JuliusBrussee/caveman
πͺ¨ why use many token when few token do trick. Viral skill + proxy for coding agents that cuts 65% of tokens by talking like a caveman.
Build with Backblaze B2
SDKs, agent skills, IDE extensions, and reference pipelines from Backblaze Labs. All open source.
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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
Ranks #7 among AI repositories ranked this week, and #10 over the last 30 days; #42 of 163 repositories with measured growth this week (top 26%).
This week's +1,676 stars is in line with its 30-day pace of about +1,792 per week.
5 releases in the last 90 days, the latest 2 days ago, with 111 contributors on GitHub.
Peaked at #4 in the weekly ranking the week of Jul 19, its best in the past year.
Use Cases & Benefits
- Compresses AI agent output by converting verbose replies into concise, token-efficient caveman-style language while preserving full technical accuracy.
- Reduces output token usage by about 65%, significantly lowering API costs and increasing response speed without sacrificing content quality.
- Use for minimizing token consumption in Claude Code or similar AI agents to save costs during technical Q&A or code explanation sessions.
- Use for rewriting memory files or session context to reduce input token size and extend effective context window in multi-turn conversations.
- Use for generating brief, clear commit messages, PR review comments, or status reports to streamline developer communication workflows.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
Apache 2.0
Permissive: commercial use, modification and redistribution are allowed with attribution; includes an explicit patent grant from contributors.
Community files
- README: present
- Contributing guide: present
- Code of conduct: present
Watch-outs
No watch-outs from GStars' checks.
General guidance from repository metadata, not legal advice. How we score
From the README
why use many token when few do trick
A Claude Code skill/plugin (also Codex, Gemini, Cursor, Windsurf, Cline, Copilot, 30+ more) that makes agent talk like caveman β cuts ~75% of output tokens, keeps full technical accuracy. Brain still big. Mouth small.
Same fix. 75% less word. Brain still big.
Pick your level of grunt β
lite(drop filler),full(default caveman),ultra(telegraphic), orwenyan(classical Chinese, even shorter). One command switch. Cost go down forever.Speak your tongue. Caveman keep your language. You write Portuguese, caveman grunt Portuguese. Spanish, French, same. Compress the style, not the language. Code, command, error string stay exact.
"Novo ref de objeto cada render. Prop inline = novo ref = re-render. Envolva com
useMemo."One line. Find every agent. Install for each.
~30 seconds. Needs Node β₯18. Skip agent you no have. Safe to re-run.
Trigger: type
/cavemanor say "talk like caveman". Stop with "normal mode".One agent only, manual command, or any of 30+ other agents β INSTALL.md. Install break? Open agent, say "Read CLAUDE.md and INSTALL.md, install caveman for me." Agent fix own brain.
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
+20,907 stars over 90 days across 56 snapshot days; best day +642 on Oct 16.
Forks
6.9K+1.3K
Open issues
79-400
Compared with peers in AI
Fastest-growing repositories GStars tracks in this cohort for the week of Nov 8, by 7-day star growth
| Repository | Stars | +7d | Health | Last release |
|---|---|---|---|---|
| D4Vinci/Scrapling | 101.1K | +6.3K | 75 | 6 days ago |
| thedotmack/claude-mem | 115.8K | +4.7K | 75 | today |
| heygen-com/hyperframes | 82.3K | +4.0K | 75 | today |
| harry0703/MoneyPrinterTurbo | 142.0K | +3.8K | 75 | 3 days ago |
| github/spec-kit | 149.2K | +2.6K | 75 | today |
| JuliusBrussee/caveman | 118.9K | +1.7K | 75 | 2 days ago |
| Category median | 115.8K | +4.0K | 75 | β |
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