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gsd-skill-creator

автор 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.

▶ Смотреть демо 📦 Установить 💡 Сценарии

Зачем использовать

Ключевые функции

Живое демо

Как выглядит на практике

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

Установка

Выберите клиент

~/Library/Application Support/Claude/claude_desktop_config.json  · Windows: %APPDATA%\Claude\claude_desktop_config.json
{
  "mcpServers": {
    "gsd-skill-creator-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/Tibsfox/gsd-skill-creator",
        "~/.claude/skills/gsd-skill-creator"
      ],
      "_inferred": true
    }
  }
}

Откройте Claude Desktop → Settings → Developer → Edit Config. Перезапустите после сохранения.

~/.cursor/mcp.json · .cursor/mcp.json
{
  "mcpServers": {
    "gsd-skill-creator-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/Tibsfox/gsd-skill-creator",
        "~/.claude/skills/gsd-skill-creator"
      ],
      "_inferred": true
    }
  }
}

Cursor использует ту же схему mcpServers, что и Claude Desktop. Конфиг проекта приоритетнее глобального.

VS Code → Cline → MCP Servers → Edit
{
  "mcpServers": {
    "gsd-skill-creator-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/Tibsfox/gsd-skill-creator",
        "~/.claude/skills/gsd-skill-creator"
      ],
      "_inferred": true
    }
  }
}

Щёлкните значок MCP Servers на боковой панели Cline, затем "Edit Configuration".

~/.codeium/windsurf/mcp_config.json
{
  "mcpServers": {
    "gsd-skill-creator-skill": {
      "command": "git",
      "args": [
        "clone",
        "https://github.com/Tibsfox/gsd-skill-creator",
        "~/.claude/skills/gsd-skill-creator"
      ],
      "_inferred": true
    }
  }
}

Тот же формат, что и Claude Desktop. Перезапустите Windsurf для применения.

~/.continue/config.json
{
  "mcpServers": [
    {
      "name": "gsd-skill-creator-skill",
      "command": "git",
      "args": [
        "clone",
        "https://github.com/Tibsfox/gsd-skill-creator",
        "~/.claude/skills/gsd-skill-creator"
      ]
    }
  ]
}

Continue использует массив объектов серверов, а не map.

~/.config/zed/settings.json
{
  "context_servers": {
    "gsd-skill-creator-skill": {
      "command": {
        "path": "git",
        "args": [
          "clone",
          "https://github.com/Tibsfox/gsd-skill-creator",
          "~/.claude/skills/gsd-skill-creator"
        ]
      }
    }
  }
}

Добавьте в context_servers. Zed перезагружается автоматически.

claude mcp add gsd-skill-creator-skill -- git clone https://github.com/Tibsfox/gsd-skill-creator ~/.claude/skills/gsd-skill-creator

Однострочная команда. Проверить: claude mcp list. Удалить: claude mcp remove.

Сценарии использования

Реальные сценарии: 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

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

Предварительные требования
  • Skill cloned — git clone https://github.com/Tibsfox/gsd-skill-creator ~/.claude/skills/gsd-skill-creator
Поток
  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.✓ Скопировано
    → Silent logging of tool sequences
  2. Review suggestions
    Show me detected patterns with 3+ occurrences, ranked by confidence.✓ Скопировано
    → Ranked list with proposed skill names
  3. Confirm and let it build
    Promote pattern #1 into a skill — approve generation.✓ Скопировано
    → A new skill appears in ~/.claude/skills/

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

Подводные камни
  • Approving every suggestion — Promote only the top 1–2 — skill bloat hurts the picker
Сочетать с: skill-forge-skill

Compose co-activating skills into an agent team

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

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

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

Итог: 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

Когда использовать: You're picking up a project Claude has lost context on.

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

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

Сочетать с: planning-with-files-skill

Комбинации

Сочетайте с другими MCP — эффект x10

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.✓ Скопировано
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.✓ Скопировано

Инструменты

Что предоставляет этот MCP

ИнструментВходные данныеКогда вызыватьСтоимость
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

Стоимость и лимиты

Во что обходится

Квота API
None
Токенов на вызов
Observation is cheap; generation phases are moderate
Деньги
Free, BSL 1.1 (converts to GPL 3.0 in 2030)
Совет
Only run detection weekly, not per-session

Безопасность

Права, секреты, радиус поражения

Хранение учётных данных: Observation data is local
Исходящий трафик: None by default

Устранение неполадок

Частые ошибки и исправления

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

Проверить: cargo --version

Альтернативы

gsd-skill-creator в сравнении

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

Ещё

Ресурсы

📖 Читать официальный README на GitHub

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