STATUS
● Production
CLIENT
Open Source
YEAR
2024
ROLE
Builder & Architect
STACK
PythonNetworkXClaude APITree-sitterLeiden
EVIDENCE LINKS
Note: Where client systems are private, screenshots are anonymized and architecture is shown without protected data.
Graphify
An AI coding assistant skill that reads files, builds a knowledge graph, and extracts structure to help understand codebases faster.
Problem
Understanding large codebases is difficult for AI assistants because they lack structural context and graph navigation.
Implementation Decisions
- Deterministic AST extraction for code files with no LLM needed.
- Parallel subagents run over docs to extract concepts and relationships.
- Leiden algorithm for topology-based clustering without embeddings.