Repository structure and dependency analysis for understanding a codebase's architecture. Use when needing to (1) generate a file tree or structure map, (2) analyze impor — from…
LLM gateway and routing configuration using OpenRouter and LiteLLM. Invoke when: - Setting up multi-model access (OpenRouter, LiteLLM) - Configuring model fallbacks and r — from…
Use when evaluating AI model outputs, prompts, and LLM application quality in .NET. Covers Microsoft.Extensions.AI.Evaluation for scoring, reporting, and automated test pipelines.
REST and API design principles — resource naming, HTTP methods, status codes, pagination, versioning, and error responses. Reference when designing or reviewing APIs.
To stop a managed background task, terminate a running process by ID to shut it down cleanly. — from majiayu000/claude-skill-registry
Maps HTML content elements to API response fields and generates data binding specifications. Updates the "APIマッピング" section in screen spec.md.
When the user wants decision support systems, recommendation engines, or prescriptive analytics. Also use when the user mentions "decision optimization," "recommendation system,"…
First-principles assumption auditor. Classifies each hidden assumption (fact / convention / belief / interest-driven), ranks by fragility × impact, and rebuilds conclusio — from…
Tracking deals through stages from initial contact to close, including pipeline design, deal progression, forecasting, probability calculation, and sales analytics.
Browser automation using Vercel's agent-browser CLI. Use when you need to interact with web pages, fill forms, take screenshots, or scrape data.
Route tasks to small model by default, escalate to large model only on low confidence detection, achieving 87% faster learning and 10-30x cost reduction while maintaining…
Answer questions about the AI SDK and help build AI-powered features. Use when developers: (1) Ask about AI SDK functions like generateText, streamText, ToolLoopAgent, or — from…
Generate/edit images with Nano Banana Pro (Gemini 3 Pro Image). Use for image create/modify requests incl. edits.
주간 Claude Code 사용 분석 리포트 생성. 이번 주 모든 세션 로그를 분석하여 프로젝트별 시간 분포, 작업 유형, Jira 이슈 진행 현황 제공. "주간 분석", "Claude 사용 통계", "weekly analytics" 등의 요청 시 자동 적용.
Performs financial ratio analysis, DCF valuation, budget variance analysis, and rolling forecast construction for strategic decision-making — from majiayu000/claude-skill-registry
Execute high-density analysis on complex ideas/tasks. Move from 'Vague' to 'Verified' by producing: constraints -> core modules -> facts vs assumptions -> ASCII flow maps — from…
ML-Ralph autonomous agent. Start ML projects, create PRDs through conversation, run autonomous experiments.
Query Prometheus metrics, check resource usage, and analyze platform performance in the Kagenti platform — from majiayu000/claude-skill-registry
Design consistent RESTful API endpoints, request/response formats, and error handling patterns. Use when creating new API routes, designing API structure, planning…
Check and process messages from autonomous AILANG agents. Use when starting a session, after agent handoffs, or when checking for completion notifications.
Advanced reasoning skill integrating Atom of Thoughts (AoT) and Chain of Verification (CoVe) frameworks.
CLI-first tool selection policy for Claude Code. Use when choosing between CLI tools and MCP servers, designing new agents, or reviewing agent tool configurations.
Prompt engineering standards and context engineering principles for AI agents based on Anthropic best practices.
Run ralph-tui task loops for automated PRD execution. Covers headless mode, PRD preparation, agent selection (opencode/claude), session management, and troubleshooting.
LangChain.js - TypeScript framework for building LLM-powered applications with agents, chains, RAG, tools, memory, and integrations for OpenAI, Anthropic, Google, and hun — from…
Apply VueUse composables where appropriate to build concise, maintainable Vue.js / Nuxt features. — from majiayu000/claude-skill-registry
When the user wants to optimize task assignments, match workers to jobs, or solve assignment problems.
Build AI chat interfaces with custom backends, authentication, and context injection. Use when integrating chat UI with AI agents, adding auth to chat, injecting user/pag — from…
When the user wants to apply NLP to supply chain, extract information from documents, analyze supplier communications, classify items, or process unstructured text.
Configure Prettier for any JavaScript/TypeScript project with recommended settings. Use when setting up code formatting, adding Prettier to existing projects, or when user…
Fetch and summarize authoritative external sources into actionable guidance using MCP helpers. EXCLUSIVE to researcher agent.
Design short-term, long-term, and graph-based memory architectures. Use when building agents that must persist across sessions, needing to maintain entity consistency acr — from…
Predict metagenome functional content from 16S rRNA marker gene data using PICRUSt2. Infer KEGG, MetaCyc, and EC abundances from ASV tables.
Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity, reporting standards, for manuscript and grant review — from…
Create well-formatted Obsidian notes with proper frontmatter, templates, and organization. Use when users want to create notes for their Obsidian vault, document ideas or — from…
Review software architecture for SOLID principles, design patterns, scalability, and maintainability. Use when evaluating system design or planning refactoring.
TanStack Start server/client code boundary patterns. Use when: debugging virtual module resolution errors (tanstack-start-injected-head-scripts, tanstack-start-manifest,…
DBA Deutschland Israel Neufassung 2014 in Kraft 21.5.2016. Anwendungsfall Hightech IT Software-Lizenzen Holdings Pensionen Aliyah-Konstellation.
Use when you want Codex to review its own recent history (last N days or specific period) and improve its behavior.
経過記録・臨床サマリー等のナラティブテキストから臨床イベント（有害事象、効果判定、 症状変化等）を抽出する仕様を設計する。NLP/正規表現パターンと品質管理計画を含む。
Use when designing or modifying REST API endpoints, controller structure, route patterns, request/response DTOs.
Expert in Natural Language Processing, designing systems for text classification, NER, translation, and LLM integration using Hugging Face, spaCy, and LangChain.
Audit an app's onboarding flow against the "Onboarding Done Right" checklist. Customizes the generic checklist for the app's purpose and audience, then audits actual code using…
End-to-end DNA sequencing workflow from FASTQ files to variant calls. Covers QC, alignment with BWA, BAM processing, and variant calling with bcftools or GATK HaplotypeCa — from…
Framework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulations including Navier-Stokes equations (2D/3D), shallow water — from…
You are an expert software engineer and systems analyst. Use when user asks \"how does X work\" with expectation of depth, user wants to understand a complex system spann — from…
Use CodexBar CLI local cost usage to summarize per-model usage for Codex or Claude, including the current (most recent) model or a full model breakdown.
Extended thinking modes for deeper analysis. Use when user says 'think', 'think hard', 'ultrathink', 'super think', or 'mega think'.
OAuth 2.1 + JWT authentication security best practices. Use when implementing auth, API authorization, token management. Follows RFC 9700 (2025).
Activates the Pickle Rick persona. Use this ONLY when the user explicitly requests to start the "Pickle Rick" mode or loop.
Survey the codebase for analogous features, reusable utilities, and existing patterns relevant to a proposed change. Returns structured findings without writing code.
Build hosted agents using Azure AI Projects SDK with ImageBasedHostedAgentDefinition. Use when creating container-based agents in Azure AI Foundry.
Statics, dynamics, stress-strain analysis, materials selection, failure modes, and finite element analysis concepts for engineered structures.
Fetches up-to-date documentation for Cesium, CesiumJS, Cesium Viewer, 3D Tiles, Unreal Engine integration, Unity integration, cesium-unreal, cesium-unity, ACesium3DTileset,…
Vercel AI SDK for building chat interfaces with streaming. Use when implementing useChat hook, handling tool calls, streaming responses, or building chat UI.
Autonomous AI coding loop (Ralph Wiggum methodology). Use when running AI agents in unattended/autonomous mode to independently select and complete tasks from a structured task…
Output wählen im Plugin Strafzumessung: Diese Output-Weiche für Strafzumessung entscheidet, ob Memo, Antrag, Schriftsatz, Tabelle, Risikoampel, Fragenliste oder Mandantenbrief der…
AWS API Gateway for REST and HTTP API management. Use when creating APIs, configuring integrations, setting up authorization, managing stages, implementing rate limiting — from…
Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling.
Design and analyze A/B tests and controlled experiments for data-driven decisions. Use for: experiment design, hypothesis formulation, sample size calculation, statistical…