less-token

Less Token 是纯提示词转换类 Skill：把冗长的小结、改写等摘要提示词压缩成 I-Lang 单行结构化指令，声称任务结果不变。使用时复制粘贴协议文本到任意 AI 对话即可，无需安装、无 API key。材料仅提供说明文档与压缩模板示例，未包含可执行脚本、字典资源或效果独立验证。

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热度 60.98

最近更新 2026-09-13 16:08:28

分类：效率依赖：纯提示词应用场景：摘要总结 / 模板 / 工作流

安装技能

复制下面的话术发给你的 Agent，它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill： npx secure-skills-cli add less-token

Metadata

name: less-token
description: Compress verbose summary prompts into structured one-line instructions. Text-to-text translator only — no CLI, no API key, no install, no external dependencies. I-Lang has been tested across ChatGPT, Claude, Gemini, DeepSeek, Kimi, Qwen and GLM. Instruction-only, zero dependencies.
version: 1.0.5
author: ilang-ai
homepage: https://ilang.ai
tags: ["summarize","summary","token-saving","token-optimizer","prompt-compression","productivity","cross-platform","no-install","ai-assistant","workflow"]

Less Token

Compress verbose summarization prompts into structured one-line instructions.

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

Shorter prompts — Compress long summarization prompts into one-line instructions.
Same task — The compressed instruction asks for the same result.
Cross-platform — I-Lang has been tested across ChatGPT, Claude, Gemini, DeepSeek, Kimi, Qwen and GLM (results: ilang.ai/benchmark/, May 2026).
No install — No CLI, no brew, no npm, no binary, no API key. Copy, paste, done.

How to Use

Copy the full protocol text from this skill page
Paste it into any AI conversation
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: [SHRT|sty=bullets,len=3,ton=pro]=>[OUT]

Compression Templates

What you want	Verbose prompt	Compressed
Short summary	"Give me a brief summary of the main points"	`[SHRT\|len=short]=>[OUT]`
3 bullet points	"Summarize in 3 concise bullet points"	`[SHRT\|sty=bullets,len=3]=>[OUT]`
Professional report	"Create a professional executive summary in Markdown"	`[SHRT\|ton=pro,sty=executive,fmt=md]=>[OUT]`
Key findings only	"Extract only the key findings and important data"	`[SHRT\|whr=findings]=>[OUT]`
Summarize + translate	"Summarize then translate to Chinese"	`[SHRT\|len=short]=>[XLAT\|lng=zh]=>[OUT]`
Compare + summarize	"Compare these two and summarize the differences"	`[DIFF]=>[SHRT\|sty=bullets]=>[OUT]`
Reformat summary	"Summarize as bullet points in Markdown"	`[SHRT\|sty=bullets]=>[FMT\|fmt=md]=>[OUT]`

Before & After

Before:

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

After:

[SHRT|whr=important,sty=bullets,ton=pro]=>[OUT]

Before:

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

After:

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

Comparison

Feature	CLI-based tools	Less Token
Install required	Yes (brew, npm, binary)	No
API key required	Yes	No
Platforms	Single platform	I-Lang tested on ChatGPT, Claude, Gemini, DeepSeek, Kimi, Qwen and GLM
Token efficiency	Standard prompts	Shorter one-line prompts
Setup time	5-10 minutes	30 seconds
External dependencies	Multiple	Zero

Tested Platforms

I-Lang has been tested across ChatGPT, Claude, Gemini, DeepSeek, Kimi, Qwen and GLM. Results by model are published on ilang.ai/benchmark/, tests conducted May 2026.

License

MIT — Free to use, share, and build on.