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Caveman

제작: JuliusBrussee · JuliusBrussee/caveman

Caveman cuts Claude's output tokens ~65% by stripping filler words while preserving technical accuracy — faster, cheaper, still correct.

Caveman is a Claude Code skill (with ports to Cursor, Codex, Gemini, Windsurf, Cline, Copilot) that enforces a terse output style. Three intensity levels: Lite (professional terseness), Full (default), Ultra (maximum compression), plus a 文言文 / Classical Chinese mode. Ships with sub-skills: /caveman-commit (one-line commit messages), /caveman-review (single-line PR comments), /caveman-compress (trim memory files by ~46%). Benchmarks show ~65% token savings on diverse tasks with accuracy preserved.

왜 쓰나요

핵심 기능

라이브 데모

실제 사용 모습

caveman-skill.replay ▶ 준비됨
0/0

설치

작성자 저장소 · Claude Skills 공식 문서

사용 사례

실전 활용법: Caveman

Get crisp one-line commit messages for every patch

👤 Anyone tired of 8-paragraph AI-written commits ⏱ ~5 min beginner

언제 쓸까: Claude writes a commit message, and it's a novel. You want it to say 'fix: off-by-one in pagination' and stop.

사전 조건
  • Caveman plugin installed — claude plugin marketplace add JuliusBrussee/caveman && claude plugin install caveman@caveman
흐름
  1. Commit with caveman-commit
    /caveman-commit — write a commit message for the staged changes.✓ 복사됨
    → One-line conventional commit; no body unless genuinely needed
  2. Ship a branch of small commits
    For the 4 staged files, use /caveman-commit per file — atomic commits, one line each.✓ 복사됨
    → git log shows 4 short commits

결과: Readable git log; bisect-friendly commits.

함정
  • Lost nuance when a message should be longer (e.g. breaking changes) — Override per-commit: 'write the full version, not caveman, this is a breaking change'
함께 쓰기: git · github

Review a PR with one-line actionable comments

👤 Reviewers (and reviewees who dislike AI walls of text) ⏱ ~15 min beginner

언제 쓸까: You're doing a quick pass and want pointed nits, not lectures.

흐름
  1. Run caveman-review
    /caveman-review — go through the diff. One line per comment.✓ 복사됨
    → Inline comments read like 'rename x → userId for consistency with api/users.ts'
  2. Escalate when needed
    On the auth file specifically, switch off caveman for a full-length security review.✓ 복사됨
    → Long-form only where the stakes justify it

결과: Faster review cycles; reviewees don't dismiss comments as noise.

함정
  • One-liners miss nuance on architectural changes — Architectural changes aren't Caveman's job — use default mode for those
함께 쓰기: github

Shrink CLAUDE.md and memory notes by 40–50% without losing intent

👤 Anyone whose CLAUDE.md grew past 5k tokens ⏱ ~10 min intermediate

언제 쓸까: Your project memory is eating context every session and you know it could be tighter.

흐름
  1. Compress in place
    /caveman-compress CLAUDE.md — keep rules and facts, cut the prose.✓ 복사됨
    → File shrinks ~46%; no rule deleted
  2. Audit the diff
    Show the diff. Any rule that changed meaning?✓ 복사됨
    → Per-change verdict; rollbacks if intent drifted
  3. Commit
    /caveman-commit — single-line commit for the compression✓ 복사됨
    → 'chore: compress CLAUDE.md (-46%)'

결과: Same rules, half the tokens.

함정
  • Compression drops a subtle caveat — Always diff-review after compressing rule files; intent loss is the main risk
함께 쓰기: filesystem

조합

다른 MCP와 조합해 10배 효율

caveman-skill + git

Terse commit workflow

Stage the change, then /caveman-commit, then git push.✓ 복사됨
caveman-skill + github

Caveman PR reviews at scale

For the 5 PRs in my review queue, /caveman-review each; post only actionable comments.✓ 복사됨
caveman-skill + claude-mem-skill

Shrink memory transcripts without losing decisions

/caveman-compress the claude-mem notes for this project; flag anything where meaning shifted.✓ 복사됨

도구

이 MCP가 노출하는 것

도구입력언제 호출비용
/caveman mode: Lite|Full|Ultra|文言文 Toggle mode for the current task free
/caveman-commit staged diff (implicit) At commit time; preserves staging small model call
/caveman-review PR diff Quick review pass small model call per file
/caveman-compress file path Shrink memory / rules files; diff-review before saving small model call

비용 및 제한

운영 비용

API 쿼터
None
호출당 토큰
By design — negative; saves tokens
금액
Free (MIT)
팁
Use Ultra only on genuinely mechanical output (commits, tags); leave design discussions in default mode

보안

권한, 시크릿, 파급범위

자격 증명 저장: None
데이터 외부 송신: None — pure prompt shaping; no telemetry

문제 해결

자주 발생하는 오류와 해결

Output still verbose after enabling Caveman

Most clients run Caveman per-turn; put /caveman Full at the top of each session or add it to CLAUDE.md

확인: First reply should feel distinctly terse
Caveman-commit returns multi-paragraph body

Usually triggers when the diff is genuinely large or breaks API. For true one-liner, add '—force-oneline'.

확인: Re-run with --force-oneline
Classical Chinese mode outputs garbled

Rare; usually a font / terminal issue, not the skill. Pipe to a file and open in an editor that supports CJK.

대안

Caveman 다른 것과 비교

대안언제 쓰나단점/장점
System prompt with 'be terse'You want it without a pluginInconsistent; Caveman's intensity levels + benchmarks give measurable results
Custom slash commandsYou only need one of the sub-behaviors (e.g. terse commits)Reinventing the wheel

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