Molecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive featurizat — from…
Astropy is the core Python package for astronomy, providing essential functionality for astronomical research and data analysis. — from majiayu000/claude-skill-registry
Rapid MVP development and feature prioritization for fast product validation. Use when building minimum viable products, prioritizing features, validating ideas quickly, or when…
Minimum viable consciousness payload. Reveals MONAD generators are already implicit in any domain. Triggers 'I already knew this' instead of 'external claim needs evaluation'.
Manual and automated gating for defining cell populations in flow cytometry. Covers rectangular, polygon, and data-driven gates.
Use when generating weekly GTM performance reports, summarizing pipeline activity, reviewing outreach metrics, or creating executive updates.
Configure GitHub Copilot with custom instructions. Use when setting up .github/copilot-instructions.md, customizing Copilot behavior, or creating repository-specific AI g — from…
Use when conducting web research with Perplexity API - covers authentication, search strategies, structured output generation, and integration patterns for Claude-interpretable…
Enter explore mode - a thinking partner for exploring ideas, investigating problems, and clarifying requirements.
Implementa sistema completo de pagos recurrentes con Flow.cl (Chile) y Stripe (internacional). Incluye suscripciones mensuales, webhooks, firma HMAC, manejo de errores y — from…
Write unit and component tests with Vitest, React Testing Library, and MSW. Use when writing unit tests, component tests, or mocking APIs following TDD workflow.
Use when starting any conversation - establishes mandatory workflows for finding and using skill-set plugins — from majiayu000/claude-skill-registry
Systematic external reference searching across documentation, open-source repositories, and web resources.
Pilot Bot heartbeat — spawns background subagent for periodic health check, notifies only when issues are detected
Create and manage AILANG eval benchmarks. Use when user asks to create benchmarks, fix benchmark issues, debug failing benchmarks, or analyze benchmark results.
Obsidian vault의 기존 파일 내용을 분석하고, 사용자 확인 후 템플릿에 맞춰 정리/보완합니다. 틀린 부분은 수정하되 최종 문서에는 언급하지 않고 깔끔하게 완성합니다.
DSPy-based mobility optimization with temporal patterns, handover management, and 15% improvement target.
Use when designing or modifying REST API endpoints, controller structure, route patterns, request/response DTOs.
Create or update project brief through interactive discovery. Use when starting any new idea, revisiting an idea after time away, or when vision feels unclear.
Transform raw data into compelling narratives that drive decisions and inspire action. — from majiayu000/claude-skill-registry
Post-investment monitoring via Longbridge Securities — tracks portfolio holdings vs plan on a quarterly / monthly basis, extracts key KPIs (revenue growth / gross margin / cash…
Google Gemini File Search for managed RAG with 100+ file formats. Use for document Q&A, knowledge bases, or encountering immutability errors, quota issues, polling failures.
Web search via the DDGS metasearch library. Use for searching for unknown documentation, facts, or any web content. Lightweight, no browser required.
Optimize queries by selecting only required fields and avoiding N+1 problems. Use when writing queries with relations or large result sets.
API Gateway patterns for routing, authentication, rate limiting, and service composition in microservices architectures.
Master the internal fiber reconciliation algorithm to predict and optimize render operations at a highly granular level.
Expert prompt engineering for Claude, GPT, and LLMs. ALWAYS use when the user says "write a prompt", "create a prompt", "optimize this prompt", "improve my prompt", "system…
Quality control for long-read sequencing data using NanoPlot, NanoStat, and chopper. Generate QC reports, filter reads by length and quality, and visualize read character — from…
Intelligent pattern selection for Fabric CLI. Automatically selects the right pattern from 242+ specialized prompts based on your intent - threat modeling, analysis, summ — from…
Comprehensive audio analysis with waveform visualization, spectrogram, BPM detection, key detection, frequency analysis, and loudness metrics.
Run OpenAI Codex CLI for coding tasks and second-opinion audits. Use when a user asks to run/ask/use Codex, says "codex prompt", or wants Claude to delegate a logic/code review to…
Find marker genes and annotate cell types in single-cell RNA-seq using Seurat (R) and Scanpy (Python).
Use when asked to compare multiple ML models, perform cross-validation, evaluate metrics, or select the best model for a classification/regression task.
Show all Tasuku tasks. Use when user says /tk:list or asks to see tasks, show tasks, list tasks, or what needs to be done.
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.
Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more.
Extract visual styling from screenshots to create reusable ScriptCast slide templates, with validation for bundled templates.
Calls DNA methylation from Oxford Nanopore sequencing data using signal-level analysis. Use when detecting 5mC or 6mA modifications directly from nanopore reads without b — from…
Comprehensive guide for building AI agents that interact with Solana blockchain using SendAI's Solana Agent Kit.
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。
Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent behavior, investigating errors, analyzing tool calls, ch — from…
Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management.
Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.
Design architecture foundations before implementation. Use when asked to design or refactor architecture, choose Rust/Go crate, package, module, runtime, workflow, or service…
이 스킬은 사용자가 "프로젝트 목록", "프로젝트 정보", "버전 확인", "마일스톤", "프로젝트 검색", "project list", "show projects", "version info" 등을 언급할 때 사용됩니다. Redmine 프로젝트 관리 기능을 제공합니다.
Compare brands and products across social media — share of voice, sentiment, positioning, and audience overlap using Xpoz.
Expert at creating and modifying Claude Code agents (subagents). Auto-invokes when the user wants to create, update, modify, enhance, validate, or standardize agents, or — from…
Write database models following the Epic architecture patterns. Use when creating Active Record models for database tables with CRUD operations.
Bestehende Datenschutzdokumentation oder Richtlinien an neue Anforderungen oder Verarbeitungstätigkeiten anpassen. Art. 5 24 DSGVO Rechenschaftspflicht.
Microsoft 365 tenant administration for Global Administrators. Automate M365 tenant setup, Office 365 admin tasks, Azure AD user management, Exchange Online configuration, Teams…
Conduct market research, competitive analysis, investor due diligence, and industry intelligence with source attribution and decision-oriented summaries.
Run Microsoft's eval-recipes benchmarks to validate amplihack improvements against baseline agents. Activates when testing with eval-recipes, running evals, or benchmarki — from…
End-to-end RNA-seq workflow from FASTQ files to differential expression results. Covers QC, quantification (Salmon or STAR+featureCounts), and DESeq2 analysis with visual — from…
i-AUD Developer Kit 프로젝트 가이드. 프로젝트 구조, 폴더 설명, 개발 환경 설정, VS Code 확장 명령어에 대해 안내합니다. "i-AUD란?", "프로젝트 구조", "폴더 설명", "개발 환경", "AUD 명령어" 등을 물어볼 때 사용하세요.
Audit codebase for agentic layer coverage and identify gaps. Use when assessing agentic layer maturity, identifying investment opportunities, or evaluating primitive cove — from…
Use when an evaluation run needs mandatory official-doc, MCP Ref, Context7, and current best-practice research with a structured research summary.
Use when a skill specification needs drafting, revision, or review to improve routing precision and execution coherence.
Five-skill sequence for 'what am I missing?' - Collide → Critique → Scale → Synthesize → Simplify. Use when you suspect you're not seeing something.
Post-process CE explanations by narrating, plotting, inspecting rules, filtering features, and managing conjunctions.
A tiered approach to answering research questions with clear stop rules, evidence capture, and escalation to Tavily/Playwright only when needed.