By C0derTang
Ultra-compressed communication mode. Cuts ~75% of tokens while keeping full technical accuracy by speaking like a caveman.
Caveman mode with EN↔ZH translation. Type in English, Claude thinks in Mandarin Chinese, you see English.
https://caveman-benchmark.surge.sh
Token comparison across 10 coding prompts using Claude MiniMax M2.7 API.
| Mode | Avg Input | Avg Output | Avg Total | vs Baseline |
|---|---|---|---|---|
| Baseline | 31 | 837 | 868 | — |
| caveman-full | 183 | 369 | 552 | -36% |
| caveman-translate | 267 | 475 | 743 | -14% |
caveman-full cuts output tokens ~56% (837 → 369) with 36% total token savings.
caveman-translate adds ~85 input token overhead from wenyan rules + translation context but doesn't compress as aggressively in English output.
UserPromptSubmit hook translates EN → ZH via Google Translate APIcaveman-translate MCP middleware translates ZH → EN transparentlyGet a key from Google Cloud Console:
Add to your settings.json:
{
"env": {
"GOOGLE_TRANSLATE_API_KEY": "your-key-here",
"CAVEMAN_TRANSLATE": "1"
},
"plugins": {
"installed": [
{ "path": "/path/to/caveman-translate" }
]
}
}
/caveman wenyan-full
Caveman ships with three subagents for delegated work:
caveman/
├── skills/caveman/ # Wenyan mode skill
├── src/
│ ├── hooks/ # Claude Code hooks (activate, config, mode-tracker)
│ └── mcp-servers/
│ └── caveman-translate/ # ZH→EN MCP middleware
└── benchmarks/
├── index.html # Live benchmark dashboard
└── results.json # Raw token data
Run your own benchmarks:
cd benchmarks
node run.js
Requires ANTHROPIC_API_KEY and ANTHROPIC_BASE_URL in environment.
MIT
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npx claudepluginhub c0dertang/caveman-translate --plugin cavemanUltra-compressed communication mode. Cuts ~75% of tokens while keeping full technical accuracy by speaking like a caveman.
Memory compression system for Claude Code - persist context across sessions
Multi-model consensus engine integrating OpenAI Codex CLI, Gemini CLI, and Claude CLI for collaborative code review and problem-solving.
Curate auto-memory, promote learnings to CLAUDE.md and rules, extract proven patterns into reusable skills.