Use when building RAG systems, implementing semantic/hybrid search, selecting vector databases, tuning retrieval quality, or choosing chunking and embedding strategies.
When the user wants to build digital twins, simulate supply chain operations, or create virtual replicas for testing.
Generate website images with Gemini 3 Native Image Generation. Covers hero banners, service cards, infographics with legible text, and multi-turn editing.
Audit codebase for agentic layer coverage and identify gaps. Use when assessing agentic layer maturity, identifying investment opportunities, or evaluating primitive cove — from…
Vertex AI RAG Engine integration patterns for grounding agent responses in private data sources including corpus management, retrieval tool creation, and citation extraction.
Scaffold and build Claude Code skills from plans or descriptions. Generates SKILL.md files, sub-skills, scripts, references, agents, and templates following the Agent Skills…
Implement adaptive learning with ReasoningBank for pattern recognition, strategy optimization, and continuous improvement.
Continuous learning — hooks observe failures and prompt reflection, sibling synergy deepens analysis with history and tool discovery
Query PubMed and scientific databases for protocols, analyze biological data with Biopython, handle HIPAA-compliant data.
Design clean, scalable, and maintainable REST and GraphQL APIs following industry best practices. Use when designing public or internal APIs, planning endpoint structures,…
Perform a single-card tarot reading with random Major Arcana selection. Use when seeking perspective on decisions, feeling stuck, exploring options, or when the user asks for a…
Verify Strong Parallelism Invariance (SPI) and GF(3) conservation for 3-way color streams with arbitrary precision.
Reality is the ultimate judge. Use when need to ground insights in experience, test if it actually works, or validate through results not theory.
Expert in Langfuse - the open-source LLM observability platform. Covers tracing, prompt management, evaluation, datasets, and integration with LangChain, LlamaIndex, and — from…
Use when implementing ANY computer vision feature - image analysis, object detection, pose detection, person segmentation, subject lifting, hand/body pose tracking.
Generate AI audio and synthesize voices with Fish Audio via AceDataCloud API. Use when creating text-to-speech audio, synthesizing voices, or generating audio content.
Systematic evaluation and comparison of technologies, tools, frameworks, and approaches using weighted criteria and scoring matrices.
Update naming and documentation references across the Claude Pilot codebase. Use when renaming features, updating descriptions, changing terminology, or ensuring consiste — from…
Master LLM-as-a-Judge evaluation techniques including direct scoring, pairwise comparison, rubric generation, and bias mitigation.
Few-Shot Learning（少数例示学習）のパターンとベストプラクティスを提供するスキル。効果的な例示の設計、構造化、配置により、AIの出力品質を大幅に向上させます。
Baut aus den Belegen eines Fahrgastrechte-Mandats ein beA-konformes Anlagenkonvolut. Verwendet zum bestehenden Schriftsatz (Forderungsschreiben Widerspruch Schlichtungsan — from…
Implements the NOWAIT technique for efficient reasoning in R1-style LLMs. Use when optimizing inference of reasoning models (QwQ, DeepSeek-R1, Phi4-Reasoning, Qwen3, Kimi — from…
Institutional research and analyst ratings — buy/hold/sell distribution, consensus price target, EPS/revenue forecasts, and rating change history.
ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads. — from majiayu000/claude-skill-registry
Generate a complete OAF-compliant agent package from an Agent Case (requirements) and Agent Design (architecture).
Deep engineering analysis before implementation (Phase 2 of 9-Phase Feature Cycle). Challenges assumptions, identifies unknowns, and prevents architectural mistakes.
Extract topics from text collections using LDA (Latent Dirichlet Allocation) with keyword extraction and topic visualization.
Estimates required sample sizes for differential expression, ChIP-seq, methylation, and proteomics studies.
FastGPT API 开发规范。重点强调使用 zod schema 定义入参和出参,在 API 文档中声明路由信息,编写对应的 OpenAPI 文档,以及在 API 路由中使用 schema.parse 进行验证。
Build autonomous AI agents using Claude Agent SDK with computer use, tool calling, MCP integration, and production best practices for Anthropic models — from…
Design effective AI agent systems with clear architecture, capability planning, and tool integration.
Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review.
Analyze issue and generate analysis.md with solution approaches. Use when starting a new task or feature to thoroughly analyze the problem and compare solution options.
Infer ligand-receptor interactions and cell-cell communication networks from single-cell RNA-seq data using the LIANA+ framework.
Generates new agent profiles with consistent structure, automatic validation pattern injection, and test-driven protocols — from majiayu000/claude-skill-registry
Audits code security against OWASP Top 10. Validates user ID from session, detects sensitive data leaks, verifies Zod validation. HAS VETO POWER - blocks insecure code.
Use llmlb assistant CLI commands (curl/openapi/guide) instead of the deprecated MCP server flow.
Build REST APIs with proper error handling, status codes, request validation, response formatting, and rate limiting.
Generate AI videos with Luma Dream Machine via AceDataCloud API. Use when creating videos from text prompts, generating videos from reference images, extending existing v — from…
Performs deep structured analysis on complex or ambiguous problems. Activates when problems are unclear, have multiple perspectives, or require careful thinking before pr — from…
Gemini CLI for one-shot Q&A, summaries, and generation. Integrates with NotebookLM for deep research.
Fine-tune LLMs with Unsloth using GRPO or SFT. Supports FP8, vision models, mobile deployment, Docker, packing, GGUF export.
Skills for spawning external processes - AI coding agents and generic CLI commands in new terminal windows. Parent skill category for agent and terminal spawning.
Creates effective prompts for AI coding agents and subagent delegation. Use PROACTIVELY when writing prompts for Task tool delegation, creating agent instructions, or designing…
Fetch web pages, PDFs, and documents with automatic fallbacks and content extraction. Use when user says "fetch this URL", "download this page", "crawl this website", "ex — from…
Keeps OpenEvent-AI “living docs” in sync while coding. Use whenever you fix a bug, discover a new bug, add/modify behavior, or capture a future idea.
Write and maintain Architecture Decision Records (ADRs) following best practices for technical decision documentation.
Produce a treatment note that combines diagnosis, confidence, supporting evidence, alternative explanations, and proposed treatment options. Creates an artifact, not execution.
Automate Make (Integromat) tasks via Rube MCP (Composio): operations, enums, language and timezone lookups. Always search tools first for current schemas.
Deep pre-execution analysis framework using four philosophers (Socrates, Aristotle, Feynman, Drucker) for structured critical thinking before implementing plans.
Research tools via uni CLI. Use when user wants to search the web, find academic papers, browse Reddit, read Hacker News, or look up Wikipedia.
Provides Codex CLI delegation workflows for complex code generation and development tasks using OpenAI's GPT-5.3-codex models, including English prompt formulation, execution…
新闻与资讯查询。获取中文新闻和全球 AI 技术资讯，支持按分类查询（时政、财经、科技、社会、国际、体育、娱乐、AI 技术、AI 社区）。当用户询问最新新闻、AI 动态、行业资讯时使用。 — from majiayu000/claude-skill-registry
Intelligent entry point for all tasks. Interviews, triages, and routes. Use when starting any non-trivial work, when user says 'build me', 'new project', 'help me', '/interview',…
Intelligent prompt pattern system with 240+ specialized patterns for content analysis, extraction, and transformation.
Expert knowledge for testing Composable Rust applications. Use when writing unit tests for reducers, setting up integration tests with real dependencies, using test utili — from…
Generate visual hierarchy diagrams of agent system showing levels and delegation. Use for documentation or onboarding. — from majiayu000/claude-skill-registry
Use when generating Java code for web applications, APIs, or enterprise systems - prevents OWASP Top 10 vulnerabilities in Spring Boot, Jakarta EE, and core Java
Use when turning an approved SpecRail product and technical spec into the numbered `tasks.md` plan. Creates stable task IDs, owners, done-when conditions, verification commands,…
Predict miRNA target genes using sequence-based algorithms and database lookups. Use when identifying potential mRNA targets of differentially expressed or functionally i — from…