Code Graph: Structural Code Intelligence for Complex Systems
Code Graph: Structural Code Intelligence for Complex Systems
Go beyond static analysis. Code Graph turns your entire codebase into an interactive and searchable knowledge graph. This way, you don’t just read code—you understand it.

Why Choose GraphRAG?
Relationship-First Retrieval
Precision Context Gathering
Structure-Aware Navigation
Preserved Business Logic
How it Works
Parse & Index
Code Graph analyzes your repositories and builds a structural map of your codebase. This includes classes, methods, dependencies, and data flows.
Graph Construction
Entities and relationships are organized into a scalable knowledge graph that mirrors the logical architecture of your system.
Query Interface Layer
Developers and tools can now interact with the code graph to fetch only the relevant and context-rich code blocks.
AI IDE Integration (via MCP)
Model Context Protocol (MCP) connects your IDEs—like Cursor and Windsurf—directly to the Code Knowledge Graph, enabling real-time, graph-powered coding assistance within your workflow.
Continuous Updates
Our incremental graph update engine ensures real-time synchronization with your changing codebase, so no full re-indexing is required.

Key Features and Benefits
AI-Assisted Code Review with CodeKnack
Enhance your review workflows with our contextual graph agents. They are designed to flag potential bugs, suggest improvements, and understand the why behind the code.


Context-Rich Code Retrieval
Fetch the exact function, call chain, or dependency you need across different files and languages without manual digging.

Developer Onboarding in Minutes
New joiners can instantly trace logic flows, understand business-critical paths, and contribute faster with Code Graph.

Comprehensive Automated Testing
Autogenerates robust unit and integration tests, ensuring system reliability and substantially reducing deployment risks.

Effortless Migration and Refactoring
Migrate legacy systems while preserving logic fidelity. Code Graph sees and maps what traditional RAG tools miss.
Why Choose KnackLabs?

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