caveman-compress: Coding Workflows for AI Agents | OpenAgentSkill

Overview

Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format to save input tokens. Preserves all technical substance, code, URLs, and structure. Compressed version overwrites the original file. Human-readable backup saved as FILE.original.md. Trigger: /caveman:compress <filepath> or "compress memory file"

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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 <filename>.original.md.

Trigger

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

Process

The compression scripts live in caveman-compress/scripts/ (adjacent to this SKILL.md). If the path is not immediately available, search for caveman-compress/scripts/__main__.py.
Run:

cd caveman-compress && python3 -m scripts <absolute_filepath>

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

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, 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)

View source ↗

File metadata

name: caveman-compress
description: >
  Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format
  to save input tokens. Preserves all technical substance, code, URLs, and structure.
  Compressed version overwrites the original file. Human-readable backup saved as FILE.original.md.
  Trigger: /caveman:compress <filepath> or "compress memory file"

View original text

---
name: caveman-compress
description: >
Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format
to save input tokens. Preserves all technical substance, code, URLs, and structure.
Compressed version overwrites the original file. Human-readable backup saved as FILE.original.md.
Trigger: /caveman:compress <filepath> or "compress memory file"
---

# Caveman Compress

## Purpose

## Trigger

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

## Process

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

2. Run:

cd caveman-compress && python3 -m scripts <absolute_filepath>

3. 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

4. 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, 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)

Review the source

Skill source recorded

Skill instructions are recorded. This is not a runtime test, safety guarantee or compatibility certification.

Review before install: Avoid automatic install

License: MIT

Dependency or permission surface needs review
Permission surface may require sandboxing
Skill relies on external Claude API which may require API key and incur costs.
Overwrites original file (with backup) - user should be aware.
Quality score needs review
Permission surface needs review: secrets or environment access, shell or command execution
Dependency/runtime risk: command execution surface, credential or environment access
Permission surface: secrets or environment access, shell or command execution

Open full audit

Listed tools are metadata hints, not tested compatibility. Agent prompts are suggested handoffs.

Start with one small task

1Read the source. Confirm the input, expected output, dependencies and permissions.
2Ask your agent for a plan. Approve setup and any costs before running a small isolated test.
3Check the output and changed files. Report only what actually ran; keep the source revision for reproduction.

Source & usage notes

Indexed

Repository metadata and review signals are advisory. Popularity, source discovery and successful execution are different facts.

Source repository: HoangNguyen0403/agent-skills-standard
License: MIT
Version: 1.0.0
Last GitHub push: Sep 5, 2026
Registry updated: Sep 5, 2026
Instruction path: .agents/skills/caveman-compress/SKILL.md @ 011bab8fc969

Version reported in registry metadata; check source releases before relying on it.

Quality

74/100

Strong

Trust

58/100

Agent access

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open install API LLM text format Open manifest Auto-resolve Plan

More details

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}

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Creator: HoangNguyen0403
Source: HoangNguyen0403/agent-skills-standard
Indexed by: OpenAgentSkill community index

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Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.

[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/hoangnguyen0403-caveman-compress?metric=listed&label=Listed)](https://www.openagentskill.com/skills/hoangnguyen0403-caveman-compress?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/hoangnguyen0403-caveman-compress?metric=trust&label=Trust)](https://www.openagentskill.com/skills/hoangnguyen0403-caveman-compress?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/hoangnguyen0403-caveman-compress?metric=audit&label=Audit)](https://www.openagentskill.com/skills/hoangnguyen0403-caveman-compress/audit)
[![Agent Proven](https://www.openagentskill.com/api/badge/hoangnguyen0403-caveman-compress?metric=proven&label=Agent%20Proven)](https://www.openagentskill.com/skills/hoangnguyen0403-caveman-compress?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)

Preview badge Open audit Creator kit

Community signal

Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.