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less-token

Save 40-65% tokens on summarization tasks. Compress verbose summary prompts into structured one-line instructions. Text-to-text translator only — no CLI, no API key, no install, no external dependencies. Works on ChatGPT, Claude, Gemini, DeepSeek, Kimi. Instruction-only, zero dependencies.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/adsorgcn/less-token
Or

Less Token

Save 40-65% tokens on summarization tasks. Compress verbose natural language prompts into structured one-line instructions that any AI understands.

This skill is a text-to-text translator only. It does not access files, fetch URLs, execute commands, or call external services. It only converts your summarization prompts into compressed syntax.

What You Get

  1. 40-65% fewer tokens — Compress long summarization prompts into one-line instructions.
  2. Same result — AI produces identical output from the compressed instruction.
  3. Cross-platform — Compressed instructions work on ChatGPT, Claude, Gemini, DeepSeek, Kimi, 豆包, 元宝.
  4. No install — No CLI, no brew, no npm, no binary, no API key. Copy, paste, done.

How to Use

  1. Copy the full protocol text from this skill page
  2. Paste it into any AI conversation
  3. AI responds — ready to compress

Quick Test

After pasting, try:

  • "Compress this: Please summarize the key points from this document in 3 professional bullet points"
  • AI returns: [SUM|sty=bullets,cnt=3,ton=pro]=>[OUT]
  • 70% fewer tokens. Same result.

Compression Templates

What you wantVerbose promptCompressed
Short summary"Give me a brief summary of the main points"[SUM|len=short]=>[OUT]
3 bullet points"Summarize in 3 concise bullet points"[SUM|sty=bullets,cnt=3]=>[OUT]
Professional report"Create a professional executive summary in Markdown"[SUM|ton=pro,sty=executive,fmt=md]=>[OUT]
Key findings only"Extract only the key findings and important data"[SUM|key=findings]=>[OUT]
Summarize + translate"Summarize then translate to Chinese"[SUM|len=short]=>[TRANSLATE|lang=zh]=>[OUT]
Compare + summarize"Compare these two and summarize the differences"[CMP]=>[DIFF]=>[SUM|sty=bullets]=>[OUT]
Reformat summary"Summarize as bullet points in Markdown"[SUM|sty=bullets]=>[FMT|fmt=md]=>[OUT]

Before & After

Before (28 words):

Please read through this document carefully, identify the most important points and key takeaways, then write a concise professional summary using bullet points.

After (7 words):

[SUM|key=important,sty=bullets,ton=pro]=>[OUT]

75% fewer tokens. Same result.

Before (22 words):

Take the main findings from the text above and rewrite them as a short executive summary suitable for a business audience.

After (5 words):

[SUM|sty=executive,ton=pro]=>[OUT]

77% fewer tokens. Same result.

Comparison

FeatureCLI-based toolsLess Token
Install requiredYes (brew, npm, binary)No
API key requiredYesNo
Works onSingle platformAny AI platform
Token efficiencyStandard prompts40-65% fewer tokens
Setup time5-10 minutes30 seconds
External dependenciesMultipleZero

Tested Platforms

Metadata

Author@adsorgcn
Stars3917
Views0
Updated2026-04-08
View Author Profile
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-adsorgcn-less-token": {
      "enabled": true,
      "auto_update": true
    }
  }
}

Tags

#summarize#summary#token-saving#token-optimizer#prompt-compression#productivity#cross-platform#no-install#ai-assistant#workflow
Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.