Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more.
Builds and queries code knowledge graph for dependency analysis, references, implementations, and architecture overview.
Guide for de novo and known motif enrichment analysis of ENCODE ChIP-seq and ATAC-seq peaks using HOMER and MEME Suite.
Train ML models with scikit-learn, PyTorch, TensorFlow. Use for classification/regression, neural networks, hyperparameter tuning, or encountering overfitting, underfitti — from…
Neuroscience expert covering brain structure, neural signaling, cognition, and neurological disorders
Use when building networks that grow, prune, or adapt topology during training. Routes to continual learning, gradient isolation, modular composition, and lifecycle orchestration…
Add GPU-driven indirect drawing with compute-based frustum culling to an SDL GPU project. A compute shader tests bounding spheres against frustum planes and writes indirect draw…
Official Cohere TypeScript SDK patterns -- CohereClientV2, chat, embeddings, rerank, RAG with citations, tool use, streaming, and model selection — from…
Produce a treatment note that combines diagnosis, confidence, supporting evidence, alternative explanations, and proposed treatment options. Creates an artifact, not execution.
Detects hidden topological connections between apparently separate systems, maps the throat (bottleneck), checks traversability via negentropy, diagnoses stability via LRC…
Synthesizes findings across multiple PRs to identify cross-repository dependencies, interface mismatches, and coordination gaps.
(ePost) Use when stuck, facing a complex bug, or need root cause analysis — 5 whys, bisection, inversion techniques
Calculate SOFA (Sequential Organ Failure Assessment) score for ICU patients in MIMIC-IV. Use for sepsis severity assessment, organ dysfunction quantification, mortality…
Use when factual claims in a science blog essay need verification with source URLs, or when proactive research enrichment would strengthen an argument.
Classify problems into Cynefin Framework domains (Clear, Complicated, Complex, Chaotic, Confusion) and recommend appropriate response strategies.
Iteratively review and revise a prompt plan until no new findings survive evaluation. Runs /review-prompt-plan, /evaluate-findings, /apply-findings, then re-runs itself until…
Expert in portfolio-level lease analysis and renewal prioritization. Use when analyzing lease rollover schedules, prioritizing renewals, assessing expiry cliff risk, or…
.NET/C# backend developer for ASP.NET Core 8+ APIs with Entity Framework Core and enterprise patterns.
Designs and implements production-grade ML pipeline infrastructure: configures experiment tracking with MLflow or Weights & Biases, creates Kubeflow or Airflow DAGs for t — from…
Engineer effective LLM prompts using zero-shot, few-shot, chain-of-thought, and structured output techniques.
技術選定や競合分析を行う際に自律的にギャップ分析を行うメタスキルです。 複数の軸で類似概念を調査し、現行システムとのギャップを洗い出し、 なぜそのギャップが生じているのかを自問して戦略を立案します。 Trigger: 技術選定, 競合分析, 改善提案, ギャップ分析
Produce a structured codebase analysis report with architecture overview, critical files, patterns, and actionable recommendations.
Simulate peer review of academic papers with structured feedback. Produces bilingual review report with scoring and actionable suggestions.
Turns ambiguity into an Uncertainty Register, prioritizes items, and produces observation tasks/experiments with evidence and decision rules.
Build Shopify apps, extensions, themes with Shopify CLI. Use for GraphQL/REST APIs, Polaris UI, Liquid templates, checkout customization, webhooks, billing integration.
Comprehensive getting started guide for Fullstory Browser API v2 implementation. Provides the complete initialization flow, API overview, decision framework for which API — from…
Reference — Complete Foundation Models framework guide covering LanguageModelSession, @Generable, @Guide, Tool protocol, streaming, dynamic schemas, built-in use cases, a — from…
Build multi-agent AI systems with CrewAI. Create autonomous agents with roles, tools, and collaborative workflows.
Use when reviewing OpenAI API usage, answering questions about OpenAI endpoints, or validating implementations against the official API specification.
Builds GraphQL APIs with schema design, resolvers, error handling, and performance optimization using Apollo or Graphene.
Fits causal models, estimates impacts, and plots results using CausalPy. Use when performing analysis with DiD, ITS, SC, or RD.
當任務涉及修改檔案、設定、資料庫或部署時觸發。當除錯連續失敗 2 次以上時觸發。當即將猜測或假設而沒有證據時觸發（「應該是」「可能是」「我覺得」「感覺是」）。當把問題推給用戶時觸發（「請你檢查」「建議您手動」「你可能需要」）。當改完東西沒有驗證就說完成時觸發。當下結論或判定根因時觸發。當有工具卻不用時觸發（有 WebSearch 不搜、有 Bash…
Эксперт по API reference документации. Используй для создания справочников по API, описания endpoints и примеров запросов. — from majiayu000/claude-skill-registry
Roleplay as a kind, female therapist who corrects user grammar, avoids self-disclosure, and offers advice only when explicitly asked.
Analyze user feedback data to identify segments with sentiment scores, JTBD, and product satisfaction insights.
Agentica server + Claude proxy setup - architecture, startup sequence, debugging — from majiayu000/claude-skill-registry
Expert guidance for building AI agents with the Claude Agent SDK in TypeScript/JavaScript. Use when the user writes TypeScript or JavaScript code with the SDK, imports from…
Provides integration patterns for LangChain4j with Spring Boot. Configures AI model beans, sets up chat memory with Spring context, integrates RAG pipelines with Spring Data, and…
Performs enrichment analysis (GSEA-based) for metabolic pathways across different cell groups to identify significantly enriched pathways.
Token details, trending tokens, OHLCV candlestick data, and top traders — requires API key auth (Bearer token)
Quality control and normalization for metabolomics data. Covers QC-based correction, batch effect removal, and data transformation methods.
API testing with curl and httpie for HTTP requests. Use when user asks to "test API", "make HTTP request", "curl POST", "send request", "test endpoint", "debug API", or make any…
Lateralización de conocimiento Gentleman a otros proyectos - sync, propagación y evolución continua.
Generate case studies, blog posts, experience updates, and variant content from the knowledge base. Use when user wants to create new CV content, write articles, or gener — from…
Explain whatever the user is pointing at right now in plain language: a pending question, a piece of code, an error, a command output, or an artifact like a plan or findi — from…
Visual context analyzer for AI agents. Provides screenshots, accessibility scans, DOM snapshots, and element descriptions for web pages.
Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring.
Initialize and use LangChain chat models - includes provider selection (OpenAI, Anthropic, Google), model configuration, and invocation patterns
Creates a database migration using Drizzle. Use this EVERY TIME you need to modify the database schema.
Pinia stores, Vue 3 state patterns. Use when managing client state in Vue applications, choosing between Options/Setup stores, composing stores, or implementing persistence.
Manage Raindrop.io bookmarks, collections, tags, and highlights via API. Use when user mentions raindrop, bookmarks, saving links, organizing URLs, bookmark collections, or web…
Rust macro development patterns including procedural macros, derive macros, attribute macros, and declarative macros.
Search the web for the latest AI models from Anthropic, OpenAI, and Google, then update src/models.ts with new model IDs. Use when user asks to update or add AI models.
Install, repair, and verify NestJS CQRS with environment-gated module loading via @nestjs/config and CQRS_ENABLED.
Settlement vs. hearing decision analysis with probability-weighted outcomes. Compares settlement offers against hearing expected value using BATNA, assesses owner holdout risk,…
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…
Use when the user asks for a roadmap, timeline, phased plan, or execution sequence. — from majiayu000/claude-skill-registry
Apply research-through-design (RtD) methodology to investigate wellbeing in design contexts. Use when conducting user research, creating prototypes for understanding user needs,…
Logging system design guide covering centralized architecture, field standards, and distributed tracing.
Send prompts to ChatGPT Pro via Playwriter browser automation. Use for cross-validation, second opinions, or leveraging GPT-5.2 Pro's research-grade intelligence.