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gsd-skill-creator

por Tibsfox · Tibsfox/gsd-skill-creator

Observes your Claude sessions for 3+ repeated tool patterns and suggests new skills — combats context rot, session amnesia, and missing workflow memory.

Guided Software Development (GSD) is an adaptive learning framework for Claude Code with an observe -> detect -> suggest -> apply -> learn -> compose loop. It watches tool sequences, detects patterns appearing 3+ times, proposes skill creation (with your explicit approval), auto-loads relevant skills within token budgets, learns from corrections (3-correction minimum, 7-day cooldown), and composes agent teams when skills co-activate. Ships with a retro-UI desktop app built on Tauri.

▶ Ver demo 📦 Instalar 💡 Casos de uso

Por que usar

Principais recursos

Demo ao vivo

Como fica na prática

gsd-skill-creator-skill.replay ▶ pronto
0/0

Instalação

Repositório do autor · Documentação oficial de Skills do Claude

Casos de uso

Usos do mundo real: 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

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

Fluxo
  1. Run with observation mode on
    Enable gsd-skill-creator in observe mode. Run my normal PR flow a few times over the next week.✓ Copiado
    → Silent logging of tool sequences
  2. Review suggestions
    Show me detected patterns with 3+ occurrences, ranked by confidence.✓ Copiado
    → Ranked list with proposed skill names

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

Armadilhas
  • Approving every suggestion — Promote only the top 1–2 — skill bloat hurts the picker
Combine com: skill-forge-skill

Compose co-activating skills into an agent team

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

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

Fluxo
  1. Review co-activation report
    Show skill co-activation report — which skills fire within the same task 80%+ of the time?✓ Copiado
    → Cluster diagram
  2. Compose team
    Compose the top cluster into a named agent team.✓ Copiado
    → Team definition that orchestrates the cluster

Resultado: 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

Quando usar: You're picking up a project Claude has lost context on.

Fluxo
  1. Resume with skill history
    Resume project X using gsd-skill-creator memory — what patterns and corrections have I applied so far?✓ Copiado
    → Summary of prior skills and corrections

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

Combine com: planning-with-files-skill

Combinações

Combine com outros MCPs para 10× de alavancagem

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.✓ Copiado
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.✓ Copiado

Ferramentas

O que este MCP expõe

FerramentaEntradasQuando chamarCusto
observe_start session id or none Start of the adoption period 0
detect_patterns min_occurrences? Weekly review 0
promote_to_skill pattern id, name After user approval 0
compose_team cluster id When clusters are stable 0
learn_from_correction correction context After 3+ corrections in cooldown window 0

Custo e limites

O que custa rodar

Cota de API
None
Tokens por chamada
Observation is cheap; generation phases are moderate
Monetário
Free, BSL 1.1 (converts to GPL 3.0 in 2030)
Dica
Only run detection weekly, not per-session

Segurança

Permissões, segredos, alcance

Armazenamento de credenciais: Observation data is local
Saída de dados: None by default

Solução de problemas

Erros comuns e correções

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

Verificar: cargo --version

Alternativas

gsd-skill-creator vs. outros

AlternativaQuando usarTroca
skill-forgeYou already know what skill you want — skip the detection layerNo auto-detection
Manual SKILL.md authoringOne-off skillNo adaptive learning

Mais

Recursos

📖 Leia o README oficial no GitHub

🐙 Ver issues abertas

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