gsd-skill-creator

왜 쓰나요

핵심 기능

Six-step adaptive cycle: observe, detect, suggest, apply, learn, compose
3-repetition threshold before suggesting a skill — avoids noise
Learning guardrails: 3-correction minimum, 7-day cooldown
GSD-OS desktop app (Tauri, retro UI) for managing the framework
Chipset architecture for resource coordination (Amiga-inspired)

라이브 데모

실제 사용 모습

gsd-skill-creator-skill.replay ▶ 준비됨

0/0

설치

작성자 저장소 · Claude Skills 공식 문서

사용 사례

실전 활용법: gsd-skill-creator

Let GSD detect your repeating workflow and codify it as a skill

👤 Heavy Claude Code users who keep redoing the same steps ⏱ ~30 min intermediate

언제 쓸까: You've done 'clone repo -> run tests -> fix lint -> open PR' enough times that muscle memory should be code.

흐름

Run with observation mode on

Enable gsd-skill-creator in observe mode. Run my normal PR flow a few times over the next week.✓ 복사됨

→ Silent logging of tool sequences
Review suggestions

Show me detected patterns with 3+ occurrences, ranked by confidence.✓ 복사됨

→ Ranked list with proposed skill names

결과: Your actual workflow becomes a reusable skill, grounded in data.

함정

Approving every suggestion — Promote only the top 1–2 — skill bloat hurts the picker

함께 쓰기: skill-forge-skill

Compose co-activating skills into an agent team

👤 Engineers whose skills consistently fire together ⏱ ~30 min advanced

언제 쓸까: After a month of use, the skill picker keeps selecting the same 3 skills in sequence.

흐름

Review co-activation report

Show skill co-activation report — which skills fire within the same task 80%+ of the time?✓ 복사됨

→ Cluster diagram
Compose team

Compose the top cluster into a named agent team.✓ 복사됨

→ Team definition that orchestrates the cluster

결과: A higher-level orchestrator that triggers the full cluster in one shot.

Resume a long project without repeating old mistakes

👤 Teams doing multi-week Claude-driven work ⏱ ~15 min beginner

언제 쓸까: You're picking up a project Claude has lost context on.

흐름

Resume with skill history

Resume project X using gsd-skill-creator memory — what patterns and corrections have I applied so far?✓ 복사됨

→ Summary of prior skills and corrections

결과: Claude starts where it left off, not from zero.

함께 쓰기: planning-with-files-skill

조합

다른 MCP와 조합해 10배 효율

gsd-skill-creator-skill + skill-forge-skill

GSD detects the pattern; skill-forge scaffolds the formal skill

Hand the top detected pattern to skill-forge build for proper structure.✓ 복사됨

gsd-skill-creator-skill + planning-with-files-skill

GSD observes sessions; planning-with-files persists state across them

Use both — GSD for pattern learning, planning-with-files for session state.✓ 복사됨

도구

이 MCP가 노출하는 것

도구	입력	언제 호출
observe_start	session id or none	Start of the adoption period
detect_patterns	min_occurrences?	Weekly review
promote_to_skill	pattern id, name	After user approval
compose_team	cluster id	When clusters are stable
learn_from_correction	correction context	After 3+ corrections in cooldown window

비용 및 제한

운영 비용

API 쿼터: None
호출당 토큰: Observation is cheap; generation phases are moderate
금액: Free, BSL 1.1 (converts to GPL 3.0 in 2030)
팁: Only run detection weekly, not per-session

보안

권한, 시크릿, 파급범위

자격 증명 저장: Observation data is local

데이터 외부 송신: None by default

문제 해결

자주 발생하는 오류와 해결

No patterns detected after weeks of use

Your sessions may vary too much; loosen the pattern-matching threshold

GSD-OS desktop app won't launch

Rebuild Tauri bundle for your platform; check Rust toolchain

확인: cargo --version

대안