Validates Requirements Phase completion before advancing to Design Phase. Checks business requirements document for completeness, quality gate compliance, and readiness for design…
Reward and motivation system for AI agents. Dopamine-like wanting, not just doing. Part of the AI Brain series. — from majiayu000/claude-skill-registry
Testing in production with feature flags, canary deployments, synthetic monitoring, and chaos engineering. Use when implementing production observability or progressive delivery.
Provides Amazon Bedrock patterns using AWS SDK for Java 2.x. Use when working with foundation models (listing, invoking), text generation, image generation, embeddings, streaming…
Compile a weekly productivity report using Agent Monitor data — daily_sessions and daily_events trends, per-session costs from pricing engine, token volumes (input/output — from…
（中文）Audit websites for SEO, performance, security, technical, content, and 15 other issue cateories with 230+ rules using the squirrelscan CLI.
Build CE-first end-to-end pipelines using WrapCalibratedExplainer with fit, calibrate, and explain or predict sequencing.
Master modern React state management with Redux Toolkit, Zustand, Jotai, and React Query. Use when setting up global state, managing server state, or choosing between sta — from…
Perform differential expression analysis of miRNAs between conditions using DESeq2 or edgeR with small RNA-specific considerations.
oapply operad algebra evaluation via colimits with Specter-style composition patterns — from majiayu000/claude-skill-registry
Daily industry intelligence scanner. Scans web, social media, news, blogs, and communities for industry-relevant events, trends, and signals.
Manage Google Cloud Secret Manager for storing and fetching environment secrets. Use when working with deployment, secrets, or gcloud commands.
Enterprise code quality orchestrator with TRUST 5 validation, proactive analysis, and automated best practices enforcement
Talk to My First Million Hosts about their expertise. My First Million Hosts provides authentic advice using their mental models, core beliefs, and real-world examples.
Extract Federated Taxonomy tags from text. LLM extracts candidates, deterministic validation filters to known vocabulary. Returns bridge tags for multi-hop graph traversal.
Sensitive data patterns for security testing: API keys, credit cards, emails, SSNs, phone numbers, IPs, and more. Use for data discovery and validation.
Create complete audiobook with OpenAI GPT-4o-mini translation to Argentine Spanish. Full pipeline - translate, TTS, video with background image.
Create, use, and manage Agent Skills for Claude. Use when working with Skills, creating custom capabilities, or understanding how Skills extend Claude's functionality.
Model selection strategy and routing. Use when choosing between models for different task types, subagent configurations, or optimizing token cost vs quality tradeoffs.
Entwirft den vertraulichen Untersuchungsvermerk aus dem Untersuchungsprotokoll oder aktualisiert einen bestehenden Entwurf, wenn neue Daten hinzugekommen sind.
Creates Claude Code agent files (.claude/agents/*.md) with YAML frontmatter, tool permissions, and system prompts.
Use when designing REST or GraphQL APIs, creating OpenAPI specifications, or planning API architecture.
Research Tanstack Query (React Query) patterns for server state management using Exa code search and Ref documentation
Guide creation of minimum viable agentic layer for a codebase. Use when starting agentic coding in a new project, bootstrapping essential components, or creating the minimal…
Model selection strategy for subagents — haiku for exploration, sonnet for implementation, opus for architecture/security
Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance — from…
Web search via the DDGS metasearch library. Use for searching for unknown documentation, facts, or any web content. Lightweight, no browser required.
Identify orphan earthquakes far from mapped faults that indicate unmapped active structures. Use when analyzing microseismicity, finding dark earthquake source faults, or…
Use when working with Stripe API fundamentals, webhooks, authentication, error handling, CLI, or testing.
Triggers: architecture review, FPF, functional programming framework, systems architecture Architecture review using FPF (Functional Programming Framework) methodology.
Use when implementing concurrent programming in Crystal using fibers, channels, and parallel execution patterns for high-performance, non-blocking applications.
Use when a problem spans multiple disciplines or when single-domain thinking has produced stale analysis—applies Munger's latticework of mental models across physics, biology, and…
Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.
Build and debug Pydantic AI agents using best practices for dependencies, dynamic system prompts, tools, and structured output validation.
Systematically trace bugs backward through call stack to find original trigger. Use when errors occur deep in execution and you need to trace back to find the original trigger.
Crée la question ouverte finale et transmet la réflexion au public pour l'Acte VII d'un épisode NEW TEMPS X.
Generate CA Lobby completion reports with all 12 required sections. Use when CA Lobby phase complete, user says "phase complete" or "create completion report".
Modern Go Web application architecture guide. Use when creating new Go web projects, APIs, or microservices.
Time series forecasting with ARIMA, Prophet, LSTM, and statistical methods. Activates for "time series", "forecasting", "predict future", "trend analysis", "seasonality", "ARIMA",…
Use when you need to achieve any emotional outcome through animation—provides a framework for mapping Disney principles to any target emotion.
Use when working with Elixir code — writing modules, functions, tests, mix tasks, templates, logging, or any Elixir/OTP project.
基于 Manus 风格的文件规划系统，用于组织和跟踪复杂任务的进度。创建 task_plan.md、findings.md 和 progress.md 三个文件。当用户要求规划、拆解或组织多步骤项目、研究任务或需要超过5次工具调用的工作时使用。支持 /clear 后的自动会话恢复。触发词：任务规划、项目计划、制定计划、分解任务、多步骤规划 — from…
Create and manage sandboxed WASM agents for isolated code execution — from majiayu000/claude-skill-registry
Use when serving uploaded files to users. Covers API-proxied file serving, direct storage URLs (S3/R2/Cloudinary), CDN configuration, public file URLs, caching headers, i — from…
Parse and interpret mathematical equations from research papers. Use when extracting formulas for implementation. — from majiayu000/claude-skill-registry
Use when user needs complex error pattern analysis, distributed system debugging, error correlation, root cause discovery, or predictive error prevention across microserv — from…
Exploratory data analysis using ydata-profiling. Use when users upload .csv/.xlsx/.json/.parquet files or request "explore data", "analyze dataset", "EDA", "profile data" — from…
Implementation workflows and decision trees for Frappe Whitelisted Methods (REST APIs). Use when determining HOW to implement API endpoints: public vs authenticated, perm — from…
Using Qwen 2.5 models via Ollama for local LLM inference, text analysis, and AI-powered automation — from majiayu000/claude-skill-registry
Guides clean architecture design with strict 200-line file limits. Use when starting new features, refactoring large files, or planning module structure.
Build AI applications with Microsoft Semantic Kernel. Create plugins, planners, and memory systems. Use for enterprise AI, copilot development, and Microsoft ecosystem…
Search GitHub issues, pull requests, and discussions across any repository. Activates when researching external dependencies (whisper.cpp, NAudio), looking for similar bu — from…
Create handoff packages for session transitions. Use when ending sessions, preparing for continuation, saving session state, or creating resumable context.
SatelliteAnalysis.jl for high-level satellite mission analysis including beta angle, eclipse time, frozen orbits, Sun-synchronous orbit design, ground tracks, and visibility…
Logging system design guide covering centralized architecture, field standards, and distributed tracing.
Assess data privacy and compliance risks in pilot data workflows and outputs. Use when evaluating data handling practices, consent requirements, and privacy regulations for pilot…
You are an AI assistant development expert specializing in creating intelligent conversational interfaces, chatbots, and AI-powered applications.
RESTful API and GraphQL design best practices. Auto-triggers when designing endpoints, handling HTTP methods, or structuring API responses.
Manage OnePiece transcoding pipeline - GPU local transcoding, remux Japanese audio, upload to Dropbox for web streaming app.
Reference — Complete Foundation Models framework guide covering LanguageModelSession, @Generable, @Guide, Tool protocol, streaming, dynamic schemas, built-in use cases, a — from…