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
Follows the natural connections between functions, classes, and modules across files, packages, and systems.
Precision Context Gathering
Surfaces exactly what’s needed by tracing data flow and logic dependencies. No more, no less.
Structure-Aware Navigation
Understands how your code actually works at its core to enable smarter and faster decisions.
Preserved Business Logic
Connects code implementation to business requirements to ensure that core logic never gets lost in translation.
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.
Multi-Repo, Multi-Language Coverage
Code Graph is built for complex and polyglot environments, enabling unified understanding irrespective of the stack.
Effortless Migration and Refactoring
Migrate legacy systems while preserving logic fidelity. Code Graph sees and maps what traditional RAG tools miss.
Why Choose KnackLabs?
