Coding May 2, 2026 2 min read OndaVox EN

Optimizing Claude Code with Graphify

Graphify is a plugin that turns raw files into a knowledge graph, mapping connections between files and providing context to Claude Code without burning tokens. This solution was inspired by Andrej Karpathy, co-founder of OpenAI, and has gained 39K stars in a couple of weeks. By using Graphify, users can save 70 times on token per search and get better answers. The plugin creates a knowledge graph and preemptively creates semantic relationships between files, allowing Claude Code to understand the relationships between them.

Coding ai toolingai-assisted developmentclaudeknowledge graphsllm efficiencyopen-source ai

Claude Code is a powerful tool, but it can be expensive when it has to reread everything. Graphify is a plugin that fixes this issue by turning raw files into a knowledge graph, then mapping how each file connects. This allows Claude Code to get context without burning tokens, resulting in less guessing and better answers.

## Overview Graphify was inspired by Andrej Karpathy, co-founder of OpenAI, who wanted a solution for the raw folder strategy. The plugin creates a knowledge graph of all the information in the database and preemptively creates semantic relationships between all the files in the code base. This allows Claude Code to understand the intimate relationship that one file has in relation to another.

## How it works To use Graphify, users can add Graphify Query to their search, and Claude Code will get context without burning tokens. The plugin also allows users to visualize the knowledge graph in Obsidian, providing a clear understanding of the relationships between files. By using Graphify, users can save 70 times on token per search and get better answers.

## Tradeoffs The main benefit of using Graphify is the reduction in token usage, which can result in significant cost savings. Additionally, the plugin provides better answers and less guessing, making it a valuable tool for users who rely on Claude Code. However, the plugin may require some setup and configuration, and users will need to have a basic understanding of how to use it.

In conclusion, Graphify is a powerful plugin that can help optimize Claude Code and reduce token usage. By creating a knowledge graph and mapping connections between files, Graphify provides context to Claude Code without burning tokens, resulting in better answers and less guessing. Users who are interested in learning more about Graphify can comment below for a full breakdown on how to use it, and follow for more updates, including an upcoming interview with the creator of the plugin.

Referenced sources behind this article

  • Evidence source 1 Source

    tier1_press · 1 evidence snippets

Claim support stored for this article

  • Claim 1 100% confidence 1 snippet refs

    Graphify reduces token usage in Claude by 70x per search compared to re-reading raw files.

    • Comment “Graph” for Full Graphify Tutorial Video and 40+ Free Claude Code Guides/Templates
      Source tier1_press Apr 30, 2026

      Comment “Graph” for Full Graphify Tutorial Video and 40+ Free Claude Code Guides/Templates Claude Code is expensive when it has to reread everything. Graphify fixes that. It turns your raw files into a knowledge graph, then maps how each file connects. Add Graphify Query to your search and Claude gets context without burning tokens. Less guessing. Better answers. Cheaper searches. #AIAgents #ClaudeCode #Graphify #KnowledgeGraph #AIWorkflow

  • Claim 2 100% confidence 1 snippet refs

    Graphify was inspired by Andrej Karpathy’s ‘raw folder’ strategy for AI-assisted development.

    • Comment “Graph” for Full Graphify Tutorial Video and 40+ Free Claude Code Guides/Templates
      Source tier1_press Apr 30, 2026

      Comment “Graph” for Full Graphify Tutorial Video and 40+ Free Claude Code Guides/Templates Claude Code is expensive when it has to reread everything. Graphify fixes that. It turns your raw files into a knowledge graph, then maps how each file connects. Add Graphify Query to your search and Claude gets context without burning tokens. Less guessing. Better answers. Cheaper searches. #AIAgents #ClaudeCode #Graphify #KnowledgeGraph #AIWorkflow

  • Claim 3 100% confidence 1 snippet refs

    Graphify has 39K stars on its open-source repository as of late April 2026.

    • Comment “Graph” for Full Graphify Tutorial Video and 40+ Free Claude Code Guides/Templates
      Source tier1_press Apr 30, 2026

      Comment “Graph” for Full Graphify Tutorial Video and 40+ Free Claude Code Guides/Templates Claude Code is expensive when it has to reread everything. Graphify fixes that. It turns your raw files into a knowledge graph, then maps how each file connects. Add Graphify Query to your search and Claude gets context without burning tokens. Less guessing. Better answers. Cheaper searches. #AIAgents #ClaudeCode #Graphify #KnowledgeGraph #AIWorkflow

  • Claim 4 100% confidence 1 snippet refs

    Graphify’s knowledge graph can be visualized in Obsidian, a note-taking app with graph tools.

    • Comment “Graph” for Full Graphify Tutorial Video and 40+ Free Claude Code Guides/Templates
      Source tier1_press Apr 30, 2026

      Comment “Graph” for Full Graphify Tutorial Video and 40+ Free Claude Code Guides/Templates Claude Code is expensive when it has to reread everything. Graphify fixes that. It turns your raw files into a knowledge graph, then maps how each file connects. Add Graphify Query to your search and Claude gets context without burning tokens. Less guessing. Better answers. Cheaper searches. #AIAgents #ClaudeCode #Graphify #KnowledgeGraph #AIWorkflow

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