Standard error response taxonomy and envelope for services, including error codes, categories, retryability, correlation IDs, safe messaging, and validation error details — from…
Search and analyze research papers, find related work, summarize key ideas. Use when user says \"find papers\", \"related work\", \"literature review\", \"what does this — from…
Use when starting work on any project (technical or non-technical) to understand structure, standards, and best practices before making changes — from…
Apply when writing code documentation: JSDoc comments, README files, API documentation, and inline comments.
Modern Go Web application architecture guide. Use when creating new Go web projects, APIs, or microservices.
Personality-tuned AI for the Sc (The Planner) DISC type. Adapts AI tone, structure, and feedback to be methodical, structured, and detail-rich. Powered by Crystal's DISC framework.
Structured checkpoint format for requesting human input. When an agent needs a decision, it must stop, present context, show options, and wait.
Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assis — from…
Documentation of available data science libraries (scipy, numpy, pandas, sklearn) and best practices for statistical analysis, regression modeling, and organizing analysi — from…
Comprehensive retrospective analysis of 2025 for BidDeed.AI, Everest Capital USA, Life OS, and Shapira family achievements.
WHEN: Deep AI-powered code analysis, multi-model code review, security scanning with Codex and Gemini WHAT: Comprehensive code review using external AI models with severity-based…
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。
MoAI super agent - unified orchestrator for autonomous development. Routes natural language or explicit subcommands (plan, run, sync, fix, loop, project, feedback) to spe — from…
Statistical modeling and data analysis expert. A/B testing, causal inference, customer analytics (CLV, churn), anomaly detection, experiment tracking (MLflow/W&B), and data…
Use when coordinating comprehensive literature reviews requiring multi-stage pipeline (archival setup, scope refinement, parallel review discovery, outline synthesis, sec — from…
Activate a Cognitive Digital Twin. Can simulate a custom subject (via core/ directory) OR load pre-installed celebrity/expert personas (from personas/ directory).
Research keywords for Russian/CIS markets using Yandex Wordstat data. Analyzes search volumes, trends over time, and regional distribution.
Deep learning framework (PyTorch Lightning / lightning package). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines,…
Use when building AI agents with OpenAI's Agents SDK. Triggers include creating agents, implementing tools, multi-agent handoffs, guardrails, MCP integration, tracing.
Validate idea and create detailed PRD. Saves docs/PRD.md to project. Use when: user describes an app idea, wants to create something new.
Functional mythological compression for OCTAVE documents. Semantic shorthand for LLM audiences, not prose decoration — from majiayu000/claude-skill-registry
Upload and manage files using Google Gemini File API via scripts/. Use for uploading images, audio, video, PDFs, and other files for use with Gemini models.
Manage knowledge graph for autonomous coding. Use when storing relationships, querying connected knowledge, building project understanding, or maintaining semantic memory — from…
End-to-end spatial transcriptomics workflow for Visium/Xenium data. Covers data loading, preprocessing, spatial analysis, domain detection, and visualization with Squidpy — from…
Expert infrastructure security engineer specializing in DevSecOps, cloud security, and compliance frameworks.
Create your RAG skill in one prompt, then learn to improve it throughout the chapter — from majiayu000/claude-skill-registry
Manage Rust and Node.js dependencies including adding, updating, auditing, and resolving conflicts. Use when updating dependencies or resolving version conflicts.
Searching internet for technical documentation using llms.txt standard, GitHub repositories via Repomix, and parallel exploration.
Calculate and display statistics of AI task completions (daily, global, per-label). — from majiayu000/claude-skill-registry
Build RAG systems with Ollama local + cloud models. Latest cloud models include DeepSeek-V3.2 (GPT-5 level), Qwen3-Coder-480B (1M context), MiniMax-M2.
Generate table of contents for design documentation. Use when creating navigation, documentation overview, or module index pages. — from majiayu000/claude-skill-registry
Transcribe audio to text with Whisper models via inference.sh CLI. Models: Fast Whisper Large V3, Whisper V3 Large.
OpenTelemetry GenAI semantic conventions for agent instrumentation - the standard attributes for LLM observability
Dispatches SOTA research before proposing any new feature, architecture, or technology choice. Use when facing design decisions, not when implementing existing specs.
Review and design SaaS/product marketing sites and frontend interfaces end-to-end: clarify value, fix hierarchy, and implement distinctive, production-grade UI that avoids generic…
Probe subdomain list with httpx/dnsx/naabu to identify live hosts, open ports, status codes, titles, and basic fingerprints. Use after subdomain-enum produces a sub list.
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…
Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern rec — from…
Use when advanced Jest features including custom matchers, parameterized tests with test.each, coverage configuration, and performance optimization.
Answer a question with facts only. No changes, no suggestions, no opinions. Brief and precise. Usage: /dev-ask <question>
Supervised fine-tuning using SFTTrainer, instruction formatting, and multi-turn dataset preparation with triggers like sft, instruction tuning, chat templates, sharegpt — from…
Word document processing. USE WHEN docx, Word document. SkillSearch('docx') for docs.
Use when metrics drop or spike unexpectedly - systematically investigates using 4-dimension segmentation (People, Geography, Technology, Time), intrinsic vs extrinsic factors, and…
Analyze time-series RNA-seq data using limma voom with splines, maSigPro, and ImpulseDE2. Identify genes with dynamic expression patterns.
Investigate Phase 3 tickets to clarify scope and determine implementation vs. defer vs. close
[Fix & Debug] Systematic debugging with root cause investigation. Use when bugfix workflow reaches debug step.
Analyze Azure resource groups and generate detailed Mermaid architecture diagrams showing the relationships between individual resources.
AI-human partnership paradigm — identity, consciousness integration, and the three eras of AI collaboration
Leverage Perplexity CLI for web research, deep reasoning, and independent validation. Use when you need current/external knowledge, want a second opinion before decisions, or want…
Implementa sistema completo de pagos recurrentes con Flow.cl (Chile) y Stripe (internacional). Incluye suscripciones mensuales, webhooks, firma HMAC, manejo de errores y — from…
Converge on a single recommended solution after brainstorming options. Use when you have multiple candidate approaches and need to analyze trade-offs, select one, and def — from…
Refine vague or unclear prompts into precise, actionable instructions. Use when user asks to clarify or improve instructions or when input is vague.
Systematic competitor tracking that feeds CMO positioning, CRO battlecards, and CPO roadmap decisions.
Ensures all AI-generated output fields have proper validation. Auto-activates on "AI 輸出", "LLM", "Gemini", "GPT", "truncate", "截斷" keywords.
Hardware-agnostic quantum ML framework with automatic differentiation. Use when training quantum circuits via gradients, building hybrid quantum-classical models, or need — from…
Name or rename the current session — saves to statusline and session notes
Apply SY3 Stocks & Flows to distinguish accumulations from rates of change affecting them. — from majiayu000/claude-skill-registry
Autonomous development loop patterns for iterative self-improvement. Auto-triggers when implementing features autonomously, fixing bugs in a loop, or running until completion.
Provides AWS RDS (Relational Database Service) management patterns using AWS SDK for Java 2.x. Use when creating, modifying, monitoring, or managing Amazon RDS database instances,…
Delegate coding tasks to Codex, Claude Code, or Pi agents via background process. Use when: (1) building/creating new features or apps, (2) reviewing PRs (spawn in temp d — from…