Claude Code + Graphify = Local Rag (Unlimited Memory)

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Every time you start a new Claude Code session, it rereads all your files from scratch, wasting hundreds of tokens just to "remember" what it already knew. Graphify fixes that.

In this video, I break down how Graphify turns your entire codebase, documents, strategy notes, even images, into a persistent knowledge graph. Instead of Claude doing a linear grep search like a flashlight, Graphify gives it a satellite view with a 5G connection.

We're talking 70x fewer tokens per search. One-time build. Persistent memory. Semantic relationships, not just file names.

I'll show you:

• What Graphify is and why it was built (inspired by Andrej Karpathy)
• How it maps meaningful relationships across your entire business
• Live setup walkthrough, from install to your first knowledge graph
• How to query the graph from Claude Code
• How to visualize everything in Obsidian
• Before/after token savings breakdown


Other valuable trainings:

• Claude Code + VS Code Playlist: https://www.youtube.com/watch?v=MppKHh_MfFc&list=PLsb7xQ0vbQ8XcSNDeYpSyEIBVxvyPAJFX&pp=sAgC

• Agentic Operators Podcast: https://www.youtube.com/watch?v=m6gFmNddbgk&list=PLsb7xQ0vbQ8UL-keiSdGEPqmflh5yolly&pp=sAgC

Resources:
Graphify Repo: https://github.com/safishamsi/graphify
Obsidian Link: https://obsidian.md/download
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Timeline
00:00 The problem (Intro)
01:10 What is Graphify
01:46 GREP vs. Graphify
02:45 How Obsidian, Graphify, & Claude Work Together
03:14 Live Showcase of Graphify in Claude Terminal
04:40 Why It Helps Claude
05:15 Sponsor and Community
06:42 Installation Process
08:09 Final Thoughts


If you're into creators like Alex Hormozi, Iman Gadzhi, Dan Martell, Justin Welsh, or Chase AI… you’ll feel right at home here.
Subscribe to Charlie Automates — I break down the exact AI systems I build for real businesses.

Thanks,
Charles Dove

#ClaudeCode #graphify #obsidian