← Claude Code
Jack Roberts
Claude Code + Graphify = Insane Agentic OS
⏱ 10 min video · 2 min read8 Jun 2026Worth watching
TL;DR
Jack Roberts demonstrates how Graphify creates a knowledge graph of any codebase, dramatically reducing token costs and improving Claude Code's understanding of complex projects. He then shows how integrating Graphify into an agentic operating system (alongside Hermes and a custom dashboard) creates a unified, always-on coding intelligence layer.
Key points
1
Graphify builds a knowledge graph of any codebase, mapping relationships and dependencies so Claude Code can answer from summaries rather than re-reading entire repos each session.
2
The tool identifies 'god nodes' (load-bearing files), clusters code into modules, and labels facts vs inferences, reducing token consumption and improving answer accuracy.
3
Users can import any GitHub repo into Graphify for zero cost and query it conversationally without wasting tokens on raw file scanning.
4
When embedded in an agentic OS (combining Hermes, Claude Code, and a visual dashboard), Graphify creates a single shared brain readable across devices and agents.
5
The setup allows Hermes Agent to query Graphify-indexed projects via Telegram or the dashboard, enabling automated, context-aware conversations about any project at any time.
Actionable insights
→
Clone the Graphify GitHub repo and run it inside Claude Code by prompting Claude to clone the repo and open a target project as a test, then use the 'Graphify skill' in subsequent prompts to drastically cut query costs.
→
Add any GitHub repo to your agentic OS dashboard via the 'Add Project' button and click 'Graph it' to index it locally at zero cost, then query it directly through Hermes Agent or Claude Code.
→
Copy the provided system prompt (shown in the video) into your Hermes agent configuration to fully connect Graphify, Claude Code, and the operating system into one unified workflow.
Notable quotes
“Without the map, it skims the whole repo every single conversation or it just sits in the context. But with the map, we can actually answer from summaries, which is super beneficial, and every session compounds.”
“Graphify makes the map, and the Agentic OS makes it always on, shared, and conversational.”
“You can just compare by the way using Graphify and not Graphify and you will understand the difference as to why this actually saves you so much time.”
Worth watching?
✅
Worth watching the full video?
Watch if you actively use Claude Code and want a concrete walkthrough of reducing token costs and building a connected agentic setup — the key steps are captured here, but the live demo visuals help clarify the dashboard and graph interface.
Saved you some time? The creator still deserves a like.
Want this for your own channels?
Add the channels you follow. Every new video summarised and in your inbox the moment it drops. From £4/month.
Try it free