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File Compress Optimizer

作者 liyafeichina · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ 安全检测通过
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在 OpenClaw 中安装
/install file-compress-optimizer
功能描述
Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format to save input tokens. Preserves all technical substance, code, URL...
使用说明 (SKILL.md)

Caveman Compress

Purpose

Compress natural language files (CLAUDE.md, todos, preferences) into caveman-speak to reduce input tokens. Compressed version overwrites original. Human-readable backup saved as \x3Cfilename>.original.md.

Trigger

/caveman:compress \x3Cfilepath> or when user asks to compress a memory file.

Process

  1. This SKILL.md lives alongside scripts/ in the same directory. Find that directory.

  2. Run:

cd \x3Cdirectory_containing_this_SKILL.md> && python3 -m scripts \x3Cabsolute_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
  • Never compress FILE.original.md (skip it)
安全使用建议
Install only if you are comfortable sending the selected memory or notes file to Claude/Anthropic for compression. Do not use it on confidential notes, credentials, customer data, or files whose contents should stay local; keep the generated .original.md backup until you verify the compressed result.
能力标签
requires-walletrequires-sensitive-credentials
能力评估
Purpose & Capability
The read, Claude processing, validation, backup, and overwrite flow matches the stated file-compression purpose. The main sensitivity is that the full selected file is sent to Anthropic/Claude for processing.
Instruction Scope
The skill is mostly scoped to an explicit filepath and natural-language file types, with a 500KB limit and denylist for likely secret paths. The natural-language trigger "compress memory file" is broader than the explicit /caveman:compress command, so agents should clarify vague requests.
Install Mechanism
Artifacts consist of SKILL.md and Python helper scripts. No install hook, background service, obfuscated loader, or automatic startup behavior was found.
Credentials
Use of local file read/write, a fixed Claude CLI/API call, and validation scripts is proportionate to compression. The metadata tags include sensitive-credential/wallet labels that do not match a wallet workflow, but this appears to be over-labeling rather than hidden capability.
Persistence & Privilege
The only persistence is a same-directory .original.md backup and the intended overwrite of the selected file. The script restores the original and removes the backup if validation fails after retries.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install file-compress-optimizer
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /file-compress-optimizer 触发
  4. 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
Compress natural language files preserving technical substance. Enhanced for CJK text compression with token-aware optimization.
元数据
Slug file-compress-optimizer
版本 1.0.0
许可证 MIT-0
累计安装 0
当前安装数 0
历史版本数 1
常见问题

File Compress Optimizer 是什么?

Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format to save input tokens. Preserves all technical substance, code, URL... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 27 次。

如何安装 File Compress Optimizer?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install file-compress-optimizer」即可一键安装,无需额外配置。

File Compress Optimizer 是免费的吗?

是的,File Compress Optimizer 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。

File Compress Optimizer 支持哪些平台?

File Compress Optimizer 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。

谁开发了 File Compress Optimizer?

由 liyafeichina(@liyafeichina)开发并维护,当前版本 v1.0.0。

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