caveman-compress
Skill3 starsChanged 11 days agoMITView 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
51 other projects use a version of this, 50 of them edited.
Adopted by
Most recently taken up by
- sudeepgupta90/my-ai-marketplaceedited, first seen Nov 8, 2026
- mjlueck-hash/cavemanedited, first seen Nov 8, 2026
- dhruvsaxena1998/skillsedited, first seen Nov 8, 2026
- MMACABRE/SKILLSedited, first seen Nov 8, 2026
- gopalparashar421/agent-skillsedited, first seen Nov 8, 2026
- tardigrde/obsidian-agentic-chatedited, first seen Nov 8, 2026
Used with
Projects with it also use caveman-stats, caveman-evidence-review and 9 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-stats
Show recorded output and cache-read token usage and mode attribution for the current Claude Code session, or locate the host's native usage report. Trigger: /caveman-stats.
Also in 31 projects that use this
JuliusBrusseeSkillcaveman-evidence-review
Read-only review of Caveman Cloud evidence: cost, Cave Score, workflows, traces, latency, errors, routing, savings. Use when asked what Caveman found or where LLM spend goes.
Also in 6 projects that use this
- +9 more from JuliusBrussee
Other versions51 projects use a version of this.
Word for word · 0
None found.
Edited · 50
- JuliusBrussee/caveman★ 118k68% same
- HoangNguyen0403/agent-skills-standard★ 56596% same
- dbt-labs/docs.getdbt.com★ 220100% same
- goern/forgejo-mcp★ 15286% same
- kubestellar/console★ 151100% same
- rawsun007/claude-notch★ 66100% same
- vobase/vobase★ 6096% same
- Namma-Flutter/namma_wallet★ 59100% same
- nitingupta220/riperflow★ 19100% same
- chinkan/RustFox★ 1190% same
40 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.
In this repository72 other files it gives its agents.
- workflow/AGENTS.mdAGENTS.md
- docs/llms.txtllms.txt
- llms.txtllms.txt
- ai-video-prompt-engineerSkill
- api-contract-designSkill
- api-hardeningSkill
- brainstormingSkill
- cavecrewSkill
- caveman-commitSkill
- caveman-helpSkill
- caveman-reviewSkill
- cavemanSkill
- councilSkill
- database-migrationsSkill
- deep-researchSkill
- dependency-auditSkill
- deployment-patternsSkill
- e2e-testingSkill
- error-handlingSkill
- exa-searchSkill
- finishing-a-development-branchSkill
- frontend-securitySkill
- github-opsSkill
- graphifySkill
- graphyloop-wavesSkill
- graphyloop-workflowSkill
- gsap-coreSkill
- gsap-frameworksSkill
- gsap-performanceSkill
- gsap-pluginsSkill
- gsap-reactSkill
- gsap-scrolltriggerSkill
- gsap-timelineSkill
- gsap-utilsSkill
- high-end-visual-designSkill
- image-to-codeSkill
- last30daysSkill
- minimalist-uiSkill
- postgres-patternsSkill
- prisma-patternsSkill
- receiving-code-reviewSkill
- redesign-existing-projectsSkill
- remotion-video-creationSkill
- requesting-code-reviewSkill
- search-firstSkill
- secrets-hygieneSkill
- security-reviewSkill
- security-scanSkill
- short-video-productionSkill
- story-engineeringSkill
- supabase-setupSkill
- swarm-memorySkill
- systematic-debuggingSkill
- tdd-workflowSkill
- terminal-opsSkill
- threejs-animationSkill
- threejs-fundamentalsSkill
- threejs-geometrySkill
- threejs-interactionSkill
- threejs-lightingSkill
- The first 60 shown.
The file
Show its rules and text
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 48 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 26
call Claude to compress
- Common: line 28
if errors: cherry-pick fix with Claude (targeted fixes only, no recompression)
- Common: line 30
if still failing after 2 retries: report error to user, leave original file untouched
- Common: line 56
All markdown headings (keep exact heading text, compress body below)
- Common: line 63
Use short synonyms: "big" not "extensive", "fix" not "implement a solution for", "use" not "utilize"
- Common: line 67
Keep one example where multiple examples show the same pattern
- Common: line 79
Do not modify anything inside backticks.
- Common: line 81
If file contains code blocks:
- Common: line 82
Treat code blocks as read-only regions
- Common: line 83
Only compress text outside them
- Common: line 84
Do not merge sections around code
- Common: line 102
ONLY compress natural language files (.md, .txt, .typ, .typst, .tex, extensionless)
- Common: line 103
NEVER modify: .py, .js, .ts, .json, .yaml, .yml, .toml, .env, .lock, .css, .html, .xml, .sql, .sh
- Common: line 104
If file has mixed content (prose + code), compress ONLY the prose sections
- Common: line 105
If unsure whether something is code or prose, leave it unchanged
- Common: line 107
Never compress FILE.original.md (skip it)
“Common” is measured: kept by at least 6 in 10 of the 48 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)
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