Security analysis engine — catches vulnerabilities before they ship. CLI, pre-commit, CI/CD, AI-powered, Raven-connected. (CodeGuard Copilot CLI — published as raven-guard on PyPI)
Project description
CodeGuard Copilot — Intelligent Security Ecosystem
Your AI-Powered Security Guardian — Now Connected to Live Attacker Intelligence
Features • Architecture • Raven Integration • Installation • Roadmap • Contributing
What is CodeGuard Copilot?
CodeGuard Copilot catches security vulnerabilities as you code, not after you commit. It combines deterministic regex pattern detection with AI-powered deep analysis and live attacker intelligence from the Raven/WraithWall ecosystem to give you context no other VS Code security extension can.
What makes it different:
- 50+ vulnerability patterns across JavaScript, TypeScript, Python, Java, PHP, Go, Rust, C++, C#, Ruby
- Raven Intelligence Bridge — attacker behavior from live honeypots informs which vulnerabilities matter most
- Security Knowledge Graph — connects findings to CWEs, MITRE techniques, attacker behavior, and remediation
- AI Security Rule Generation — learns new detection patterns from real-world exploit data
- Interactive Security Training — learn WHY code is vulnerable, not just THAT it is
Features
Real-Time Detection (Phase 1)
- Scans as you type with configurable debounce (default 500ms)
- 35+ built-in vulnerability patterns (17 core + 18 expanded)
- Multi-language: JS, TS, Python, Java, PHP, Go, Rust, C++, C#, Ruby
- Pattern-based detection (<10ms response)
- Workspace-wide scanning with progress tracking
AI-Powered Deep Analysis (Phase 1)
- Context-aware security analysis using Claude, GPT-4, or Groq
- Identifies logic flaws, business logic vulnerabilities, and framework anti-patterns
- Configurable AI provider and API key
- Daily usage budget (guard against API costs)
Custom Rules & Plugins (Phase D)
.codeguard.jsoncustom rule configuration — regex, severity, CWE, per-file- Plugin system for custom analyzers (SecurityAnalyzer interface)
- Shared rule sets for team collaboration
- Rule suppressions and path exclusions
Raven Intelligence Bridge (Phase D)
- Attacker → Pattern: Cowrie honeypot attacker behavior → proposed CodeGuard patterns
- Code → Threat: CodeGuard findings → MITRE-mapped threat feedback for Raven
- Attacker-Aligned Prioritization: Findings that match real attacker behavior get elevated priority
- Security Knowledge Graph: finding → file → function → CWE → MITRE → attacker behavior → fix
Security Training Mode (Phase D)
- 3 interactive training modules (SQLi, XSS, hardcoded secrets)
- Vulnerable vs secure code side-by-side
- Real-world breach examples + quiz
- Webview-based — works inside VS Code
CI/CD Native Integration
- GitHub Actions workflow (scan on push/PR, Semgrep + Snyk bridge)
- GitLab CI example configuration
- Artifact upload for security reports
Intelligent Quick Fixes
- One-click secure code replacements
- "Explain this vulnerability" → webview with detailed analysis
- "Learn more" → opens CWE reference
- "Ignore this warning" → inline suppression comments
Architecture
Developer Code
│
▼
┌──────────────────────────────────────────────┐
│ CodeGuard Copilot │
│ │
│ ┌──────────────┐ ┌──────────────┐ │
│ │ Pattern │ │ AST / AI │ │
│ │ Detection │ │ Analysis │ │
│ │ (regex) │ │ (Claude/GPT) │ │
│ │ 35+ rules │ │ │ │
│ └──────┬───────┘ └──────┬────────┘ │
│ │ │ │
│ ▼ ▼ │
│ ┌──────────────────────────────────────┐ │
│ │ Vulnerability Findings │ │
│ │ severity · CWE · file · confidence │ │
│ └──────────────────┬───────────────────┘ │
│ │ │
│ ▼ │
│ ┌──────────────────────────────────────┐ │
│ │ Intelligence Pipeline │ │
│ │ │ │
│ │ ┌─────────────┐ ┌────────────────┐ │ │
│ │ │ Knowledge │ │ Raven Bridge │ │ │
│ │ │ Graph │ │ ← attacker data │ │ │
│ │ │ finding→CWE │ │ → threat intel │ │ │
│ │ │ →MITRE→fix │ │ │ │ │
│ │ └─────────────┘ └────────────────┘ │ │
│ └──────────────────┬───────────────────┘ │
│ │ │
│ ▼ │
│ ┌──────────────────────────────────────┐ │
│ │ Developer Feedback │ │
│ │ QuickFix · Explain · Suppress · Fix │ │
│ │ Training · Report · CI/CD │ │
│ └──────────────────────────────────────┘ │
│ │
└──────────────────────────────────────────────┘
│
▼
┌──────────────────────────────────────────────┐
│ WraithWall / Raven │
│ │
│ Cowrie Honeypot → Attacker Telemetry │
│ Campaign Correlation → Behavioral DNA │
│ CISA KEV → OWASP → Composite Scoring │
│ Cross-Repo Systemic Patterns │
│ Dark-Web Breach Monitoring │
└──────────────────────────────────────────────┘
Raven Intelligence Bridge
CodeGuard Copilot is the frontend intelligence consumer for Raven's attacker telemetry pipeline. When Cowrie honeypots observe real attackers using exploitation techniques, the patterns flow into CodeGuard:
Attacker uses SQL injection on honeypot
↓
Raven detects: CWE-89, credential_access, threat_score=85
↓
RavenIntelBridge.ingestEvent() receives event
↓
Generates candidate CodeGuard pattern at confidence 0.85
↓
Proposed pattern: "SQL Injection (attacker-observed)"
↓
Human review → published as CodeGuard rule
↓
Developers protected against the actual exploit
Conversely, when CodeGuard finds a vulnerability, it generates structured Raven feedback:
CodeGuard finding: CWE-798 hardcoded secret in auth/login.js
↓
RavenThreatFeedback.generateIntelligence()
↓
MITRE techniques: T1552, T1078
↓
Raven priority score: 72 (network attack vector, low complexity)
↓
Raven elevates this finding in composite scoring
↓
SOC team sees: "Attacker-aligned credential finding in production repo"
Detected Vulnerability Categories
Critical
SQL Injection (CWE-89), Command Injection (CWE-78), NoSQL Injection (CWE-943), Hardcoded Secrets (CWE-798), Insecure Deserialization (CWE-502)
High
XSS (CWE-79), DOM-based XSS, Path Traversal (CWE-22), File Upload (CWE-434), Weak Crypto (CWE-327), Unsafe Blocks (Rust), Unescaped HTML (Go)
Medium
CORS Misconfiguration (CWE-942), Open Redirect (CWE-601), Insecure Random (CWE-338), ReDoS (CWE-1333), Memory Leak (C++), Mass Assignment (Ruby)
Low
Weak Password Storage, Express Trust Proxy, Missing Security Headers, Framework anti-patterns
Language-specific (18 new)
Go: SQLi, Insecure Random, Hardcoded Secret, Unescaped HTML Rust: Unsafe Block, Hardcoded Secret, Command Injection, Weak Crypto C++: Buffer Overflow, Memory Leak, SQL Injection C#: SQL Injection, Connection String, Insecure Deserialization Ruby: SQL Injection, Command Injection, Mass Assignment, Unsafe YAML
Installation
git clone https://github.com/niffyhunt/codeguard-copilot.git
cd codeguard-copilot
npm install
npm run compile
# Press F5 in VS Code to launch Extension Development Host
Configuration
{
"codeguard.enableRealtime": true,
"codeguard.scanDelay": 500,
"codeguard.aiProvider": "groq",
"codeguard.enableAI": true,
"codeguard.enablePlugins": true,
"codeguard.enableTraining": true,
"codeguard.severityFilter": ["critical", "high", "medium"]
}
Custom Rules (.codeguard.json)
{
"version": "0.1.0",
"customPatterns": [{
"id": "my-custom-rule",
"type": "Custom: Unsafe Function",
"severity": "high",
"regex": "eval\\\\(.*userInput",
"languages": ["javascript"],
"message": "eval() with user input detected",
"cwe": "CWE-95"
}],
"severityOverrides": { "SQL Injection": "critical" },
"excludedPaths": ["vendor/", "node_modules/", "*.test.ts"]
}
Implementation Status
| Feature | Status |
|---|---|
| Real-time scanning (17 base patterns) | Prod |
| AI analysis (Claude/GPT/Groq) | Prod |
| VS Code Diagnostics + QuickFix | Prod |
| Status bar + commands + keybindings | Prod |
| 18 new language patterns (Go/Rust/C++/C#/Ruby) | v0.2.0 |
| .codeguard.json custom rules | v0.2.0 |
| GitHub Actions + GitLab CI/CD | v0.2.0 |
| Security Training Mode | v0.2.0 |
| Plugin system framework | v0.2.0 |
| Raven Intelligence Bridge | v0.2.0 |
| CodeGuard → Raven Threat Feedback | v0.2.0 |
| Security Knowledge Graph | v0.2.0 |
| JetBrains IDE scaffolding | v0.2.0 |
| VS Code Marketplace publication | Planned |
| Telemetry dashboard | Planned |
| Reachability analysis (AST) | Planned |
| Security drift detection | Research |
Repository Structure
codeguard-copilot/
├── .codeguard.example.json # Custom rules template
├── .github/workflows/ci.yml # GitHub Actions CI/CD
├── .gitlab-ci.example.yml # GitLab CI integration
├── package.json # Extension manifest (0.2.0)
├── tsconfig.json # TypeScript config
├── README.md # This file
├── SETUP_GUIDE.md # Detailed setup
└── src/
├── extension.ts # Entry point, VS Code lifecycle
├── patterns/
│ ├── vulnerabilityPatterns.ts # 17 base patterns
│ ├── expandedPatterns.ts # 18 language-specific patterns
│ └── securityScanner.ts # Two-phase scanner
├── ai/
│ └── aiEngine.ts # Claude/GPT/Groq integration
├── Ui/
│ ├── diagnostics.ts # VS Code diagnostic rendering
│ └── quickFix.ts # Quick fixes + explain webview
├── config/
│ └── customRules.ts # .codeguard.json loader
├── plugins/
│ └── registry.ts # Plugin system framework
├── raven/
│ ├── bridge.ts # Raven → CodeGuard intelligence
│ └── feedback.ts # CodeGuard → Raven threat feedback
├── knowledge/
│ └── graph.ts # Security finding knowledge graph
├── training/
│ └── mode.ts # Interactive security training
└── jetbrains/
└── exporter.ts # JetBrains plugin scaffolding
Contributing
- Fork the repository
- Create a feature branch
- Add vulnerability patterns to
src/patterns/vulnerabilityPatterns.tsorexpandedPatterns.ts - Run
npm run compile && npm run lint - Open a Pull Request
Adding a new pattern:
{
type: 'Your Vulnerability Name',
severity: 'critical',
regex: /your-pattern/gi,
languages: ['javascript', 'python'],
message: 'Short description',
explanation: 'Why this is dangerous and how attackers exploit it',
fix: 'Step-by-step fix instructions',
codeExample: '// Secure alternative code',
cwe: 'CWE-XXX'
}
License
MIT — see LICENSE file.
CodeGuard Copilot v0.2.0 — Intelligent Security Ecosystem
Connected to Raven · Powered by attacker intelligence · Built for developers
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