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
.original.md
.
Trigger
/caveman:compress
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
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)