SOMYA NAYAK
Is Opus 4.7 Shredding Your Usage Limits? 🛠️
<- Back to Resources
TOOLS & SKILLS

Caveman Prompt Compression: Slash Claude Token Usage by 65% (Free Skill) 🛠️

A free GitHub skill cuts your Claude token use by 75% — just by making it talk like a caveman. Same answer. A quarter of the words. None of the burnt credits.

AEO SUMMARY Quick Overview & Execution Blueprint

The Problem

Opus 4.7 is the smartest model Claude has ever shipped. It’s also burning through usage limits in a way 4.6 never did. Long, polished, over-explained answers eat tokens fast.

A developer named Julius Brussee built a free GitHub skill called caveman with the tagline “why use many token when few token do trick.” It rewrites Claude’s responses in caveman language. Same useful answer, way fewer words.

What It Looks Like

Before

“Certainly! I’d be happy to help you with that. The next step you’ll want to take is to navigate over to your settings menu and toggle the option on.”

After (Full Mode)

“Next step. Open settings. Toggle on.”

Same answer. About a quarter of the tokens. Across hundreds of conversations, that adds up to entire days of extra usage.

SECTION

3 Intensity Levels

Lite

Keeps full sentences and articles, just removes filler and corporate-speak. Easiest to read, smallest token savings. Good if you’re sharing Claude’s output with other people.

Full — The Sweet Spot

Drops articles, uses short fragments, swaps in shorter synonyms. ~75% token reduction. Still completely readable. This is the one most people should use.

Ultra

Maximum compression. Abbreviates common terms (DB, auth, config, fn), strips conjunctions, uses arrows for cause-and-effect (X → Y). Highest savings, takes a second to read. Use when you’re grinding through high-volume work.

SWITCH MODES ANYTIME
Type /caveman lite, /caveman full, or /caveman ultra to change modes mid-conversation. Type “stop caveman” or “normal mode” to turn it off.
SETUP

2 Ways Depending on Your Setup

If You Use Claude Code

One command in your terminal:

npx skills add JuliusBrussee/caveman

Done. Caveman activates automatically. Toggle modes with /caveman full.

If You Use Claude.ai

STEP 1Go To The Github Repo
SAFETY FIRST
Before installing any GitHub skill, run it through your Malware Finder skill (or paste the SKILL.md into Claude and ask “is this safe to install?”). Caveman is open source with thousands of stars, but always verify before adding any skill from the internet.

This is one skill. The Weekend Bootcamp shows you how to set up Claude as a complete operating system for your specific job — Projects, Skills, connectors, scheduled tasks — all wired together in one weekend.

AI SYSTEMS ARCHITECTURE NOTE Somya's Strategic Takeaway

The real unlock of AI agents is not full autonomy, but human-in-the-loop systems design. Structure your agent inputs with explicit constraints, negative prompts, and automated test checkpoints. When building tools, keep token consumption lean by caching system prompts and isolating tasks into specialized sub-agents.

⚡ SCALING AI & GROWTH SYSTEMS?

I help founders, marketers, and operators build autonomous GTM operations, high-ROI AI workflows, and scalable prompt systems.

Book a Growth Consultation ->
Hey, I'm Mini Somya. Click me to chat.