跳至主要内容
小龙虾小龙虾AI
🤖

Context Slimmer

Audit and slim down always-loaded context files (AGENTS.md, TOOLS.md, USER.md, MEMORY.md, HEARTBEAT.md, SOUL.md, IDENTITY.md). Use when asked to reduce token usage, audit context files, optimize context window, or slim down workspace files. Measures current token cost and identifies what to move, remove, or compress.

下载842
星标0
版本1.0.0
开发工具
安全通过
💬Prompt

技能说明


name: context-slimmer description: Audit and slim down always-loaded context files (AGENTS.md, TOOLS.md, USER.md, MEMORY.md, HEARTBEAT.md, SOUL.md, IDENTITY.md). Use when asked to reduce token usage, audit context files, optimize context window, or slim down workspace files. Measures current token cost and identifies what to move, remove, or compress.

Context Slimmer

Audit workspace files that load into every message and reduce their token footprint.

Quick Start

# Measure current context cost
bash scripts/measure.sh

# Full audit (outputs recommendations)
bash scripts/measure.sh --audit

Audit Process

For each always-loaded file, evaluate:

  1. Move to skill — Content only needed for specific tasks (betting config, group chat rules, detailed protocols). Move to a skill or reference file that loads on demand.
  2. Remove — Outdated info, dead features, completed one-time setup, duplicated content across files.
  3. Compress — Verbose explanations that could be 1 sentence. If the agent already knows it, cut it.

Rules of Thumb

  • If a cron job handles it, remove it from HEARTBEAT.md
  • If it's in SOUL.md, don't repeat it in MEMORY.md or AGENTS.md
  • If it's in USER.md, don't repeat it in MEMORY.md
  • If the agent does it daily, it doesn't need instructions — just a trigger word
  • Prefer 1 sentence over 5 bullets saying the same thing
  • Target: each file should justify every line's token cost

Expected File Sizes (lean targets)

FileTarget
AGENTS.md< 500 tokens
TOOLS.md< 500 tokens
USER.md< 700 tokens
MEMORY.md< 400 tokens
HEARTBEAT.md< 400 tokens
SOUL.md< 250 tokens
IDENTITY.md< 50 tokens
Total< 2,800 tokens

Output Format

Report: current size, projected size, savings per file. Include specific recommendations grouped by move/remove/compress.

如何使用「Context Slimmer」?

  1. 打开小龙虾AI(Web 或 iOS App)
  2. 点击上方「立即使用」按钮,或在对话框中输入任务描述
  3. 小龙虾AI 会自动匹配并调用「Context Slimmer」技能完成任务
  4. 结果即时呈现,支持继续对话优化

相关技能