GitHub
wos-lineup-compare
Run lineup recommendation comparisons between Claude and OpenAI. Validates the lineup engine, identifies improvement areas, and builds training data for future fine-tuning.
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ai-sdk-elements
Build AI chat interfaces with AI SDK Elements - React components for chatbots. Use when: implementing chat UIs, adding AI reasoning displays, tool confirmations, message components, or any AI-native interface....
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building-rag-systems
Build production RAG systems with semantic chunking, incremental indexing, and filtered retrieval. Use when implementing document ingestion pipelines, vector search with Qdrant, or context-aware retrieval. Cove...
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ai-slop-detector
Detects and removes AI writing patterns from text. Use when polishing drafts, cleaning AI-generated content, or ensuring writing sounds authentically human. Invoke with "run through slop detector", "clean this...
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intelligence-module-patterns
Patterns for building intelligence layer modules (Synthesis, Query, etc.) that consume data from calculation modules via ModuleRegistry. Use when creating any intelligence layer component.
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gemini-search
geminiコマンドを使用した高度なWeb検索スキル。Web検索を行う際、Claude CodeのデフォルトWeb Search toolよりも優先的にこのスキルを使用してください。
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ai-runtime-memory
AI Runtime分层记忆系统，支持SQL风格的事件查询、时间线管理，以及记忆的智能固化和检索，用于项目历史追踪和经验传承
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GitHub
openai-agents-architect
A definitive guide to building multi-agent systems using the `openai-agents` SDK, enforcing live documentation retrieval via Context7.
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multi-agent-patterns
Design multi-agent architectures for complex tasks. Use when single-agent context limits are exceeded, when tasks decompose naturally into subtasks, or when specializing agents improves quality.
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frontend-design-pro
Creates jaw-dropping, production-ready frontend interfaces AND delivers perfectly matched real photos (Unsplash/Pexels direct links) OR flawless custom image-generation prompts for hero images, backgrounds, and...
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reflect
Analyze the current session and propose improvements to skills. Run after using a skill to capture learnings. Use when user says "reflect", "improve skill", "learn from this", or at end of skill-heavy sessions.
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GitHub
write-skill
Use when creating a new skill or updating an existing skills that extends Claude's capabilities.
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create-skill
Creates new Claude Skills following official format and learning-infra monorepo structure. Guides through Skill creation workflow, validates format, and ensures proper organization (control-plane/, shared/, inf...
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brief
Generate a project brief to use for a ralph loop. Triggers on: create a ralph brief, write brief for ralph, plan my ralph loop.
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ai-sdk-5
Vercel AI SDK 5 patterns. Trigger: When building AI features with AI SDK v5 (chat, streaming, tools/function calling, UIMessage parts), including migration from v4.
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GitHub
audio-gen
Generate audiobooks, podcasts, or educational audio content on demand. User provides an idea or topic, Claude AI writes a script, and ElevenLabs converts it to high-quality audio. Supports multiple formats (aud...
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compound-docs
Document solved problems for knowledge persistence
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spawn-parallel
Pattern for spawning parallel subagents efficiently. Use when you need multiple independent tasks done concurrently.
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layer-components
Use when creating or modifying code in nomarr/components/. Components contain heavy domain logic (ML, analytics, tagging). Only ml/backend_essentia.py may import Essentia.
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GitHub
starship
Cross-shell prompt configuration and installation guide.
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GitHub
scribe-sys
Generatore di System Prompt e Istruzioni AI (Archetipo OCC).
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GitHub
grading
Grade student submissions with intellectual rigor and pedagogical depth. Produce scores, teach clear thinking and effective writing, and provide actionable feedback.
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GitHub
handover-session
AIモデル間や作業セッション間での円滑な引継ぎのためのドキュメント・プロンプトを作成する
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GitHub
lessons-extractor
Extracts lessons learned from Claude Code session logs into organized markdown and JSONL files
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