What is the '10-Word Challenge'?

It is a training technique included in this skill that encourages users to express any request—from refactoring to bug fixes—in approximately 10 words or less.

How much can I save on token usage?

By following the compression techniques, a typical 500-token verbose request can often be reduced to 50 tokens or fewer, representing a 10x saving.

Does prompt compression reduce Claude's accuracy?

No, it often improves accuracy by removing conversational 'noise' and pleasantries, allowing the model to focus strictly on the technical requirements of the task.

When should I avoid using compressed prompts?

Brevity should be avoided when precision is more important than cost, such as when defining strict API contracts, complex security requirements, or teaching Claude a new codebase pattern.

Prompt Compression

Name: Prompt Compression
Author: willsigmon

bywillsigmon

•

Productivity & Workflow

Reduces token consumption and improves response precision by transforming verbose requests into concise, high-impact commands.

The Prompt Compression skill equips Claude with a specialized framework for efficient communication, emphasizing brevity without sacrificing technical accuracy. By implementing a 'compression mindset,' users can significantly reduce token usage and minimize ambiguity through techniques like dropping pleasantries, using shorthand, and leveraging implied context. This skill is essential for maintaining long-running sessions, managing context window limits, and streamlining repetitive development tasks like code reviews and file operations.

Key Features

017 GitHub stars

02Token-efficient communication frameworks

03Request optimization via the 10-Word Challenge

04Guidelines for balancing brevity with technical precision

05Context summarization strategies for long sessions

06Code-specific shorthand and reference patterns

Use Cases

01Streamlining rapid-fire code edits and file management tasks

02Optimizing long development sessions to prevent context window overflow

03Reducing API latency and token costs through minimized request sizes

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add willsigmon/sigstack prompt-compression

For use in Claude.ai and ChatGPT

Download Skill