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microsoft avatar

Markdown Token Optimizer

microsoft/github-copilot-for-azureOfficial

Microsoft built this to help you slim down markdown files that are eating too many tokens. It counts tokens (using the 4 chars per token estimate), scans for the usual culprits like emoji spam and repetitive blocks, then gives you a table of specific suggestions with estimated savings. Nothing gets changed automatically, you review and decide. The included anti-patterns and optimization technique references are handy if you're trying to keep SKILL.md files under 500 tokens. Honestly most useful when you've written something verbose and need to make it AI-friendly without losing the actual content.

installs
1.1K
GitHub stars
217
last updated
Jun 11, 2026
View on GitHubSave

Install

$ npx -y skills add microsoft/github-copilot-for-azure --skill markdown-token-optimizer --agent claude-code

Installs into .claude/skills of the current project.

Files

Markdown Token Optimizer

This skill analyzes markdown files and suggests optimizations to reduce token consumption while maintaining clarity.

When to Use

  • Optimize markdown files for token efficiency
  • Reduce SKILL.md file size or check for bloat
  • Make documentation more concise for AI consumption

Workflow

  1. Count - Calculate tokens (~4 chars = 1 token), report totals
  2. Scan - Find patterns: emojis, verbosity, duplication, large blocks
  3. Suggest - Table with location, issue, fix, savings estimate
  4. Summary - Current/potential/savings with top recommendations

See ANTI-PATTERNS.md for detection patterns and OPTIMIZATION-PATTERNS.md for techniques.

Rules

  • Suggest only (no auto-modification)
  • Preserve clarity in all optimizations
  • SKILL.md target: <500 tokens, references: <1000 tokens

References

  • OPTIMIZATION-PATTERNS.md - Optimization techniques
  • ANTI-PATTERNS.md - Token-wasting patterns
SKILL.md on GitHub

Sponsors

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Details

Repository
github.com/microsoft/github-copilot-for-azure
Categories
Git & Pull Requests, AI & Agent Building, Cloud & Infrastructure
First seen
Apr 16, 2026

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