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gsd-skill-creator

von 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.

▶ Demo ansehen 📦 Installieren 💡 Anwendungsfälle

Warum nutzen

Hauptfunktionen

Live-Demo

In der Praxis

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

Installation

Repository des Autors · Offizielle Dokumentation zu Claude Skills

Anwendungsfälle

Praxisnahe Nutzung: 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

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

Ablauf
  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.✓ Kopiert
    → Silent logging of tool sequences
  2. Review suggestions
    Show me detected patterns with 3+ occurrences, ranked by confidence.✓ Kopiert
    → Ranked list with proposed skill names

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

Fallstricke
  • Approving every suggestion — Promote only the top 1–2 — skill bloat hurts the picker
Kombinieren mit: skill-forge-skill

Compose co-activating skills into an agent team

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

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

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

Ergebnis: 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

Wann einsetzen: You're picking up a project Claude has lost context on.

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

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

Kombinieren mit: planning-with-files-skill

Kombinationen

Mit anderen MCPs für 10-fache Wirkung

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.✓ Kopiert
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.✓ Kopiert

Werkzeuge

Was dieses MCP bereitstellt

WerkzeugEingabenWann aufrufenKosten
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

Kosten & Limits

Was der Betrieb kostet

API-Kontingent
None
Tokens pro Aufruf
Observation is cheap; generation phases are moderate
Kosten in €
Free, BSL 1.1 (converts to GPL 3.0 in 2030)
Tipp
Only run detection weekly, not per-session

Sicherheit

Rechte, Secrets, Reichweite

Credential-Speicherung: Observation data is local
Datenabfluss: None by default

Fehlerbehebung

Häufige Fehler und Lösungen

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

Prüfen: cargo --version

Alternativen

gsd-skill-creator vs. andere

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

Mehr

Ressourcen

📖 Offizielle README auf GitHub lesen

🐙 Offene Issues ansehen

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