caveman-compress
Skill144 starsChanged 3 months agoApache-2.0View on GitHub
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"
- Reads credentials
We split this skill into the rules it gives an agent
16 rules. 16 are common, 0 are distinctive, and 0 are very specific to this project.
16
Common
Most of the 28 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- could be automatic: a setting could enforce it
- Common: line 30
call Claude to compress
- Common: line 32
if errors: cherry-pick fix with Claude (targeted fixes only, no recompression)
- Common: line 34
if still failing after 2 retries: report error to user, leave original file untouched
- Common: line 60
All markdown headings (keep exact heading text, compress body below)
- Common: line 67
Use short synonyms: "big" not "extensive", "fix" not "implement a solution for", "use" not "utilize"
- Common: line 71
Keep one example where multiple examples show the same pattern
- Common: line 83
Do not modify anything inside backticks.
- Common: line 85
If file contains code blocks:
- Common: line 86
Treat code blocks as read-only regions
- Common: line 87
Only compress text outside them
- Common: line 88
Do not merge sections around code
- Common: line 106
ONLY compress natural language files (.md, .txt, .typ, .typst, .tex, extensionless)
- Common: line 107
NEVER modify: .py, .js, .ts, .json, .yaml, .yml, .toml, .env, .lock, .css, .html, .xml, .sql, .sh
- Common: line 108
If file has mixed content (prose + code), compress ONLY the prose sections
- Common: line 109
If unsure whether something is code or prose, leave it unchanged
- Common: line 111
Never compress FILE.original.md (skip it)
“Common” is measured: kept by at least 6 in 10 of the 28 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
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
scripts/(adjacent to this SKILL.md). If the path is not immediately available, search forscripts/__main__.pynext to this SKILL.md. - From the directory containing this SKILL.md, run:
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, .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)
Trending
Cooling: 0 new projects took it in the last 4 weeks, 0× the 4 weeks before.thin data
Other versions47 projects use a version of this.
Word for word · 16
- dbt-labs/docs.getdbt.com★ 219100% same
- Namma-Flutter/namma_wallet★ 59100% same
- rawsun007/claude-notch★ 59100% same
- nitingupta220/riperflow★ 19100% same
- CashewTeam/Con11-AI-Skills★ 8100% same
- abhinavteja123/codemore★ 2100% same
- RainMT-dv/skills-pack★ 2100% same
- srv1n/rzn-browser★ 2100% same
- Fatih0234/pi-caveman★ 1100% same
- SamuelNDCE/claude-super-skill-library★ 1100% same
6 more not listed
Edited · 30
- JuliusBrussee/caveman★ 115k70% same
- HoangNguyen0403/agent-skills-standard★ 56596% same
- goern/forgejo-mcp★ 14686% same
- vobase/vobase★ 6096% same
- chinkan/RustFox★ 990% same
- PanPanFR/oh-my-openkilo★ 990% same
- chadixearth/graphyloop★ 3100% same
- Youngmaidainon/Agent-Level-Up★ 390% same
- equinor/fusion-skills★ 286% same
- Hayatelin/caveman-zh-CN★ 234% same
20 more not listed
Wrote their own version · 1
- Gopyr/gopyr-skills-hub★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
Used alongsideProjects with it also use caveman-explore, caveman-discover and 8 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
JuliusBrusseeSkillcaveman-explore
Read-only repository explorer for cold-start orientation, broad cross-file localization, or when a direct search failed. Skip it when the exact file or symbol is already named. Returns path:line citations only; its reads stay out of main context.
Also in 5 projects that use this
JuliusBrusseeSkillcaveman-discover
Find and label every LLM workflow in the repository so Caveman Cloud groups spend by workflow instead of one bucket. Use for "discover workflows" or breaking LLM spend down by workflow.
Also in 4 projects that use this
- +8 more from JuliusBrussee
In this repository10 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- .github/copilot-instructions.mdCopilot instructions
- .cursor/rules/caveman.mdcCursor rule
- cavecrewSkill
- caveman-commitSkill
- caveman-helpSkill
- caveman-reviewSkill
- cavemanSkill
- caveman-statsSkill
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
Reviews can't be read right now.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

