- name
- llmcom
- description
- Compress prompts for Claude Code and Cursor CLI. Reduces tokens by removing filler words and abbreviating terms. Self-contained, no external dependencies required.
LLMCOM Prompt Compression
Self-contained prompt compression tool. No installation required - just read this skill and apply the compression rules.
Compression Rules
- Remove filler words: the, a, an, is, are, with, of, to, in, on, at, and, for, that, this
- Abbreviate terms:
- refactor -> refac - review -> rev - function -> func - security -> sec - performance -> perf - module -> mod - component -> comp - authentication -> auth - implementation -> impl
- Output format for Claude Code: agent[task]|scope|focus|action|context|constraints
Example
Input: "Refactor the authentication module to improve type security"
Output: agent[refac]|mod|sec|review|@src|strict
Stats: 11 -> 6 tokens (45% reduction)
How to Use
Apply these rules manually when writing prompts for Claude Code CLI or Cursor agent.
- Identify task type: refactor, review, fix, test, audit
- Remove filler words
- Abbreviate key terms
- Format as pipe-separated values
Quick Reference
| Task | Format | |||||
|---|---|---|---|---|---|---|
| Refactor | agent[refac] | scope | focus | review | @path | constraints |
| Security audit | agent[audit] | scope | sec | report | @path | high |
| Bug fix | agent[fix] | scope | error | debug | @path | fallback |
| Test coverage | agent[test] | scope | cov | jest | @path | edge-cases |
Integration
Use before sending prompts to:
- Claude Code CLI (gent command)
- Cursor agent
- Any LLM API to reduce token costs