You: "How does the payment system handle refunds?"

Neocortex: Found 4 relevant functions:
  • processRefund() - payments/refund.ts
  • validateRefundRequest() - payments/validation.ts  
  • updateOrderStatus() - orders/status.ts [via dependency graph]
  • sendRefundNotification() - notifications/email.ts [via dependency graph]

[Returns actual code context ready for any LLM]

┌──────────────────────────────────────────────────────────────────────┐
│                        NEOCORTEX PIPELINE                            │
│                                                                      │
│  ┌─────────┐    ┌─────────┐    ┌─────────┐    ┌─────────┐          │
│  │  CLONE  │───▶│  PARSE  │───▶│  GRAPH  │───▶│  EMBED  │          │
│  │ GitHub  │    │   AST   │    │  Deps   │    │ Vectors │          │
│  └─────────┘    └─────────┘    └─────────┘    └─────────┘          │
│       │              │              │              │                 │
│       ▼              ▼              ▼              ▼                 │
│    repo/         CodeEntity[]   calls/calledBy  embeddings[]        │
│                                                                      │
│  ════════════════════════════════════════════════════════════════   │
│                                                                      │
│  ┌─────────┐    ┌─────────┐    ┌─────────┐    ┌─────────┐          │
│  │CLASSIFY │───▶│ SEARCH  │───▶│ EXPAND  │───▶│ SELECT  │          │
│  │  Query  │    │Semantic │    │  Graph  │    │ Budget  │          │
│  └─────────┘    └─────────┘    └─────────┘    └─────────┘          │
│       │              │              │              │                 │
│       ▼              ▼              ▼              ▼                 │
│   QueryType      matches[]    +dependencies    context string       │
│                                                                      │
└──────────────────────────────────────────────────────────────────────┘

src/
├── index.ts              # CLI entry point (Commander.js)
├── server.ts             # Express API server
├── security.ts           # Rate limiting, audit logs, sanitization
│
├── clone.ts              # Git operations (clone, pull, file discovery)
├── parser.ts             # AST parsing with tree-sitter
├── graph.ts              # Dependency graph construction
├── embeddings.ts         # OpenAI/Voyage vector embeddings
│
├── retrieval/
│   ├── classifier.ts     # Query type detection
│   ├── search.ts         # Semantic + keyword + graph search
│   └── budget.ts         # Token budget selection
│
├── generator.ts          # Training data generation
├── templates.ts          # Q&A templates
├── output.ts             # JSONL file handling
├── types.ts              # TypeScript interfaces
│
└── ui/
    ├── App.tsx           # React application
    ├── CodeContextUI.tsx # Main UI component
    └── api.ts            # Frontend HTTP client

🎯 Context Retrieval Pipeline

┌─────────────────────────────────────────────────────────────┐
│ QUERY CLASSIFICATION                                        │
├─────────────────────────────────────────────────────────────┤
│ Type:       SIMPLE                                          │
│ Confidence: ████████░░  80%                                 │
│ Targets:    authentication                                  │
└─────────────────────────────────────────────────────────────┘

🔎 Searching: "how does authentication work"...
   Raw matches: 15
   Top scores: Login (0.325), onSignInButtonClick (0.296)

📊 SEARCH RESULTS — Found 5 entities, selected 5 within budget

  1. Login [keyword] - 765 tokens - src/pages/Login.tsx
  2. onSignInButtonClick [keyword] - 147 tokens - src/pages/Login.tsx
  3. PrivateRoute [graph] - 54 tokens - src/components/PrivateRoute.tsx
  4. getUser [keyword] - 36 tokens - src/utils/auth.ts
  5. AuthContext [semantic] - 89 tokens - src/contexts/AuthContext.tsx

Total tokens: 1,091 / 2,000 budget

═══════════════════════════════════════════════════════════════
CONTEXT (ready for LLM)
═══════════════════════════════════════════════════════════════

// File: src/pages/Login.tsx
function Login() {
  const [email, setEmail] = useState('');
  const [password, setPassword] = useState('');
  
  async function onSignInButtonClick() {
    const result = await signIn(email, password);
    if (result.success) {
      history.push('/dashboard');
    }
  }
  // ...
}

// File: src/components/PrivateRoute.tsx
function PrivateRoute({ children }) {
  const { user } = useAuth();
  return user ? children : <Navigate to="/login" />;
}