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

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.

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?

Graph-Native Architecture
Legacy-Compatible Design
Transparent, Auditable Outputs

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