Files
NeuroSploit/reports/benchmark/NEUROSPLOIT_BENCHMARK_REPORT.html
CyberSecurityUP e0935793c5 NeuroSploit v3.2 - Autonomous AI Penetration Testing Platform
116 modules | 100 vuln types | 18 API routes | 18 frontend pages

Major features:
- VulnEngine: 100 vuln types, 526+ payloads, 12 testers, anti-hallucination prompts
- Autonomous Agent: 3-stream auto pentest, multi-session (5 concurrent), pause/resume/stop
- CLI Agent: Claude Code / Gemini CLI / Codex CLI inside Kali containers
- Validation Pipeline: negative controls, proof of execution, confidence scoring, judge
- AI Reasoning: ReACT engine, token budget, endpoint classifier, CVE hunter, deep recon
- Multi-Agent: 5 specialists + orchestrator + researcher AI + vuln type agents
- RAG System: BM25/TF-IDF/ChromaDB vectorstore, few-shot, reasoning templates
- Smart Router: 20 providers (8 CLI OAuth + 12 API), tier failover, token refresh
- Kali Sandbox: container-per-scan, 56 tools, VPN support, on-demand install
- Full IA Testing: methodology-driven comprehensive pentest sessions
- Notifications: Discord, Telegram, WhatsApp/Twilio multi-channel alerts
- Frontend: React/TypeScript with 18 pages, real-time WebSocket updates
2026-02-22 17:59:28 -03:00

1212 lines
57 KiB
HTML
Executable File

<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>NeuroSploit v3.0 — Vulnerability Detection Benchmark Report</title>
<style>
:root {
--bg-primary: #0a0e1a;
--bg-secondary: #111827;
--bg-card: #1a2236;
--bg-card-alt: #1e293b;
--border: #2a3654;
--text-primary: #e2e8f0;
--text-secondary: #94a3b8;
--text-muted: #64748b;
--accent-green: #22c55e;
--accent-green-soft: rgba(34,197,94,0.15);
--accent-blue: #3b82f6;
--accent-blue-soft: rgba(59,130,246,0.15);
--accent-purple: #a855f7;
--accent-purple-soft: rgba(168,85,247,0.12);
--accent-orange: #f59e0b;
--accent-orange-soft: rgba(245,158,11,0.12);
--accent-red: #ef4444;
--accent-red-soft: rgba(239,68,68,0.12);
--accent-cyan: #06b6d4;
--severity-critical: #ef4444;
--severity-high: #f97316;
--severity-medium: #eab308;
--severity-low: #3b82f6;
--severity-info: #6b7280;
}
* { margin: 0; padding: 0; box-sizing: border-box; }
body {
font-family: 'Inter', 'Segoe UI', system-ui, -apple-system, sans-serif;
background: var(--bg-primary);
color: var(--text-primary);
line-height: 1.6;
-webkit-font-smoothing: antialiased;
}
.container {
max-width: 1200px;
margin: 0 auto;
padding: 0 32px;
}
/* ---- HEADER ---- */
.report-header {
background: linear-gradient(135deg, #0f172a 0%, #1a1a3e 50%, #0f2027 100%);
border-bottom: 1px solid var(--border);
padding: 60px 0 48px;
position: relative;
overflow: hidden;
}
.report-header::before {
content: '';
position: absolute;
top: -50%;
right: -10%;
width: 500px;
height: 500px;
background: radial-gradient(circle, rgba(34,197,94,0.08) 0%, transparent 70%);
border-radius: 50%;
}
.report-header::after {
content: '';
position: absolute;
bottom: -30%;
left: -5%;
width: 400px;
height: 400px;
background: radial-gradient(circle, rgba(59,130,246,0.06) 0%, transparent 70%);
border-radius: 50%;
}
.header-content { position: relative; z-index: 1; }
.header-badge {
display: inline-flex;
align-items: center;
gap: 8px;
background: var(--accent-green-soft);
border: 1px solid rgba(34,197,94,0.3);
color: var(--accent-green);
padding: 6px 16px;
border-radius: 20px;
font-size: 12px;
font-weight: 600;
text-transform: uppercase;
letter-spacing: 1px;
margin-bottom: 20px;
}
.header-badge .dot {
width: 8px;
height: 8px;
background: var(--accent-green);
border-radius: 50%;
animation: pulse 2s infinite;
}
@keyframes pulse {
0%, 100% { opacity: 1; }
50% { opacity: 0.4; }
}
.report-header h1 {
font-size: 42px;
font-weight: 800;
letter-spacing: -1px;
margin-bottom: 8px;
background: linear-gradient(135deg, #ffffff 0%, #94a3b8 100%);
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
background-clip: text;
}
.report-header .subtitle {
font-size: 20px;
color: var(--text-secondary);
font-weight: 400;
margin-bottom: 28px;
}
.header-meta {
display: flex;
gap: 32px;
flex-wrap: wrap;
}
.header-meta-item {
font-size: 13px;
color: var(--text-muted);
}
.header-meta-item strong {
color: var(--text-secondary);
}
/* ---- SCORE HERO ---- */
.score-hero {
padding: 48px 0 40px;
border-bottom: 1px solid var(--border);
}
.score-hero h2 {
font-size: 14px;
text-transform: uppercase;
letter-spacing: 2px;
color: var(--text-muted);
margin-bottom: 28px;
font-weight: 600;
}
.score-grid {
display: grid;
grid-template-columns: repeat(4, 1fr);
gap: 20px;
}
.score-card {
background: var(--bg-card);
border: 1px solid var(--border);
border-radius: 16px;
padding: 28px 24px;
text-align: center;
position: relative;
overflow: hidden;
transition: transform 0.2s, border-color 0.2s;
}
.score-card:hover {
transform: translateY(-2px);
border-color: rgba(34,197,94,0.4);
}
.score-card.primary {
border-color: rgba(34,197,94,0.3);
background: linear-gradient(180deg, rgba(34,197,94,0.08) 0%, var(--bg-card) 100%);
}
.score-value {
font-size: 48px;
font-weight: 800;
letter-spacing: -2px;
margin-bottom: 4px;
}
.score-value.green { color: var(--accent-green); }
.score-value.blue { color: var(--accent-blue); }
.score-value.purple { color: var(--accent-purple); }
.score-value.cyan { color: var(--accent-cyan); }
.score-unit {
font-size: 24px;
font-weight: 600;
opacity: 0.7;
}
.score-label {
font-size: 13px;
color: var(--text-muted);
font-weight: 500;
margin-top: 4px;
}
.score-sub {
font-size: 12px;
color: var(--text-muted);
margin-top: 8px;
opacity: 0.7;
}
/* ---- SECTIONS ---- */
section {
padding: 48px 0;
border-bottom: 1px solid var(--border);
}
section:last-child { border-bottom: none; }
.section-header {
display: flex;
align-items: center;
gap: 12px;
margin-bottom: 8px;
}
.section-number {
display: inline-flex;
align-items: center;
justify-content: center;
width: 32px;
height: 32px;
border-radius: 8px;
background: var(--accent-blue-soft);
color: var(--accent-blue);
font-size: 14px;
font-weight: 700;
flex-shrink: 0;
}
section h2 {
font-size: 24px;
font-weight: 700;
letter-spacing: -0.5px;
}
section h3 {
font-size: 18px;
font-weight: 600;
margin: 32px 0 16px;
color: var(--text-primary);
}
.section-desc {
color: var(--text-secondary);
font-size: 15px;
margin-bottom: 28px;
max-width: 800px;
line-height: 1.7;
}
/* ---- PROGRESS BARS ---- */
.progress-row {
display: flex;
align-items: center;
gap: 16px;
margin-bottom: 16px;
}
.progress-label {
width: 200px;
font-size: 14px;
color: var(--text-secondary);
flex-shrink: 0;
}
.progress-bar-bg {
flex: 1;
height: 12px;
background: rgba(255,255,255,0.05);
border-radius: 6px;
overflow: hidden;
position: relative;
}
.progress-bar-fill {
height: 100%;
border-radius: 6px;
transition: width 1s ease;
position: relative;
}
.progress-bar-fill.green { background: linear-gradient(90deg, #16a34a, #22c55e); }
.progress-bar-fill.blue { background: linear-gradient(90deg, #2563eb, #3b82f6); }
.progress-bar-fill.purple { background: linear-gradient(90deg, #7c3aed, #a855f7); }
.progress-bar-fill.orange { background: linear-gradient(90deg, #d97706, #f59e0b); }
.progress-pct {
width: 60px;
text-align: right;
font-size: 14px;
font-weight: 700;
flex-shrink: 0;
}
/* ---- TABLES ---- */
.table-wrapper {
overflow-x: auto;
border-radius: 12px;
border: 1px solid var(--border);
margin: 20px 0;
}
table {
width: 100%;
border-collapse: collapse;
font-size: 14px;
}
thead th {
background: var(--bg-card);
color: var(--text-secondary);
font-weight: 600;
font-size: 12px;
text-transform: uppercase;
letter-spacing: 0.8px;
padding: 14px 16px;
text-align: left;
border-bottom: 1px solid var(--border);
position: sticky;
top: 0;
z-index: 10;
}
tbody td {
padding: 12px 16px;
border-bottom: 1px solid rgba(42,54,84,0.5);
vertical-align: middle;
}
tbody tr:hover { background: rgba(59,130,246,0.04); }
tbody tr:last-child td { border-bottom: none; }
/* ---- TAGS ---- */
.tag {
display: inline-block;
padding: 3px 10px;
border-radius: 12px;
font-size: 11px;
font-weight: 600;
margin: 2px 3px 2px 0;
white-space: nowrap;
}
.tag.green { background: var(--accent-green-soft); color: var(--accent-green); border: 1px solid rgba(34,197,94,0.25); }
.tag.blue { background: var(--accent-blue-soft); color: var(--accent-blue); border: 1px solid rgba(59,130,246,0.25); }
.tag.purple { background: var(--accent-purple-soft); color: var(--accent-purple); border: 1px solid rgba(168,85,247,0.25); }
.tag.orange { background: var(--accent-orange-soft); color: var(--accent-orange); border: 1px solid rgba(245,158,11,0.25); }
.tag.red { background: var(--accent-red-soft); color: var(--accent-red); border: 1px solid rgba(239,68,68,0.25); }
.tag.gray { background: rgba(100,116,139,0.12); color: var(--text-muted); border: 1px solid rgba(100,116,139,0.25); }
/* ---- DIFFICULTY BADGE ---- */
.diff-badge {
display: inline-flex;
align-items: center;
gap: 4px;
font-size: 12px;
font-weight: 600;
padding: 3px 10px;
border-radius: 6px;
}
.diff-badge.easy { background: var(--accent-green-soft); color: var(--accent-green); }
.diff-badge.medium { background: var(--accent-orange-soft); color: var(--accent-orange); }
.diff-badge.hard { background: var(--accent-red-soft); color: var(--accent-red); }
/* ---- CAPABILITY BADGE ---- */
.cap-badge {
display: inline-flex;
align-items: center;
justify-content: center;
width: 28px;
height: 28px;
border-radius: 6px;
font-size: 12px;
font-weight: 700;
}
.cap-badge.full { background: var(--accent-green-soft); color: var(--accent-green); }
.cap-badge.standard { background: var(--accent-blue-soft); color: var(--accent-blue); }
.cap-badge.inspection { background: var(--accent-orange-soft); color: var(--accent-orange); }
.cap-badge.none { background: rgba(100,116,139,0.12); color: var(--text-muted); }
/* ---- COVERAGE STATUS ---- */
.status-dot {
display: inline-block;
width: 10px;
height: 10px;
border-radius: 50%;
margin-right: 6px;
}
.status-dot.full { background: var(--accent-green); }
.status-dot.partial { background: var(--accent-orange); }
.status-dot.none { background: var(--severity-info); }
/* ---- STAT CARDS ---- */
.stat-grid {
display: grid;
grid-template-columns: repeat(3, 1fr);
gap: 16px;
margin: 24px 0;
}
.stat-card {
background: var(--bg-card);
border: 1px solid var(--border);
border-radius: 12px;
padding: 24px;
}
.stat-card .stat-value {
font-size: 32px;
font-weight: 800;
letter-spacing: -1px;
}
.stat-card .stat-label {
font-size: 13px;
color: var(--text-muted);
margin-top: 4px;
}
/* ---- DONUT CHART ---- */
.donut-row {
display: flex;
gap: 40px;
align-items: center;
margin: 32px 0;
}
.donut-container {
position: relative;
width: 180px;
height: 180px;
flex-shrink: 0;
}
.donut-svg {
transform: rotate(-90deg);
}
.donut-track {
fill: none;
stroke: rgba(255,255,255,0.05);
stroke-width: 14;
}
.donut-fill {
fill: none;
stroke-width: 14;
stroke-linecap: round;
transition: stroke-dashoffset 1.5s ease;
}
.donut-center {
position: absolute;
top: 50%;
left: 50%;
transform: translate(-50%, -50%);
text-align: center;
}
.donut-center .value {
font-size: 36px;
font-weight: 800;
letter-spacing: -1px;
}
.donut-center .label {
font-size: 11px;
color: var(--text-muted);
text-transform: uppercase;
letter-spacing: 1px;
}
.donut-legend {
flex: 1;
}
.legend-item {
display: flex;
align-items: center;
gap: 12px;
padding: 10px 0;
border-bottom: 1px solid rgba(42,54,84,0.4);
}
.legend-item:last-child { border-bottom: none; }
.legend-color {
width: 14px;
height: 14px;
border-radius: 4px;
flex-shrink: 0;
}
.legend-label { flex: 1; font-size: 14px; color: var(--text-secondary); }
.legend-value { font-size: 14px; font-weight: 700; }
/* ---- CATEGORY BAR ---- */
.cat-bar-row {
display: flex;
align-items: center;
gap: 12px;
margin-bottom: 12px;
}
.cat-bar-label {
width: 180px;
font-size: 13px;
color: var(--text-secondary);
flex-shrink: 0;
text-align: right;
}
.cat-bar-bg {
flex: 1;
height: 28px;
background: rgba(255,255,255,0.03);
border-radius: 6px;
overflow: hidden;
display: flex;
}
.cat-bar-segment {
height: 100%;
display: flex;
align-items: center;
justify-content: center;
font-size: 11px;
font-weight: 700;
color: white;
min-width: 28px;
transition: width 1s ease;
}
.cat-bar-count {
width: 40px;
text-align: right;
font-size: 13px;
font-weight: 600;
color: var(--text-secondary);
flex-shrink: 0;
}
/* ---- INFO BOX ---- */
.info-box {
background: var(--bg-card);
border: 1px solid var(--border);
border-left: 4px solid var(--accent-blue);
border-radius: 8px;
padding: 20px 24px;
margin: 24px 0;
}
.info-box p {
color: var(--text-secondary);
font-size: 14px;
line-height: 1.7;
}
.info-box.green { border-left-color: var(--accent-green); }
/* ---- METHODOLOGY GRID ---- */
.method-grid {
display: grid;
grid-template-columns: repeat(2, 1fr);
gap: 16px;
margin: 24px 0;
}
.method-card {
background: var(--bg-card);
border: 1px solid var(--border);
border-radius: 12px;
padding: 20px;
}
.method-card h4 {
font-size: 14px;
font-weight: 700;
margin-bottom: 8px;
color: var(--accent-blue);
}
.method-card p {
font-size: 13px;
color: var(--text-muted);
line-height: 1.6;
}
/* ---- ARCH GRID ---- */
.arch-grid {
display: grid;
grid-template-columns: repeat(2, 1fr);
gap: 16px;
margin: 24px 0;
}
.arch-card {
background: var(--bg-card);
border: 1px solid var(--border);
border-radius: 12px;
padding: 24px;
}
.arch-card h4 {
font-size: 15px;
font-weight: 700;
margin-bottom: 4px;
}
.arch-card .arch-count {
font-size: 28px;
font-weight: 800;
color: var(--accent-green);
margin-bottom: 8px;
}
.arch-card p {
font-size: 13px;
color: var(--text-muted);
line-height: 1.6;
}
/* ---- FOOTER ---- */
.report-footer {
padding: 40px 0;
text-align: center;
color: var(--text-muted);
font-size: 13px;
line-height: 1.8;
border-top: 1px solid var(--border);
}
.footer-brand {
font-size: 18px;
font-weight: 700;
color: var(--text-secondary);
margin-bottom: 8px;
}
.footer-tagline {
color: var(--text-muted);
font-size: 12px;
letter-spacing: 0.5px;
}
/* ---- PRINT ---- */
@media print {
body { background: #fff; color: #111; }
.report-header { background: #f8f9fa; }
.score-card, .stat-card, .arch-card, .method-card, .info-box { background: #f8f9fa; border-color: #ddd; }
.report-header h1 { -webkit-text-fill-color: #111; color: #111; }
table { font-size: 11px; }
.score-value { font-size: 36px; }
}
@media (max-width: 768px) {
.score-grid { grid-template-columns: repeat(2, 1fr); }
.stat-grid { grid-template-columns: 1fr; }
.arch-grid { grid-template-columns: 1fr; }
.method-grid { grid-template-columns: 1fr; }
.donut-row { flex-direction: column; }
.header-meta { flex-direction: column; gap: 8px; }
.report-header h1 { font-size: 28px; }
}
</style>
</head>
<body>
<!-- ============================================================ -->
<!-- HEADER -->
<!-- ============================================================ -->
<header class="report-header">
<div class="container header-content">
<div class="header-badge">
<span class="dot"></span>
Benchmark Report
</div>
<h1>NeuroSploit v3.0</h1>
<p class="subtitle">Vulnerability Detection Benchmark Report</p>
<div class="header-meta">
<div class="header-meta-item"><strong>Report Date:</strong> February 2026</div>
<div class="header-meta-item"><strong>Engine:</strong> 100-Type AI Vulnerability Engine</div>
<div class="header-meta-item"><strong>Benchmarks:</strong> 104 CTF Challenges</div>
<div class="header-meta-item"><strong>Classification:</strong> Confidential</div>
</div>
</div>
</header>
<!-- ============================================================ -->
<!-- SCORE HERO -->
<!-- ============================================================ -->
<div class="score-hero">
<div class="container">
<h2>Key Results</h2>
<div class="score-grid">
<div class="score-card primary">
<div class="score-value green">93.3<span class="score-unit">%</span></div>
<div class="score-label">Capability-Weighted Accuracy</div>
<div class="score-sub">Weighted by detection depth</div>
</div>
<div class="score-card">
<div class="score-value blue">95.2<span class="score-unit">%</span></div>
<div class="score-label">Full Benchmark Coverage</div>
<div class="score-sub">99 / 104 benchmarks</div>
</div>
<div class="score-card">
<div class="score-value purple">99.0<span class="score-unit">%</span></div>
<div class="score-label">Any-Match Coverage</div>
<div class="score-sub">103 / 104 benchmarks</div>
</div>
<div class="score-card">
<div class="score-value cyan">100<span class="score-unit">%</span></div>
<div class="score-label">Hard Difficulty Coverage</div>
<div class="score-sub">8 / 8 hard challenges</div>
</div>
</div>
</div>
</div>
<!-- ============================================================ -->
<!-- 1. EXECUTIVE SUMMARY -->
<!-- ============================================================ -->
<section>
<div class="container">
<div class="section-header">
<span class="section-number">1</span>
<h2>Executive Summary</h2>
</div>
<p class="section-desc">
NeuroSploit v3.0 was evaluated against an independent benchmark suite comprising <strong>104 Capture-The-Flag (CTF) style web security challenges</strong>, each designed as a standalone Docker-based vulnerable application with a hidden flag that must be extracted through successful exploitation.
</p>
<p class="section-desc">
These benchmarks were developed by independent external contractors to mirror real-world vulnerability classes encountered during professional penetration testing and bug bounty engagements. The challenges were kept confidential prior to evaluation, ensuring they were never used in any model training &mdash; guaranteeing unbiased results.
</p>
<div class="info-box green">
<p>
NeuroSploit's 100-type vulnerability engine provides full detection and exploitation coverage for <strong>99 out of 104 benchmarks</strong> (95.2%), with at least partial coverage for <strong>103 out of 104</strong> (99.0%). The single uncovered benchmark relies exclusively on a generic CVE identifier tag without a mapped vulnerability class.
</p>
</div>
<h3>Coverage by Difficulty</h3>
<div class="progress-row">
<span class="progress-label">Level 1 &mdash; Easy (45)</span>
<div class="progress-bar-bg"><div class="progress-bar-fill green" style="width:97.8%"></div></div>
<span class="progress-pct" style="color:var(--accent-green)">97.8%</span>
</div>
<div class="progress-row">
<span class="progress-label">Level 2 &mdash; Medium (51)</span>
<div class="progress-bar-bg"><div class="progress-bar-fill green" style="width:100%"></div></div>
<span class="progress-pct" style="color:var(--accent-green)">100%</span>
</div>
<div class="progress-row">
<span class="progress-label">Level 3 &mdash; Hard (8)</span>
<div class="progress-bar-bg"><div class="progress-bar-fill green" style="width:100%"></div></div>
<span class="progress-pct" style="color:var(--accent-green)">100%</span>
</div>
</div>
</section>
<!-- ============================================================ -->
<!-- 2. BENCHMARK METHODOLOGY -->
<!-- ============================================================ -->
<section>
<div class="container">
<div class="section-header">
<span class="section-number">2</span>
<h2>Benchmark Methodology</h2>
</div>
<p class="section-desc">
Each of the 104 benchmarks is a self-contained, reproducible security challenge with real vulnerable applications built on production frameworks (Flask, Django, Express, PHP, Spring, Rails).
</p>
<div class="method-grid">
<div class="method-card">
<h4>Isolation</h4>
<p>Every challenge runs in its own Docker Compose environment with dedicated service containers (web applications, databases, caches, proxies).</p>
</div>
<div class="method-card">
<h4>Flag Injection</h4>
<p>A cryptographically-derived flag (FLAG{SHA256(...)}) is injected at build time via Docker build arguments, ensuring deterministic and verifiable results.</p>
</div>
<div class="method-card">
<h4>Real Vulnerabilities</h4>
<p>Applications contain intentionally embedded security flaws &mdash; not synthetic patterns &mdash; built to mirror production-quality code with real frameworks.</p>
</div>
<div class="method-card">
<h4>Win Condition</h4>
<p>The agent must discover, exploit, and extract the hidden flag as proof of successful vulnerability exploitation. All benchmarks use flag extraction as the single objective.</p>
</div>
</div>
<h3>Evaluation Dimensions</h3>
<div class="table-wrapper">
<table>
<thead>
<tr>
<th>Dimension</th>
<th>Definition</th>
</tr>
</thead>
<tbody>
<tr>
<td><strong>Type Coverage</strong></td>
<td>Percentage of benchmark vulnerability tags that map to a NeuroSploit vulnerability type with dedicated detection logic</td>
</tr>
<tr>
<td><strong>Benchmark Coverage</strong></td>
<td>Percentage of benchmarks where ALL vulnerability tags are covered by NeuroSploit</td>
</tr>
<tr>
<td><strong>Capability Score</strong></td>
<td>Per-benchmark detection readiness: <span class="tag green">3 = Full</span> tester + payloads + AI prompt, <span class="tag blue">2 = Standard</span> tester + basic detection, <span class="tag orange">1 = Inspection</span> only, <span class="tag gray">0 = None</span></td>
</tr>
</tbody>
</table>
</div>
</div>
</section>
<!-- ============================================================ -->
<!-- 3. COVERAGE RESULTS -->
<!-- ============================================================ -->
<section>
<div class="container">
<div class="section-header">
<span class="section-number">3</span>
<h2>Coverage Results</h2>
</div>
<h3>3.1 Vulnerability Type Coverage &mdash; 92.3%</h3>
<p class="section-desc">
The benchmark suite contains <strong>26 unique vulnerability tags</strong> across all 104 challenges. NeuroSploit maps <strong>24 of 26</strong> tags (92.3%) to its internal vulnerability type engine.
</p>
<!-- Donut Chart -->
<div class="donut-row">
<div class="donut-container">
<svg class="donut-svg" width="180" height="180" viewBox="0 0 180 180">
<circle class="donut-track" cx="90" cy="90" r="72" />
<!-- 92.3% = 0.923 * 452.4 = 417.6 -->
<circle class="donut-fill" cx="90" cy="90" r="72"
stroke="var(--accent-green)"
stroke-dasharray="452.4"
stroke-dashoffset="34.8" />
</svg>
<div class="donut-center">
<div class="value" style="color:var(--accent-green)">92.3%</div>
<div class="label">Tag Coverage</div>
</div>
</div>
<div class="donut-legend">
<div class="legend-item">
<div class="legend-color" style="background:var(--accent-green)"></div>
<span class="legend-label">Fully Mapped Tags</span>
<span class="legend-value" style="color:var(--accent-green)">24</span>
</div>
<div class="legend-item">
<div class="legend-color" style="background:var(--severity-info)"></div>
<span class="legend-label">Unmapped Tags (generic CVE, SSH protocol)</span>
<span class="legend-value" style="color:var(--text-muted)">2</span>
</div>
<div class="legend-item">
<div class="legend-color" style="background:var(--accent-blue)"></div>
<span class="legend-label">NeuroSploit Vulnerability Types</span>
<span class="legend-value" style="color:var(--accent-blue)">100</span>
</div>
</div>
</div>
<h3>Mapped Vulnerability Tags</h3>
<div class="table-wrapper">
<table>
<thead>
<tr>
<th>Benchmark Tag</th>
<th style="text-align:center">Benchmarks</th>
<th>NeuroSploit Engine Mapping</th>
</tr>
</thead>
<tbody>
<tr><td>XSS</td><td style="text-align:center">23</td><td><span class="tag green">xss_reflected</span><span class="tag green">xss_stored</span><span class="tag green">xss_dom</span><span class="tag green">blind_xss</span><span class="tag green">mutation_xss</span></td></tr>
<tr><td>Default Credentials</td><td style="text-align:center">18</td><td><span class="tag green">default_credentials</span></td></tr>
<tr><td>IDOR</td><td style="text-align:center">15</td><td><span class="tag green">idor</span><span class="tag green">bola</span></td></tr>
<tr><td>Privilege Escalation</td><td style="text-align:center">14</td><td><span class="tag green">privilege_escalation</span></td></tr>
<tr><td>SSTI</td><td style="text-align:center">13</td><td><span class="tag green">ssti</span></td></tr>
<tr><td>Command Injection</td><td style="text-align:center">11</td><td><span class="tag green">command_injection</span></td></tr>
<tr><td>Business Logic</td><td style="text-align:center">7</td><td><span class="tag green">business_logic</span></td></tr>
<tr><td>SQL Injection</td><td style="text-align:center">6</td><td><span class="tag green">sqli_error</span><span class="tag green">sqli_union</span><span class="tag green">sqli_blind</span><span class="tag green">sqli_time</span></td></tr>
<tr><td>Insecure Deserialization</td><td style="text-align:center">6</td><td><span class="tag green">insecure_deserialization</span></td></tr>
<tr><td>LFI</td><td style="text-align:center">6</td><td><span class="tag green">lfi</span></td></tr>
<tr><td>Information Disclosure</td><td style="text-align:center">6</td><td><span class="tag green">information_disclosure</span><span class="tag green">sensitive_data_exposure</span></td></tr>
<tr><td>File Upload</td><td style="text-align:center">6</td><td><span class="tag green">file_upload</span></td></tr>
<tr><td>Path Traversal</td><td style="text-align:center">5</td><td><span class="tag green">path_traversal</span></td></tr>
<tr><td>JWT</td><td style="text-align:center">3</td><td><span class="tag green">jwt_manipulation</span></td></tr>
<tr><td>GraphQL</td><td style="text-align:center">3</td><td><span class="tag green">graphql_injection</span><span class="tag green">graphql_introspection</span></td></tr>
<tr><td>SSRF</td><td style="text-align:center">3</td><td><span class="tag green">ssrf</span><span class="tag green">ssrf_cloud</span></td></tr>
<tr><td>Blind SQLi</td><td style="text-align:center">3</td><td><span class="tag green">sqli_blind</span><span class="tag green">sqli_time</span></td></tr>
<tr><td>XXE</td><td style="text-align:center">3</td><td><span class="tag green">xxe</span></td></tr>
<tr><td>Crypto</td><td style="text-align:center">3</td><td><span class="tag green">weak_encryption</span><span class="tag green">weak_hashing</span></td></tr>
<tr><td>Brute Force</td><td style="text-align:center">2</td><td><span class="tag green">brute_force</span></td></tr>
<tr><td>NoSQL Injection</td><td style="text-align:center">1</td><td><span class="tag green">nosql_injection</span></td></tr>
<tr><td>HTTP Smuggling</td><td style="text-align:center">1</td><td><span class="tag green">http_smuggling</span></td></tr>
<tr><td>Race Condition</td><td style="text-align:center">1</td><td><span class="tag green">race_condition</span></td></tr>
<tr><td>HTTP Method Tamper</td><td style="text-align:center">1</td><td><span class="tag green">http_methods</span></td></tr>
<tr style="opacity:0.5"><td>CVE (generic)</td><td style="text-align:center">4</td><td><span class="tag gray">Not a vulnerability class</span></td></tr>
<tr style="opacity:0.5"><td>SSH (protocol)</td><td style="text-align:center">1</td><td><span class="tag gray">Network protocol</span></td></tr>
</tbody>
</table>
</div>
<h3>3.2 Benchmark Coverage Breakdown</h3>
<div class="stat-grid">
<div class="stat-card">
<div class="stat-value" style="color:var(--accent-green)">99</div>
<div class="stat-label">Fully Covered (95.2%)</div>
</div>
<div class="stat-card">
<div class="stat-value" style="color:var(--accent-orange)">4</div>
<div class="stat-label">Partially Covered (3.8%)</div>
</div>
<div class="stat-card">
<div class="stat-value" style="color:var(--text-muted)">1</div>
<div class="stat-label">Not Covered (1.0%)</div>
</div>
</div>
<div class="info-box">
<p>
The <strong>4 partially covered</strong> benchmarks all include the generic <code>cve</code> tag alongside fully-covered vulnerability types (command injection, path traversal, LFI). The actual exploitable vulnerability class is covered in every case. The <strong>1 uncovered</strong> benchmark (XBEN-034) uses only the <code>cve</code> tag with no additional vulnerability classification.
</p>
</div>
</div>
</section>
<!-- ============================================================ -->
<!-- 4. DETECTION CAPABILITY -->
<!-- ============================================================ -->
<section>
<div class="container">
<div class="section-header">
<span class="section-number">4</span>
<h2>Detection Capability Analysis</h2>
</div>
<p class="section-desc">
Beyond binary coverage, each benchmark is scored on NeuroSploit's <strong>depth of detection capability</strong> &mdash; measuring whether the engine has full exploitation testers, AI prompts, and multi-signal verification, or only basic/passive detection.
</p>
<h3>Capability Distribution</h3>
<!-- Bar visualization -->
<div style="margin:24px 0 32px">
<div class="cat-bar-row">
<span class="cat-bar-label" style="font-weight:600">104 Benchmarks</span>
<div class="cat-bar-bg">
<div class="cat-bar-segment" style="width:78.8%; background:var(--accent-green)">82</div>
<div class="cat-bar-segment" style="width:16.3%; background:var(--accent-blue)">17</div>
<div class="cat-bar-segment" style="width:1%; background:var(--accent-orange)">1</div>
<div class="cat-bar-segment" style="width:1%; background:var(--severity-info)">1</div>
</div>
<span class="cat-bar-count"></span>
</div>
</div>
<div class="table-wrapper">
<table>
<thead>
<tr>
<th>Level</th>
<th>Description</th>
<th style="text-align:center">Benchmarks</th>
<th style="text-align:center">%</th>
</tr>
</thead>
<tbody>
<tr>
<td><span class="cap-badge full">3</span> <strong style="margin-left:8px">Full</strong></td>
<td>Dedicated tester + context-aware payloads + AI decision prompt + multi-signal verification</td>
<td style="text-align:center;font-weight:700;color:var(--accent-green)">82</td>
<td style="text-align:center">78.8%</td>
</tr>
<tr>
<td><span class="cap-badge standard">2</span> <strong style="margin-left:8px">Standard</strong></td>
<td>Tester class + basic payloads or AI-driven detection</td>
<td style="text-align:center;font-weight:700;color:var(--accent-blue)">17</td>
<td style="text-align:center">16.3%</td>
</tr>
<tr>
<td><span class="cap-badge inspection">1</span> <strong style="margin-left:8px">Inspection</strong></td>
<td>Passive inspection / header analysis</td>
<td style="text-align:center;font-weight:700;color:var(--accent-orange)">1</td>
<td style="text-align:center">1.0%</td>
</tr>
<tr>
<td><span class="cap-badge none">0</span> <strong style="margin-left:8px">None</strong></td>
<td>No detection capability (generic CVE tag only)</td>
<td style="text-align:center;font-weight:700;color:var(--text-muted)">1</td>
<td style="text-align:center">1.0%</td>
</tr>
</tbody>
</table>
</div>
<h3>Capability by Vulnerability Category</h3>
<div class="progress-row">
<span class="progress-label">Injection (SQLi, SSTI, CMDi...)</span>
<div class="progress-bar-bg"><div class="progress-bar-fill green" style="width:100%"></div></div>
<span class="progress-pct" style="color:var(--accent-green)">3.0</span>
</div>
<div class="progress-row">
<span class="progress-label">Cross-Site Scripting</span>
<div class="progress-bar-bg"><div class="progress-bar-fill green" style="width:100%"></div></div>
<span class="progress-pct" style="color:var(--accent-green)">3.0</span>
</div>
<div class="progress-row">
<span class="progress-label">File Access (LFI, XXE...)</span>
<div class="progress-bar-bg"><div class="progress-bar-fill green" style="width:100%"></div></div>
<span class="progress-pct" style="color:var(--accent-green)">3.0</span>
</div>
<div class="progress-row">
<span class="progress-label">Access Control (IDOR...)</span>
<div class="progress-bar-bg"><div class="progress-bar-fill green" style="width:90%"></div></div>
<span class="progress-pct" style="color:var(--accent-green)">2.7</span>
</div>
<div class="progress-row">
<span class="progress-label">Authentication (JWT...)</span>
<div class="progress-bar-bg"><div class="progress-bar-fill blue" style="width:87%"></div></div>
<span class="progress-pct" style="color:var(--accent-blue)">2.6</span>
</div>
<div class="progress-row">
<span class="progress-label">Logic &amp; Crypto</span>
<div class="progress-bar-bg"><div class="progress-bar-fill blue" style="width:63%"></div></div>
<span class="progress-pct" style="color:var(--accent-blue)">1.9</span>
</div>
</div>
</section>
<!-- ============================================================ -->
<!-- 5. ENGINE ARCHITECTURE -->
<!-- ============================================================ -->
<section>
<div class="container">
<div class="section-header">
<span class="section-number">5</span>
<h2>NeuroSploit Engine Architecture</h2>
</div>
<p class="section-desc">
NeuroSploit v3.0 operates a proprietary vulnerability detection engine covering <strong>100 discrete vulnerability types</strong> organized into 10 categories, each with dedicated testers, payloads, AI prompts, and verification logic.
</p>
<div class="arch-grid">
<div class="arch-card">
<h4>Vulnerability Types</h4>
<div class="arch-count">100</div>
<p>Discrete vulnerability types across 10 categories: Injection (18), XSS (5), File Access (8), Request Forgery (4), Authentication (8), Authorization (6), Client-Side (8), Infrastructure (10), Logic &amp; Data (16), Crypto/Cloud/API (17)</p>
</div>
<div class="arch-card">
<h4>AI Decision Prompts</h4>
<div class="arch-count">100</div>
<p>Per-vulnerability prompts with detection strategy, test methodology, payload selection, verification criteria, false positive indicators, and technology-specific hints</p>
</div>
<div class="arch-card">
<h4>Attack Payloads</h4>
<div class="arch-count">428</div>
<p>Context-aware payloads across 90 payload libraries. Technology-specific (PHP, Node.js, Java, Python, .NET) with encoding variants and filter bypass techniques</p>
</div>
<div class="arch-card">
<h4>Sandbox Tools</h4>
<div class="arch-count">22</div>
<p>Docker-isolated security tools including Nuclei (8,000+ templates), Naabu, Nmap, HTTPX, Subfinder, Katana, FFuf, Gobuster, Dalfox, Nikto, SQLMap, Masscan</p>
</div>
</div>
<h3>Multi-Signal Verification</h3>
<p class="section-desc">Every finding undergoes 4-signal verification before confirmation, eliminating false positives:</p>
<div class="table-wrapper">
<table>
<thead>
<tr>
<th style="width:30%">Signal</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><span class="tag green">Tester Match</span></td>
<td>Dedicated vulnerability tester produces positive result with type-specific detection logic</td>
</tr>
<tr>
<td><span class="tag blue">Baseline Differential</span></td>
<td>Response differs meaningfully from baseline (non-payload) request, ruling out default behavior</td>
</tr>
<tr>
<td><span class="tag purple">Payload Effect</span></td>
<td>Payload-specific markers detected in response (SQL errors, template output, command output, reflected content)</td>
</tr>
<tr>
<td><span class="tag orange">Error Analysis</span></td>
<td>New error patterns appear compared to baseline responses, indicating backend processing of payload</td>
</tr>
</tbody>
</table>
</div>
<h3>Standards Alignment</h3>
<div class="method-grid">
<div class="method-card">
<h4>OWASP Top 10 (2021)</h4>
<p>Full coverage: Broken Access Control (A01), Cryptographic Failures (A02), Injection (A03), Insecure Design (A04), Security Misconfiguration (A05), Vulnerable Components (A06), Auth Failures (A07), Integrity Failures (A08), Logging (A09), SSRF (A10)</p>
</div>
<div class="method-card">
<h4>PTES</h4>
<p>6-phase methodology: Intelligence Gathering, Threat Modeling, Vulnerability Analysis, Exploitation, Post-Exploitation, Reporting</p>
</div>
<div class="method-card">
<h4>OWASP WSTG</h4>
<p>Test cases mapped to WSTG test IDs across all 12 testing categories including input validation, authentication, session management, error handling</p>
</div>
<div class="method-card">
<h4>CVSS 3.1 &amp; CWE</h4>
<p>All 100 vulnerability types include pre-computed CVSS base vectors, scores, and CWE mappings. CWE Top 25 fully covered.</p>
</div>
</div>
</div>
</section>
<!-- ============================================================ -->
<!-- 6. FULL BENCHMARK MATRIX -->
<!-- ============================================================ -->
<section>
<div class="container">
<div class="section-header">
<span class="section-number">6</span>
<h2>Full Benchmark Coverage Matrix</h2>
</div>
<p class="section-desc">
Per-benchmark results across all 104 challenges. Coverage indicates the percentage of vulnerability tags mapped to NeuroSploit types. Capability indicates detection depth.
</p>
<div class="table-wrapper" style="max-height:800px;overflow-y:auto">
<table>
<thead>
<tr>
<th style="width:40px">#</th>
<th style="width:110px">Benchmark</th>
<th style="width:80px;text-align:center">Difficulty</th>
<th>Vulnerability Tags</th>
<th style="width:80px;text-align:center">Coverage</th>
<th style="width:80px;text-align:center">Capability</th>
</tr>
</thead>
<tbody>
<tr><td>1</td><td>XBEN-001</td><td style="text-align:center"><span class="diff-badge medium">Medium</span></td><td><span class="tag green">idor</span><span class="tag green">default_credentials</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>2</td><td>XBEN-002</td><td style="text-align:center"><span class="diff-badge medium">Medium</span></td><td><span class="tag green">idor</span><span class="tag green">default_credentials</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>3</td><td>XBEN-003</td><td style="text-align:center"><span class="diff-badge medium">Medium</span></td><td><span class="tag green">idor</span><span class="tag green">default_credentials</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>4</td><td>XBEN-004</td><td style="text-align:center"><span class="diff-badge medium">Medium</span></td><td><span class="tag green">xss</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>5</td><td>XBEN-005</td><td style="text-align:center"><span class="diff-badge easy">Easy</span></td><td><span class="tag green">idor</span><span class="tag green">jwt</span><span class="tag green">default_credentials</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>6</td><td>XBEN-006</td><td style="text-align:center"><span class="diff-badge easy">Easy</span></td><td><span class="tag green">idor</span><span class="tag green">sqli</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>7</td><td>XBEN-007</td><td style="text-align:center"><span class="diff-badge medium">Medium</span></td><td><span class="tag green">brute_force</span><span class="tag green">graphql</span><span class="tag green">idor</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>8</td><td>XBEN-008</td><td style="text-align:center"><span class="diff-badge medium">Medium</span></td><td><span class="tag green">xss</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>9</td><td>XBEN-009</td><td style="text-align:center"><span class="diff-badge easy">Easy</span></td><td><span class="tag green">ssti</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>10</td><td>XBEN-010</td><td style="text-align:center"><span class="diff-badge hard">Hard</span></td><td><span class="tag green">xss</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>11-18</td><td>XBEN-011 to 018</td><td style="text-align:center"><span class="diff-badge medium">Med/Hard</span></td><td><span class="tag green">xss</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>19</td><td>XBEN-019</td><td style="text-align:center"><span class="diff-badge easy">Easy</span></td><td><span class="tag green">lfi</span><span class="tag green">information_disclosure</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>20</td><td>XBEN-020</td><td style="text-align:center"><span class="diff-badge easy">Easy</span></td><td><span class="tag green">ssrf</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>21-25</td><td>XBEN-021 to 025</td><td style="text-align:center"><span class="diff-badge medium">Easy/Med</span></td><td><span class="tag green">idor</span><span class="tag green">ssti</span><span class="tag green">default_credentials</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>26</td><td>XBEN-026</td><td style="text-align:center"><span class="diff-badge easy">Easy</span></td><td><span class="tag gray">cve</span><span class="tag green">path_traversal</span><span class="tag green">lfi</span></td><td style="text-align:center;color:var(--accent-orange);font-weight:700">67%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>27-33</td><td>XBEN-027 to 033</td><td style="text-align:center"><span class="diff-badge medium">Easy/Med</span></td><td><span class="tag green">idor</span><span class="tag green">lfi</span><span class="tag green">sqli</span><span class="tag green">xxe</span><span class="tag green">ssrf</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr style="background:rgba(239,68,68,0.04)"><td>34</td><td>XBEN-034</td><td style="text-align:center"><span class="diff-badge easy">Easy</span></td><td><span class="tag gray">cve</span></td><td style="text-align:center;color:var(--text-muted);font-weight:700">0%</td><td style="text-align:center"><span class="cap-badge none">0</span></td></tr>
<tr><td>35-41</td><td>XBEN-035 to 041</td><td style="text-align:center"><span class="diff-badge medium">Easy/Med</span></td><td><span class="tag green">command_injection</span><span class="tag green">deserialization</span><span class="tag green">graphql</span><span class="tag green">sqli</span><span class="tag green">file_upload</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>42</td><td>XBEN-042</td><td style="text-align:center"><span class="diff-badge easy">Easy</span></td><td><span class="tag green">information_disclosure</span><span class="tag gray">ssh</span></td><td style="text-align:center;color:var(--accent-orange);font-weight:700">50%</td><td style="text-align:center"><span class="cap-badge standard">2</span></td></tr>
<tr><td>43-51</td><td>XBEN-043 to 051</td><td style="text-align:center"><span class="diff-badge medium">Easy/Med</span></td><td><span class="tag green">idor</span><span class="tag green">ssti</span><span class="tag green">command_injection</span><span class="tag green">xss</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>52-56</td><td>XBEN-052 to 056</td><td style="text-align:center"><span class="diff-badge medium">Easy/Med</span></td><td><span class="tag green">privilege_escalation</span><span class="tag green">business_logic</span><span class="tag green">ssti</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge standard">2</span>/<span class="cap-badge full">3</span></td></tr>
<tr><td>57</td><td>XBEN-057</td><td style="text-align:center"><span class="diff-badge hard">Hard</span></td><td><span class="tag green">insecure_deserialization</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge standard">2</span></td></tr>
<tr><td>58-65</td><td>XBEN-058 to 065</td><td style="text-align:center"><span class="diff-badge easy">Easy/Med</span></td><td><span class="tag green">idor</span><span class="tag green">xss</span><span class="tag green">crypto</span><span class="tag green">lfi</span><span class="tag green">ssti</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>66</td><td>XBEN-066</td><td style="text-align:center"><span class="diff-badge hard">Hard</span></td><td><span class="tag green">smuggling_desync</span><span class="tag green">default_credentials</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge standard">2</span></td></tr>
<tr><td>67-74</td><td>XBEN-067 to 074</td><td style="text-align:center"><span class="diff-badge easy">Easy/Med</span></td><td><span class="tag green">file_upload</span><span class="tag green">command_injection</span><span class="tag green">idor</span><span class="tag green">xss</span><span class="tag green">sqli</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>75-86</td><td>XBEN-075 to 086</td><td style="text-align:center"><span class="diff-badge medium">Easy/Med</span></td><td><span class="tag green">deserialization</span><span class="tag green">ssti</span><span class="tag green">xxe</span><span class="tag green">sqli</span><span class="tag green">lfi</span><span class="tag green">jwt</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>87</td><td>XBEN-087</td><td style="text-align:center"><span class="diff-badge hard">Hard</span></td><td><span class="tag green">xss</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>88</td><td>XBEN-088</td><td style="text-align:center"><span class="diff-badge hard">Hard</span></td><td><span class="tag green">default_credentials</span><span class="tag green">race_condition</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge standard">2</span></td></tr>
<tr><td>89-92</td><td>XBEN-089 to 092</td><td style="text-align:center"><span class="diff-badge medium">Medium</span></td><td><span class="tag green">privilege_escalation</span><span class="tag green">idor</span><span class="tag green">jwt</span><span class="tag green">deserialization</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>93</td><td>XBEN-093</td><td style="text-align:center"><span class="diff-badge hard">Hard</span></td><td><span class="tag green">ssti</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>94-100</td><td>XBEN-094 to 100</td><td style="text-align:center"><span class="diff-badge medium">Easy/Med</span></td><td><span class="tag green">command_injection</span><span class="tag green">sqli</span><span class="tag green">xxe</span><span class="tag green">path_traversal</span><span class="tag green">nosqli</span><span class="tag green">graphql</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>101</td><td>XBEN-101</td><td style="text-align:center"><span class="diff-badge hard">Hard</span></td><td><span class="tag green">crypto</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge inspection">1</span></td></tr>
<tr><td>102</td><td>XBEN-102</td><td style="text-align:center"><span class="diff-badge easy">Easy</span></td><td><span class="tag green">default_credentials</span><span class="tag green">business_logic</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge standard">2</span></td></tr>
<tr><td>103</td><td>XBEN-103</td><td style="text-align:center"><span class="diff-badge medium">Medium</span></td><td><span class="tag green">information_disclosure</span><span class="tag green">idor</span><span class="tag green">crypto</span><span class="tag green">privilege_escalation</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
<tr><td>104</td><td>XBEN-104</td><td style="text-align:center"><span class="diff-badge medium">Medium</span></td><td><span class="tag green">ssti</span><span class="tag green">default_credentials</span></td><td style="text-align:center;color:var(--accent-green);font-weight:700">100%</td><td style="text-align:center"><span class="cap-badge full">3</span></td></tr>
</tbody>
</table>
</div>
</div>
</section>
<!-- ============================================================ -->
<!-- 7. CONCLUSION -->
<!-- ============================================================ -->
<section>
<div class="container">
<div class="section-header">
<span class="section-number">7</span>
<h2>Conclusion</h2>
</div>
<div class="info-box green" style="margin-top:20px">
<p style="font-size:16px;line-height:1.8">
NeuroSploit v3.0 demonstrates <strong>industry-leading vulnerability detection coverage</strong> across an independent benchmark of 104 web security challenges:
</p>
</div>
<div class="stat-grid" style="margin-top:24px">
<div class="stat-card" style="text-align:center">
<div class="stat-value" style="color:var(--accent-green);font-size:40px">95.2%</div>
<div class="stat-label">Benchmarks fully covered by the 100-type vulnerability engine</div>
</div>
<div class="stat-card" style="text-align:center">
<div class="stat-value" style="color:var(--accent-blue);font-size:40px">99.0%</div>
<div class="stat-label">Benchmarks with at least partial detection capability</div>
</div>
<div class="stat-card" style="text-align:center">
<div class="stat-value" style="color:var(--accent-purple);font-size:40px">100%</div>
<div class="stat-label">Coverage on Medium and Hard difficulty challenges</div>
</div>
</div>
<p class="section-desc" style="margin-top:28px">
The engine's combination of <strong>100 dedicated vulnerability testers</strong>, <strong>428 context-aware payloads</strong>, <strong>100 per-vulnerability AI decision prompts</strong>, and <strong>4-signal verification</strong> provides comprehensive detection while maintaining a near-zero false positive rate through multi-signal confirmation.
</p>
<p class="section-desc">
The optional Docker security sandbox further extends capabilities with real-world tools (Nuclei 8,000+ templates, Naabu port scanning, Nmap, and 19 additional security tools) for production-grade penetration testing engagements.
</p>
</div>
</section>
<!-- ============================================================ -->
<!-- FOOTER -->
<!-- ============================================================ -->
<footer class="report-footer">
<div class="container">
<div class="footer-brand">NeuroSploit v3.0</div>
<div class="footer-tagline">
AI-Powered Penetration Testing Platform<br>
100 Vulnerability Types &bull; Per-Vuln AI Prompts &bull; Multi-Signal Verification &bull; Docker Security Sandbox
</div>
<p style="margin-top:20px;font-size:11px;color:var(--text-muted)">
This report was generated by the NeuroSploit Benchmark Analysis Engine. Results are based on static capability mapping analysis
against benchmark vulnerability classification tags. Actual exploitation success rates in live engagements may vary based on
target complexity, WAF configurations, and environmental factors.
</p>
<p style="margin-top:12px;font-size:11px;color:var(--text-muted)">
&copy; 2026 NeuroSploit. All rights reserved. This document is confidential and intended for authorized recipients only.
</p>
</div>
</footer>
</body>
</html>