Guides architects on when and how to use goal-seeking agents as a design pattern. This skill helps evaluate whether autonomous agents are appropriate for a given problem — from…
This skill should be used when the user asks to "investigate code", "analyze implementation", "find patterns", "understand codebase", "debug issue", "find bug", "troubleshoot", or…
This skill should be used when the user asks to 'create a skill', 'improve a skill', 'edit a skill', 'add enforcement patterns', 'audit skill enforcement', or needs to…
This skill should be used when converting deprecated Claude Code output styles (.md files) into the new plugin format.
This skill should be used when generating spec artifacts (research.md, requirements.md, design.md, tasks.md), formatting agent output, structuring phase results, or when any Ralph…
Follow project-wide development conventions including consistent project structure, clear documentation, version control best practices, environment configuration, and dependency…
Supabase database query patterns, RLS policies, migration records, and nested join patterns. Use this skill when writing database queries, understanding RLS behavior, debugging…
Use this skill when working with any framework or library (React, Next.js, Vue, Astro, etc.) to fetch up-to-date documentation and prevent hallucinated APIs.
This skill should be used when the user asks to "create a plot", "make a chart", "visualize data", "create a heatmap", "make a scatter plot", "plot time series", "create…
iOSネイティブの操作感に近づけるUI仕上げを行う。ジェスチャー、アニメーション、ブラーエフェクト、ダークモード対応などを実装する。「iOSっぽくして」「操作感を良くして」「アニメーション追加」「ダークモード対応」などのリクエストで使用する。
This skill covers the principles for identifying tasks suited to LLM processing, designing effective project architectures, and iterating rapidly using agent-assisted development.
When the user requests to find official media content like movie trailers, YouTube links, or other online resources, this skill performs targeted web searches to locate specific…
This skill should be used when the user asks to "analyze competitors", "assess competitive landscape", "identify differentiation", "evaluate market positioning", "apply P — from…
PROACTIVE: This skill SHOULD BE USED AUTOMATICALLY when writing prompts, system prompts, crafting instructions for LLMs, or optimizing AI interactions.
Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication.
This skill should be used when creating custom subagents for Claude Code, configuring specialized AI assistants, or when the user asks about agent creation, agent configuration,…
Deep learning for single-cell analysis using scvi-tools. This skill should be used when users need (1) data integration and batch correction with scVI/scANVI, (2) ATAC-seq…
Use this skill for comprehensive research tasks requiring deep investigation, multiple source validation, and citation-backed reports.
This skill should be used when the user asks to "perform vulnerability scanning", "scan networks for open ports", "assess web application security", "scan wireless networ — from…
INVOKE THIS SKILL when writing ANY LangGraph code. Covers StateGraph, state schemas, nodes, edges, Command, Send, invoke, streaming, and error handling.
Use when user wants to execute long-running tasks that require multiple sessions to complete. This skill manages task decomposition, progress tracking, and autonomous execution…
This skill scans the current environment observation to identify the presence and location of a target object needed for a task.
Build real-time voice AI applications using Azure AI Voice Live SDK (azure-ai-voicelive). Use this skill when creating Python applications that need real-time bidirection — from…
Foundational values, directives, and context engineering rules for all Agile V agents. Load this skill first in any Agile V session.
This skill provides specialized knowledge for integrating and using GLM-4.7 Coding Plan API (智谱编程套餐).
End-to-end guidance for protein design pipelines. Use this skill when: (1) Starting a new protein design project, (2) Need step-by-step workflow guidance, (3) Understandi — from…
Assess the scientific integrity and trustworthiness of publications before relying on their findings.
Send push notifications via ntfy.sh. Use this skill when the user asks to be notified, wants an alert, or when a long-running task completes and the user should be informed.
Generate optimized Claude Code prompts for any request. This is the main entry point for the prompt generation system.
This skill should be used when working with genomic interval data (BED files) for machine learning tasks.
REQUIRED Phase 2 of /dev workflow after dev-brainstorm. This skill should be used when the user asks to 'explore the codebase', 'map architecture', 'find similar features',…
Track and surface the estimated water cost of Claude interactions. Every query has a physical footprint - data centers need cooling, electricity needs generation.
This skill should be used when describing patterns or anti-patterns for detection by LLM agents across any domain (code analysis, business processes, security audits, UX design,…
This skill should be used when the user asks to "optimize prompts", "design prompt templates", "evaluate LLM outputs", "build agentic systems", "implement RAG", "create few-shot…
This skill retrieves upcoming earnings announcements for US stocks using the Financial Modeling Prep (FMP) API.
This skill should be used when the user asks to "model agent mental states", "implement BDI architecture", "create belief-desire-intention models", "transform RDF to beli — from…
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).
PROACTIVELY activates for ANY task with clear success criteria. This skill should be used when the user provides tasks like: "fix the bug", "add tests", "implement featur — from…
This skill should be used when the user asks to "create a hook", "add a PreToolUse/PostToolUse/Stop hook", "validate tool use", "implement prompt-based hooks", "use ${CLA — from…
Implement comprehensive error handling strategies including try-catch blocks, API error responses, Content Collection error handling, custom error pages, and production error…
INVOKE THIS SKILL when working with LangSmith tracing OR querying traces. Covers adding tracing to applications and querying/exporting trace data. Uses the langsmith CLI tool.
Filter, validate and organize literature search results. LOAD THIS SKILL WHEN: User has search results and needs to "過濾", "篩選", "filter", "選擇文獻" | reviewing search results |…
This skill should be used when the user asks to "set up Cloudflare Queues", "create a message queue", "implement queue consumer", "process background jobs", "configure queue retry…
Perform GO and KEGG functional enrichment using HOMER from genomic regions (BED/narrowPeak/broadPeak) or gene lists, and produce R-based barplot/dotplot visualizations.
This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development, vectorized parallel simul — from…
Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations algebraically, perfo — from…
This skill should be used when the user asks to "check documentation", "latest API", "library docs", "context7", or needs up-to-date library documentation.
Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, pars — from…
This skill helps users analyze Amazon competitor listings by ASIN and produce structured competitive intelligence plus strategic opportunity points for their own go-to-ma — from…
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).
Create new pages or notes in the readme-pages project. Use when the user asks to create, add, or write a new page, note, article, or blog post.
Create a custom Dagster Component with demo mode support, realistic asset structure, and optional custom scaffolder using the dg CLI.
This skill should be used when the user asks to "create an agent", "configure AtomicAgent", "set up agent", "agent configuration", "AgentConfig", "ChatHistory", or needs guidance…
Analyze and understand videos using Google's Gemini API. Use when the user asks to analyze, understand, describe, summarize, transcribe, or extract information from videos.
This skill should be used when the user asks for "email stats", "inbox stats", "email analytics", "how many unread", or wants to see inbox metrics.
This skill helps Android developers integrate the Asleep SDK for sleep tracking functionality. Use this skill when developers ask about Android implementation, MVVM architecture…
HODD-RUST: Validation-first Rust development. Strictly validation-first before-and-after(-and-while) planning and execution.
Use this skill for texturing meshes with UV awareness, atlas creation, and UV remapping.
This skill enables Claude to perform natural language processing and text analysis using the nlp-text-analyzer plugin.
This skill should be used when the user asks to "create a subagent", "validate a subagent", "generate subagent schema", "check subagent configuration", "write subagent…