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caveman-compress

将 CLAUDE.md、todo、偏好设置等自然语言文件压缩为穴居人式简写以减少输入 token,压缩后覆盖原文件,可读备份保存在树外数据目录;压缩依赖外部模型提供方,脚本会先做类型检测与输出校验,失败时定向修复并最多重试两次,仍失败则保留原文件并报错。

JuliusBrussee
热度 0.00
最近更新 2026-10-18 15:48:24
分类:效率依赖:代码执行 / 读写文件 / 内部调用大模型 / 第三方 API应用场景:摘要总结 / 笔记整理 / 工作流

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add juliusbrussee/caveman/caveman-compress
Metadata
name
caveman-compress
description
Compress a memory file such as CLAUDE.md or a todo list into caveman format to save input tokens, keeping a readable backup. Sends the file's text to the configured model provider. Trigger: /caveman-compress.

Caveman Compress

Purpose

Data leaves the machine. Compression sends the file's full text to the model provider that scripts/compress.py is configured for: the claude CLI, the Anthropic API, or an OpenAI-compatible endpoint. Files whose names look like secrets (.env, credentials, secrets, .netrc, …) are refused before they are read. Don't compress a file the provider shouldn't see.

Compress natural language files (CLAUDE.md, todos, preferences) into caveman-speak to reduce input tokens. Compressed version overwrites original. Human-readable backup saved as <filename>.original.md, but NOT beside the source file — it lives in an out-of-tree data dir ($XDG_DATA_HOME/caveman-compress/backups/<parent-dir-name>/, or %LOCALAPPDATA%\caveman-compress\backups\<parent-dir-name>\ on Windows) so skill auto-loaders don't re-ingest it as a live file.

Trigger

/caveman-compress <filepath> or when user asks to compress a memory file.

Requires an explicit filepath. If the user pastes raw text instead of naming a file, do NOT improvise an inline compression — ask them for the filepath to compress, or offer to save the pasted text to a file first. Writing your own reasoning/commentary about the request into the compressed output (e.g. "User passed text directly, not a filepath...") is the exact failure this guards against — never let that leak into a saved file.

Process

  1. The compression scripts live in scripts/ (adjacent to this SKILL.md). If the path is not immediately available, search for scripts/__main__.py next to this SKILL.md.

  2. From the directory containing this SKILL.md, run:

python3 -m scripts <absolute_filepath>

  1. The CLI will:
  • detect file type (no tokens)
  • call Claude to compress
  • validate output (no tokens)
  • if errors: cherry-pick fix with Claude (targeted fixes only, no recompression)
  • retry up to 2 times
  • if still failing after 2 retries: report error to user, leave original file untouched
  1. Return result to user

Compression Rules

Remove

  • Articles: a, an, the
  • Filler: just, really, basically, actually, simply, essentially, generally
  • Pleasantries: "sure", "certainly", "of course", "happy to", "I'd recommend"
  • Hedging: "it might be worth", "you could consider", "it would be good to"
  • Redundant phrasing: "in order to" → "to", "make sure to" → "ensure", "the reason is because" → "because"
  • Connective fluff: "however", "furthermore", "additionally", "in addition"

Preserve EXACTLY (never modify)

  • Code blocks (fenced ``` and indented)
  • Inline code (backtick content)
  • URLs and links (full URLs, markdown links)
  • File paths (/src/components/..., ./config.yaml)
  • Commands (npm install, git commit, docker build)
  • Technical terms (library names, API names, protocols, algorithms)
  • Proper nouns (project names, people, companies)
  • Dates, version numbers, numeric values
  • Environment variables ($HOME, NODE_ENV)

Preserve Structure

  • All markdown headings (keep exact heading text, compress body below)
  • Bullet point hierarchy (keep nesting level)
  • Numbered lists (keep numbering)
  • Tables (compress cell text, keep structure)
  • Frontmatter/YAML headers in markdown files

Compress

  • Use short synonyms: "big" not "extensive", "fix" not "implement a solution for", "use" not "utilize"
  • Fragments OK: "Run tests before commit" not "You should always run tests before committing"
  • Drop "you should", "make sure to", "remember to" — just state the action
  • Merge redundant bullets that say the same thing differently
  • Keep one example where multiple examples show the same pattern

CRITICAL RULE: Anything inside ... must be copied EXACTLY. Do not:

  • remove comments
  • remove spacing
  • reorder lines
  • shorten commands
  • simplify anything

Inline code (...) must be preserved EXACTLY. Do not modify anything inside backticks.

If file contains code blocks:

  • Treat code blocks as read-only regions
  • Only compress text outside them
  • Do not merge sections around code

Pattern

Original:

You should always make sure to run the test suite before pushing any changes to the main branch. This is important because it helps catch bugs early and prevents broken builds from being deployed to production.

Compressed:

Run tests before push to main. Catch bugs early, prevent broken prod deploys.

Original:

The application uses a microservices architecture with the following components. The API gateway handles all incoming requests and routes them to the appropriate service. The authentication service is responsible for managing user sessions and JWT tokens.

Compressed:

Microservices architecture. API gateway route all requests to services. Auth service manage user sessions + JWT tokens.

Boundaries

  • ONLY compress natural language files (.md, .txt, .typ, .typst, .tex, extensionless)
  • NEVER modify: .py, .js, .ts, .json, .yaml, .yml, .toml, .env, .lock, .css, .html, .xml, .sql, .sh
  • If file has mixed content (prose + code), compress ONLY the prose sections
  • If unsure whether something is code or prose, leave it unchanged
  • Original file is backed up as FILE.original.md before overwriting — in the out-of-tree backup data dir (see Purpose), not beside the source file
  • Never compress FILE.original.md (skip it)