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Graphify
ASecurityBuild a knowledge graph from your codebase for 71.5x token reduction per query
- 6 stars
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- Added May 27, 2026
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96/100- Installs packages at runtime which could introduce malicious dependencies
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[](https://www.skillsdirectory.com/skills/kevinzai-graphify)---
name: graphify
description: Build a knowledge graph from your codebase for 71.5x token reduction per query
category: code
triggers:
- graphify
- knowledge graph
- codebase graph
- token reduction
---
# Graphify — Codebase Knowledge Graph
Build a NetworkX knowledge graph from code, docs, PDFs, and images. Query the graph instead of grepping — 71.5x token savings per query.
## Install
```bash
pip install graphifyy
graphify install
```
## Usage
```bash
graphify build . # Build graph from current directory
graphify query "how does auth work?" # Query the graph
graphify serve # Interactive HTML visualization
```
## What It Does
1. **Detects** files (code, docs, PDFs, images)
2. **Extracts** entities and relationships via AST + Claude subagents
3. **Builds** a NetworkX graph with confidence labels (EXTRACTED/INFERRED/AMBIGUOUS)
4. **Exports** interactive HTML, graph.json, GRAPH_REPORT.md
## Integration
- Installs as a Claude Code skill (`/graphify`)
- PreToolUse hook redirects Glob/Grep through the graph
- SHA256 cache — only reprocesses changed files
## Links
- **GitHub:** https://github.com/safishamsi/graphify
- **License:** MIT
- **Stars:** 5,897+
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