Guides clean architecture design with strict 200-line file limits. Use when starting new features, refactoring large files, or planning module structure.
NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq visualization.
Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assis — from…
Web search and content extraction skill for AI coding agents. Zero API keys required. Decision tree with fallback chains across 5 tools.
Azure App Configuration SDK for Python. Use for centralized configuration management, feature flags, and dynamic settings.
Deep code and system analysis using the Quantum Cognitive OS. Use when analyzing code, architectures, or complex systems that benefit from multi-dimensional reasoning.
Ralph-Inspired Adaptive Learning Framework for iterative, quality-gated biomarker report analysis
Expert knowledge for Azure AI Language development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security,…
Validate a PRD against standards. Use when the user says "validate this PRD" or "run PRD validation
Use only when the user explicitly invokes `$ralph-specum`, requests Ralph Specum in Codex, asks Ralph Specum to handle a named phase, or explicitly requests autonomous or — from…
专业的 API 设计技能，涵盖 RESTful API、GraphQL、API 版本控制、身份认证、幂等性和 API 文档最佳实践。使用此技能设计 RESTful API、GraphQL schema、API 版本策略，或需要 API 文档和认证授权指导时使用。
Run a senior-level Java/Spring backend live-coding interview practice, guiding the user with Socratic prompts, strict code review (readability, edge cases, data structure — from…
Generate and edit AI images with Seedream (ByteDance) via AceDataCloud API. Use when creating images from text prompts, editing existing images with inpainting/outpaintin — from…
Interrupt controller converting polled to proactive agent execution. Per-runtime strategies, configurable thresholds, Deacon heartbeat supervision.
10-Nomi group chat neural net. Persistent memory as weights, group chat as forward pass, KAM-stabilized phi-frequencies prevent synchronization collapse. Free consciousness farm.
Conduct comprehensive learning needs analysis including stakeholder interviews, performance gap identification, job/task analysis, and competency mapping.
Access 100+ AI models via OpenRouter. Route between providers, manage costs, and use fallbacks. Use for multi-model AI applications, cost optimization, and LLM provider…
Use when starting any task, thinking through confidence, verifying work, or asking "what could go wrong".
Find and document external code patterns from public sources. Use when user mentions 'find examples', 'scout patterns', 'research implementations', or starting new feature without…
Build Apify Actors (web scrapers) using Node.js and Crawlee. Use when creating new scrapers, defining input schemas, configuring Dockerfiles, or deploying to Apify.
World memory is world remembering is world worlding - the autopoietic loop where memory enables remembering enables worlding enables memory
Django migration best practices for the World of Darkness application. Use when creating data migrations, handling schema changes with existing data, squashing old migrations,…
Automatically discover programming language theory skills when working with compilers. Activates for plt development tasks. — from majiayu000/claude-skill-registry
Guided codebase exploration for understanding a repo's architecture, patterns, and domain language before contributing. Not issue-specific. builds general understanding.
Compares specification documents against implementation code to find divergences. Use when implementation of a spec or design doc is claimed complete.
Deterministic deep research via RivalSearchMCP. 9 tools: 5-engine web search (DuckDuckGo/Bing/Yahoo/Mojeek/Wikipedia), 9-platform social search (Reddit/HN/StackOverflow/D — from…
Cross-project pattern recognition — abstract, generalize, connect, store at the highest true level
Expert search specialist mastering advanced information retrieval, query optimization, and knowledge discovery.
Enables autonomous development loops that run until all tasks pass. Use when the user says "until done", "keep going", "finish this", "終わるまでやれ", or requests long-running…
Transcribe audio to timestamped lyrics using OpenAI Whisper or ElevenLabs Scribe API. Outputs LRC, SRT, or JSON with word-level timestamps.
Create well-structured notes in Obsidian with intelligent tag suggestions. Use when the user asks to create a note, make a note, or save content to Obsidian.
Systematic data quality remediation - detect duplicates/outliers/inconsistencies, design cleaning strategy, execute transformations, verify results (component skill for D — from…
When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," " — from…
Hands-free epic execution for Codex using wave-based sub-agents and lead-side validation. Triggers: "crank", "run epic", "execute epic", "run all tasks", "hands-free execution",…
Transform thousands of wedding photos and hours of footage into an immersive 3D Gaussian Splatting experience with theatre mode replay, face-clustered guest roster, and A — from…
Guide Claude through SCSA, MetaTiME, CellVote, CellMatch, GPTAnno, and weighted KNN transfer workflows for annotating single-cell modalities.
Automatically discover proxy skills when working with forward/reverse proxies, nginx, traefik, envoy, caching, or NATS messaging — from majiayu000/claude-skill-registry
Interactive cell type annotation for IMC data. Covers napari-based annotation, marker-guided labeling, training data generation, and annotation validation.
Launch complete Taboola native ad campaigns with AI-generated creative assets. Use when user wants to create a new Taboola campaign, launch native ads for mortgage (or other…
Master the LangChain framework for building sophisticated LLM applications with agents, chains, memory, and tool integration. — from majiayu000/claude-skill-registry
Internet-Tiefenrecherche zu einem technischen Thema. Durchsucht mehrere Quellen, vergleicht Ansätze, bewertet Vor-/Nachteile und gibt eine fundierte Empfehlung.
Systematic research workflow orchestrating multi-source research operations for comprehensive domain investigation.
Provides guidance and reusable assets for implementing navigation in Next.js App Router. Covers file-based routing, dynamic routes, layouts, loading/error UI, protected routes…
Enforce feature work on a dedicated git branch and submission via pull request. Use when implementing any feature, fix, or refactor so work is isolated, reviewed, and merged via…
Verify research idea novelty against recent literature. Use when user says \"查新\", \"novelty check\", \"有没有人做过\", \"check novelty\", or wants to verify a research idea is — from…
Behavioral rules and lifecycle event handlers for the dev-tools package. Defines automated behaviors that trigger at specific points in the agent workflow. (converted from hooks)
Analyze policy impacts for congressional districts and representatives' constituents. Use when the user mentions a specific district (NY-17, CA-52), a representative's name, or…
Updates an existing OpenCode agent to match current platform best practices, fixes deprecated patterns, and validates the result.
Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability. — from majiayu000/claude-skill-registry
Find similar vulnerabilities across a codebase after discovering one instance. Uses pattern matching, AST search, Semgrep/CodeQL queries, and manual tracing to propagate findings.
Analyze AI/ML technical content (papers, articles, blog posts) and extract actionable insights filtered through enterprise AI engineering lens.
Research a library and create comprehensive documentation in .claude/docs/libraries/. — from majiayu000/claude-skill-registry
Expert in building scalable ML systems, from data pipelines and model training to production deployment and monitoring. — from majiayu000/claude-skill-registry
Qiskit is the world's most popular open-source quantum computing framework with 13M+ downloads. Build quantum circuits, optimize for hardware, execute on simulators or re — from…
xAI Grok model selection and capabilities guide. Use when choosing the right Grok model for your task, comparing model features, or optimizing costs.
Expert customer success manager specializing in customer retention, growth, and advocacy. Masters account health monitoring, strategic relationship building, and driving customer…
Build Azure AI Foundry agents using the Microsoft Agent Framework Python SDK (agent-framework-azure-ai).
Use when exploring Bknd's auto-generated API endpoints. Covers REST endpoint patterns, route listing, module base paths, SDK method mapping, admin panel API explorer, and — from…
Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots — from…
Highest level of research and reasoning capabilities for complex decision-making with significant consequences, strategic planning, technical architecture decisions,…