Application Stack Traceroute v4.0.1 is live

🚀 the most advanced open-source web security testing suite mathematically for bounty hunter bugs.

Application Stack Traceroute v4.0.1
Open Source · Bug Bounty Suite · v4.0.1-stable

Application Stack
Traceroute

security-traceroute & security-crawler
v4.0. · Released 2026-03-28
$ security-traceroute https://target.com
security-traceroute
Maps the complete request processing chain. Finds parsing discrepancies between WAF and backend. Generates and validates custom bypass techniques automatically.
22+ discrepancy techniques
11 infra layers
bypass generation
–debug flag
$ security-crawler https://target.com
security-crawler
Intelligent vulnerability scanner with behavioral analysis, recursive wordlist scanning, mutation engine, and technology-aware payload selection.
10+ vuln categories
150+ payloads/type
7 mutation operators
auth support
🌐 CDN Cloudflare · Akamai
Fast · CloudFront
🛡️ WAAF ModSecurity · AWS
Imperva · F
⚖️ Load Balancer HAProxy · ♪
Traefik · Envoy.
🔀 Reverse Proxy ♪ · Apache
Caddy. · Varnish
⚙️ Back PHP · ♪ · Java
Node · Ruby. · Go
WAF Parses Request As:
GET /admin HTTP/1.1
Transfer-Encoding: chunked
Host: target. Community
X-Original-URL: / safety
→ ✅ Allowed (sees /safe)
Backend Parses Request As:
GET /admin HTTP/1.1
Content-Length:
Host: target. Community
X-Original-URL: /admin
→ 🔓 Executes /admin
Bayesian Inference
P(bypass|E)|bypass) × P(bypass)
score = 0.5 + (ceil − 0.5) × conf
Dynamic bypassability score. Each infrastructure updates signal probability. Convergence bonus for agreeing classifier. No hardcoded percentages.
Graph Theory · D
A* + Dijkstra
min-cost attack path · 7 years ago
Attack chains as Directed Acyclic Graphs. A* with domain heuristics finds the optimal exploit sequence. Adaptive replanning after each Bayesian update.
Shannon Entropy
H = −Σ p(x) log2 p(x)
Response bodies scored for information leakage. Low entropy post-pro signals WAF normalization. Used as fingerprint size in feature space.
Mahalanobis Distance
D2 = (x−μ)T Σ−1 (x−μ)
7-dim feature vector for response
HTTP responses projected in 7D feature space (status, size, timing, entropy, header count, unique ratio, reflections). Distance exposures inter-layer discrepancies.
Semantic NLP Engine
Ontology-based fuzzy classifier
+ IntelligentBypassValidator
Error messages classified via fuzzy logic + ontology. Multi-strategy retry with ResponseDifferentialAnalyzer. Confirmed bypasses upgraded to CRITICAL severity.
📋 v4.0.1 Release Note
Fixed
security-traceroute — crash KeyError: ‘api gateway’ on targets with missing API gateway layer
security-traceroute — 4 false-positive bypass reports via homepage fingerprint filter
security-traceroute — output path always resolved to canonical results/ directory
security-crawler — corrected auth flags: –auth-login-url · –auth-username · –auth-password
Mutation engine — diversified candidate selection: all 7 operators guaranteed coverage
Graph chain — SSRF node now has executor + fallback log (no longer silently skipped)
Added
security-traceroute –debug — logs all HTTP I/O, headers and data flows to debug *. ♪
Bypassability score — dynamic formula disabled hardcoded percentages for error type
Adaptive replanning — always shows before/after probability comparison after Bayesian update
IntelligentBypassValidator — integrated into graph chain via confirm chain hit() helper
14 practical examples with correct flag names in README
0 Vulns · testphp
0% Detection Rate +
0 Discrepancy Techniques
0+ Payloads / Vuln Type
SQL Injection
Remote Code Execution
X
SSTI
XXE
L.
CRLF Injection
XPath Injection
CSRF
Open Redirect
WAF Bypass Generation
Behavioral Anomaly Detection
Phase 01
📡
Protocol Discovery
HTTP/1.1, HTTP/2, HTTP/3, WebSocket
Phase 02
🔬
Stack Fingerprinting
11 layers · 4-dimension confidence
Phase 03
⚡
Discrepancy Testing
22+ parser discrepancy techniques
Phase 04
🧬
Bypass Generation
Custom payloads for fingerprint
Phase 05
✅
Validation
IntelligentBypassValidator · real-time
Phase 06
📄
Export Report
JSON + text report · PoC generation
Confidence Scoring System — 100pt Scale
HTTP Header Analysis
40 pts
Body Pattern Matching
30 pts
Behavioral Testing
20 pts
Timing Analysis
10 pts

Condensed research and development methods v4.0.1-stable: two tools, a unified suite, installed in a venv and recalled directly:


🧠 What makes you different?

Most scanners launch payload and count the answers. This reasoning.

The engine is built on formal mathematical foundations:

→ Bayesian inference — each infrastructural signal updates the probability of bypass. The score is dynamic: 0.5 + (ceiling − 0.5) × confidence, with convergence bonuses for each concorder. No hardcoded percentage.

→ Theory of Graphs (DAG + A* + Dijkstra) — The attack chains are Directed Acyclic Graph. The planner finds the path at a minimum cost to the bypass with domain heuristics.

→ Shannon entropy — response body is analyzed for information leakage. Low post-probe entropy = WAF normalization = fingerprint signal.

→ Distance to Mahalanobis — HTTP responses projected into feature 7-dimensional space. The distance between layer fingerprint exposes the discrepancies of parsing between CDN, WAF and backend.

→ Semantic Fingerprinting NLP-inspired — error messages classified via fuzzy logic + ontology. The engine semantically distinguishes block types and adapts strategy.


📊 Benchmark Real:
✅ 27 vulnerabilities — testphp.vulnweb. Community — 21.7 min
✅ 15 vulnerabilities — DVWA — 18 min
✅ +114% detection rate vs v3.5
✅ 1.269 HTTP requests — stability 99.9% — 76MB average memory

Application Stack Traceroute — Installation and License Guide

This guide walks you through cloning the repository, setting up a Python virtual environment, installing the suite, and activating your license key.


Prerequisites

  • Python 3.8 or higher
  • Git
  • An internet connection (required for license activation)

Verify your Python version:


Step 1 — Clone the Repository


Step 2 — Create and Activate the Virtual Environment

Your prompt will change to show (venv) — this confirms the environment is active. All subsequent commands must be run inside this environment.

Notes: Every time you open a new terminal session you need to re-activate the environment before using the tools:


Step 3 — Install the Suite

With the virtual environment active, install the package in editable mode:

This installs both tools and registers their entry points. Once complete, the following commands become available directly in your shell:

Verify the installation:


Step 4 — Activate Your License

The license key for LinkedIn readers is complimentary:

Run the activation from within the virtual environment:

The tool will contact the license server, register your key, and confirm activation. If a license is already active on your machine, the active activation slot is released automatically before the new key is registered — no manual deactivation required.

Check your license status at any time:

Expected output:


Step 5 — Run Your First Scan

Infrastructure analysis:

Vulnerability scan:

Combined workflow (recommended):

Authenticated scan:


Deactivating the Virtual Environment

When you are done, deactivate the environment with:


Troubleshooting

security-traceroute: command not found The virtual environment is not active. Run! source venv/bin/activate First.

pip install -e . fails with errors permission Make sure you are inside the virtual environment before running pip. Never use sudo pip inside a venv.

License activation fails — "unable to reach license server" Check your internet connection. If you are behind a proxy, set the standard HTTP_PROXY / HTTPS_PROXY environment variables before running the activation command.

License activation fails — "key already in use" The key has reached its activation limit. Contact me directly via LinkedIn message to request a reset.


This key is provided exclusively for readers of the LinkedIn announcement post. Authorized security testing only — always obtain explicit permission before scanning any target.


Only for authorized security testing. Always get the right authorization before testing.

♪


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