processing thousands of requests or running performance-critical detection logic.
That's why AIWAF uses Rust as an accelerator while keeping a simple Python interface.
github.com/aiwaf-projec...
#RustLang #Python
AI-Powered Web Application Firewalls: Protecting Web Applications in 2026
qksgroup.com/market-resea...
#WebApplicationFirewall #WAF #CyberSecurity #ApplicationSecurity #CloudSecurity #APIProtection #AIWAF #ThreatDetection #WebSecurity #WAFSolutions #WAF2025
qksgroup.com/market-resea...
#WebApplicationFirewall #WAF #CyberSecurity #ApplicationSecurity #CloudSecurity #APIProtection #AIWAF #ThreatDetection #WebSecurity #WAFSolutions #WAF2025
SPARK Matrix?: Web Application Firewall (WAF), Q3 2025
QKS Group's Web Application Firewall market research includes a comprehensive analysis of the global...
qksgroup.com
April 10, 2026 at 5:45 AM
AI-Powered Web Application Firewalls: Protecting Web Applications in 2026
qksgroup.com/market-resea...
#WebApplicationFirewall #WAF #CyberSecurity #ApplicationSecurity #CloudSecurity #APIProtection #AIWAF #ThreatDetection #WebSecurity #WAFSolutions #WAF2025
qksgroup.com/market-resea...
#WebApplicationFirewall #WAF #CyberSecurity #ApplicationSecurity #CloudSecurity #APIProtection #AIWAF #ThreatDetection #WebSecurity #WAFSolutions #WAF2025
ID: CVE-2021-40959
CVSS N/A
A reflected cross-site scripting vulnerability in MONITORAPP Application Insight Web Application Firewall (AIWAF) <= 4.1.6 and <=5.0 was identified on the subpage `/process_management/process_status.xhr.php`. This...
#security #infosec #cve-alert
CVSS N/A
A reflected cross-site scripting vulnerability in MONITORAPP Application Insight Web Application Firewall (AIWAF) <= 4.1.6 and <=5.0 was identified on the subpage `/process_management/process_status.xhr.php`. This...
#security #infosec #cve-alert
nvd.nist.gov
December 20, 2024 at 10:15 PM
ID: CVE-2021-40959
CVSS N/A
A reflected cross-site scripting vulnerability in MONITORAPP Application Insight Web Application Firewall (AIWAF) <= 4.1.6 and <=5.0 was identified on the subpage `/process_management/process_status.xhr.php`. This...
#security #infosec #cve-alert
CVSS N/A
A reflected cross-site scripting vulnerability in MONITORAPP Application Insight Web Application Firewall (AIWAF) <= 4.1.6 and <=5.0 was identified on the subpage `/process_management/process_status.xhr.php`. This...
#security #infosec #cve-alert
aiwaf-flask 0.1.5 (Beta)
Advanced AI-powered Web Application Firewall for Flask with intelligent threat detection, rate limiting, IP blocking, and real-time protection against web attacks
Author: Aayush Gauba
🐛Bug Tracker
📖Documentation
🏠Homepage
🧑💻Repository
Advanced AI-powered Web Application Firewall for Flask with intelligent threat detection, rate limiting, IP blocking, and real-time protection against web attacks
Author: Aayush Gauba
🐛Bug Tracker
📖Documentation
🏠Homepage
🧑💻Repository
February 7, 2026 at 4:00 PM
aiwaf-flask 0.1.5 (Beta)
Advanced AI-powered Web Application Firewall for Flask with intelligent threat detection, rate limiting, IP blocking, and real-time protection against web attacks
Author: Aayush Gauba
🐛Bug Tracker
📖Documentation
🏠Homepage
🧑💻Repository
Advanced AI-powered Web Application Firewall for Flask with intelligent threat detection, rate limiting, IP blocking, and real-time protection against web attacks
Author: Aayush Gauba
🐛Bug Tracker
📖Documentation
🏠Homepage
🧑💻Repository
aiwaf-fast 0.0.1 (Beta)
AI Web Application Firewall for FastAPI - Advanced security middleware
Author: Aayush Gauba
🐛Bug Reports
🏠Homepage
🧑💻Source
AI Web Application Firewall for FastAPI - Advanced security middleware
Author: Aayush Gauba
🐛Bug Reports
🏠Homepage
🧑💻Source
February 7, 2026 at 3:00 PM
aiwaf-fast 0.0.1 (Beta)
AI Web Application Firewall for FastAPI - Advanced security middleware
Author: Aayush Gauba
🐛Bug Reports
🏠Homepage
🧑💻Source
AI Web Application Firewall for FastAPI - Advanced security middleware
Author: Aayush Gauba
🐛Bug Reports
🏠Homepage
🧑💻Source