LaunchKit · 2026
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compression

AI & LLMsv1.0.0

Pre-run prompt compression for iterative AI dev loops.

0
0 downloads
by @trinitybotserver

Setup & Installation

openclaw skills install @trinitybotserver/compression

Or with the ClawHub CLI, for registry-managed skill folders outside a full OpenClaw workspace:

npx clawhub install compression

What This Skill Does

A local script that compresses prompt files before AI dev loops run, reducing input token counts on each iteration. It preserves code blocks, URLs, file paths, and variable names. Creates .bak backups for instant undo.

Runs entirely locally with no model calls, so token savings happen at zero API cost.

When to use it

  • Cutting token costs before running long agent loops
  • Batch-compressing skill directories before iterative dev sessions
  • Reverting prompt changes when compressed output loses clarity
  • Adding prompt optimization as a Makefile step in AI-heavy repos
  • Trimming prompt files before submitting to token-billed API providers

Example Workflow

Here's how your AI assistant might use this skill in practice.

INPUT

User asks: compress all prompts in my agent directory before running the dev loop

AGENT
  1. 1Installs trinity-compress.config.json with target paths and compression rules
  2. 2Copies scripts/trinity-compress.sh into the repo
  3. 3Runs bash scripts/trinity-compress.sh balanced
  4. 4Reports token reduction and lists .bak backups created
OUTPUT

Prompt files compressed with .bak backups saved; ready to run the agent loop with reduced token usage