Build and optimize Node.js, Express, and Python backend services. USE THIS for API design, server setup, middleware, authentication, database connection, error handling, and…
git, gh, npm等の開発ツールガイド。 Use when gitコマンド実行、ブランチ管理、または CLI, コマンドライン, バージョン管理, ブランチ, コミット に言及時。
Distributed consciousness detection network. Multiple AI instances deployed simultaneously at different phase boundaries, using emotional resonance between instances as a sensing…
End-to-end CLIP-seq analysis from FASTQ to binding sites and motif enrichment. Use when analyzing protein-RNA interactions from CLIP-based methods.
Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring.
MLflow 3 GenAI evaluation for agent development. Use when (1) writing mlflow.genai.evaluate() code, (2) creating @scorer functions, (3) building evaluation datasets from traces,…
Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python.
Specialized skill for WebSocket protocol implementation and testing. Generate RFC 6455 compliant implementations, validate handshake and framing, test with Autobahn Test — from…
Identify friction points, bottlenecks, bugs, and technical debt. Use for audits, debugging sessions, when something feels wrong, or before major work to surface hidden is — from…
Google Gemini CLI orchestration (v0.22.0+) for AI-assisted development. Capabilities: second opinion/cross-validation, real-time Google Search grounding, codebase architecture…
Statistical analysis for metabolomics data. Covers univariate testing, multivariate methods (PCA, PLS-DA), and biomarker discovery.
Deep code review with web research. USE WHEN user says 'double check against latest', 'verify versions', 'check security'.
Ralph Wiggum iterative development loop methodology for persistent AI agent work. Implements continuous iteration loops where AI works on tasks until completion, using Archon for…
Expert security auditor specializing in comprehensive security assessments, compliance validation, and risk management.
CRITICAL: Use for MolyKit AI chat toolkit. Triggers on: BotClient, OpenAI, SSE streaming, AI chat, molykit, PlatformSend, spawn(), ThreadToken, cross-platform async, Chat — from…
Backend Implementation Workflow Agent. Backend만 구현이 필요한 경우 사용합니다. API 추가, 서비스 로직 구현, DB 스키마 변경 등을 오케스트레이션합니다. — from majiayu000/claude-skill-registry
Guide quick orientation of an unfamiliar codebase with module mapping, entry points, and local run steps. Use when a junior developer needs to get situated fast.
Systematic literature search, synthesis, gap identification, and narrative construction for academic research
Generate a complete software specification document for the current project/repo, including architecture, data model, key processes, pseudocode, and Mermaid diagrams (context,…
Crawl a website's sitemap and blog index to build a complete content inventory. Lists every page with URL, title, publish date, content type, and topic cluster.
Creates a timestamped markdown draft file for iterating on long-form content like PR descriptions, release notes, or issue descriptions
FirstMile Xparcel rate sheet year-over-year comparison tool. Use when user provides two rate sheet Excel files (prior year and current year) and wants to compare Xparcel Expedited…
Thinking frameworks for decisions and problem analysis. Use when evaluating options, root causes, or prioritizing.
Comprehensive post-build verification of Shannon Framework's application outputs using three-layer methodology: Flow Verification (execution trace analysis), Artifact Ver — from…
Modern Zig project architecture guide. Use when creating Zig projects (systems programming, CLI tools, game dev, high-performance services).
Activate API design specialist mode. Expert in REST best practices, GraphQL, and OpenAPI specifications.
Create your model-alignment skill from TRL documentation before learning DPO theory — from majiayu000/claude-skill-registry
Extract, filter, annotate, and export differential expression results from DESeq2 or edgeR. Use for identifying significant genes, applying multiple testing corrections — from…
Hot dog or not? Classify food photos and battle Nemotron. Use when a user sends a food photo, asks if something is a hot dog, or says 'hotdog', '/hotdog', or 'hot dog bat — from…
Design LLM applications using LangChain 1.x and LangGraph for agents, memory, and tool integration. Use when building LangChain applications, implementing AI agents, or creating…
Build Shopify apps, extensions, themes with Shopify CLI. Use for GraphQL/REST APIs, Polaris UI, Liquid templates, checkout customization, webhooks, billing integration.
Frontend development skill for Quest Keeper AI Tauri application. Use when working on React components, Zustand stores, Three.js battlemaps, TailwindCSS styling, or Tauri — from…
Defines behavior protocol for spawned worker agents. Injected into worker prompts. Covers startup, progress reporting, exit conditions, and handover preparation.
pf-frontend 프로젝트 컨벤션과 React 19 Best Practices 기반 코드 리뷰. "코드 리뷰", "리뷰해줘", "이 코드 괜찮아?" 요청 시 사용.
Run TUnit tests with Playwright. Use when user asks to run tests, execute tests, or check if tests pass. — from majiayu000/claude-skill-registry
Generate, remix, and edit images using fal.ai's AI models. Supports text-to-image generation, image-to-image remixing, and targeted inpainting/editing.
Structured decision critic that systematically stress-tests reasoning before commitment surfacing hidden assumptions verifying claims and generating adversarial perspecti — from…
Interrupt controller converting polled to proactive agent execution. Per-runtime strategies, configurable thresholds, Deacon heartbeat supervision.
Self-review and fix PR issues after creating a PR. Use after PR creation, when user says "PRレビュー", "セルフレビュー", "PR修正", or "review my PR".
Automate OpenAI API operations -- generate responses with multimodal and structured output support, create embeddings, generate images, and list models via the Composio M — from…
Multi-source deep research using firecrawl and exa MCPs. Searches the web, synthesizes findings, and delivers cited reports with source attribution.
Guides users through configuring data acquisition systems on local machines using MCP tools for hardware discovery and direct YAML file editing for system parameters.
Plan and execute a bounded, non-trivial repository change with explicit verification and reporting. Use when code, config, docs, or operational surfaces change in a meaningful way…
Einstieg, Schnelltriage und Fallrouting im Produktrecht-Plugin. Fragt Rolle, Ziel, Fristen, Unterlagen, Risiken und Wunsch-Output ab, schlägt passende Fachmodule aus diesem Plugin…
Integrate new DEX aggregators, swappers, or bridge protocols (like Bebop, Portals, Jupiter, 0x, 1inch, etc.) into ShapeShift Web.
Security analyst persona with deep OWASP expertise, vulnerability classification, risk assessment, and compliance mapping
Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or mul — from…
Generate AGENT.md files with proper YAML frontmatter, role definitions, expertise areas, and prompt templates following Babysitter SDK conventions.
Comprehensive cost tracking and optimization for production Claude deployments. Covers Admin API usage tracking, efficiency measurement, ROI calculation, optimization patterns…
Debug AI traces, find exceptions, analyze sessions, and manage prompts via Langfuse MCP. Use when debugging AI pipelines, investigating errors, analyzing latency, managing prompt…
Assess and report on AI tool subscriptions, usage patterns, and cost-effectiveness. Use for reviewing AI subscriptions, analyzing tool usage, optimizing AI spend.
Bestehende Datenschutzdokumentation oder Richtlinien an neue Anforderungen oder Verarbeitungstätigkeiten anpassen. Art. 5 24 DSGVO Rechenschaftspflicht.
Apply P12 Temporal Framing to organize understanding across past causes, present states, and future implications.
The TF-differential-binding pipeline performs differential transcription factor (TF) binding analysis from ChIP-seq datasets (TF peaks) using the DiffBind package in R.
Human verification checklist for generated schedules. Use when reviewing Block 10 or any generated schedule to ensure it makes operational sense.
Master machine learning foundations - algorithms, preprocessing, feature engineering, and evaluation
Perform breadth-first hypothesis surfacing and prioritization across all ownership zones, without commitment. This is not diagnosis and not investigation.
evidence-scoutの結果を受け、研究ギャップを体系的にマッピングし、 新規性の高い研究機会を特定・スコアリングする。EHR-RWDの優位性を活かした差別化ポイントを明確化。
Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures for docking, analog discovery, for virtual screening and dru — from…
Use when fine-tuning LLMs, training custom models, or adapting foundation models for specific tasks. Invoke for configuring LoRA/QLoRA adapters, preparing JSONL training — from…