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Token Optimizer — Claude AI Skill · Wiki

Welcome to the official wiki for Token Optimizer, the Claude AI Skill that helps you extract maximum output from Claude using minimum input tokens.

Average 65% token reduction · Zero output quality loss · Works with any Claude plan

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Quick Navigation

Page	Description
Getting Started	How to install and use the skill in 5 minutes
The 5 Pillars	Core techniques explained in depth
Compression Cheatsheet	50+ shorthand patterns quick reference
System Prompt Templates	10 ready-to-use system prompts
Benchmarks & Results	Real token count data and methodology
Use Cases	How different users apply the skill
FAQ	10 most common questions answered
Contributing	How to add patterns and improve the skill
Changelog	Version history and roadmap
About the Author	Who built this and why

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What Is Token Optimizer?

Token Optimizer is a production-ready Claude AI Skill — a structured Markdown file loaded into Claude's system prompt that teaches Claude to receive compressed, high-density instructions and return maximum-quality output with zero filler.

The skill covers seven areas:

1. Prompt Compression — shorthand syntax that reduces input by 40–85%
2. Output Format Control — explicit format, length, and structure instructions
3. XML Tag Structuring — semantic tags that eliminate clarification rounds
4. Instruction Density — bundling multiple tasks into single structured prompts
5. Negative Space Instructions — telling Claude what NOT to do
6. One-Shot Examples — single examples that replace 100 tokens of style description
7. Context Management — pruning conversation history by 70–99%

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Who Is This For?

• Developers building Claude-powered applications and APIs
• Content creators using Claude for writing, copywriting, and ideation
• Business owners automating workflows with Claude
• Students and researchers extracting structured knowledge from Claude
• Prompt engineers optimizing AI communication at scale
• Anyone paying per token who wants to reduce costs without reducing quality

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Repository

GitHub: https://github.com/samibajwaisking/token-optimizer-skill License: Star-Required (star the repo to unlock usage) Built by: Sami Bajwa · AI Educator · Pakistan

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Star to Use

This skill is free but requires a GitHub star before use. ⭐ Star the repository here