This skill should be used when users need to perform known motif enrichment analysis on ChIP-seq, ATAC-seq, or other genomic peak files using HOMER (Hypergeometric Optimi — from…
Use this skill for GitFlow tasks: starting/finishing features, releases, hotfixes; managing branches; versioning; or general GitFlow operations.
Merge Agent with exclusive write access to main branch. Performs final merge after all approvals. Use this skill ONLY for merging approved code to main.
Track and surface the estimated water cost of Claude interactions. Every query has a physical footprint - data centers need cooling, electricity needs generation.
Picks up a specified object from a given receptacle. Use this skill when the agent has located a required object and needs to acquire it for later use, such as taking an item from…
Implement machine learning solutions including model architectures, training pipelines, optimization strategies, and performance improvements.
This skill should be used when the user asks to "investigate code", "analyze implementation", "find patterns", "understand codebase", "debug issue", "find bug", "troubleshoot", or…
Comprehensive Mastra framework guide. Teaches how to find current documentation, verify API signatures, and build agents and workflows.
Read and analyze WhatsApp bot logs for debugging, monitoring, and troubleshooting. Use this skill when asked to "check WhatsApp logs", "debug the bot", "find WhatsApp errors",…
Comprehensive design architecture review for Python backend applications. Use this skill when users ask you to review, analyze, or provide feedback on backend architecture…
Standard flow for receiving channel tasks. Immediate acknowledgment, background execution, completion notification. Follow this skill when receiving channel messages.
This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development, vectorized parallel simul — from…
All-in-one web toolkit powered by parallel-cli, with a strong emphasis on academic and scientific sources.
Git-aware skill for finding implementation patterns and retrieving story context from git history. Use when searching for similar implementations or understanding how a feature…
Firecrawl produces cleaner markdown than WebFetch, handles JavaScript-heavy pages, and avoids content truncation.
Create a skill that orchestrates the write-execute-analyze loop to autonomously process data. Learn to implement error recovery, iterate toward robust solutions, and test your…
This skill should be used when running Phase 4 of the /ds workflow to review methodology, data quality, and statistical validity.
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 should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", " — from…
Interact with the Jules CLI to manage asynchronous coding sessions. Use this skill to assign tasks, monitor progress, and pull patches from completed sessions.
Use this skill when preparing P&L statements, balance sheets, cash flow reports, board decks, or KPI dashboards.
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).
This skill tracks which objects have been collected and which remain to be found for multi-object tasks.
HODD-RUST: Validation-first Rust development. Strictly validation-first before-and-after(-and-while) planning and execution.
Local RAG system management with RLAMA. Create semantic knowledge bases from local documents (PDF, MD, code, etc.), query them using natural language, and manage document…
This skill should be used when the user asks to "create a subagent", "validate a subagent", "generate subagent schema", "check subagent configuration", "write subagent…
Use this skill when you need to gather comprehensive documentation and best practices for frameworks, libraries, or dependencies in your project.
This skill should be used when identifying and fixing frontend layout issues (clipping, spacing, overflow, RTL text problems) by analyzing DOM and CSS structure and proposing…
Creates blueprint-driven skills for infrastructure and deployment tasks. This skill should be used when creating new skills that require templates, patterns, or reference…
This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and simil — from…
(ePost) This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples",…
PROACTIVELY invoke this skill for any task, problem, or decision requiring structured thought, fresh perspectives, or 'out-of-the-box' thinking.
Generates complete, production-ready REST API endpoint specifications for any system or domain the user describes.
This skill should be used when the user says "remember", "note this", "add to CLAUDE.md", "don't forget", "keep in mind", or asks to store a preference, convention, or…
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…
Design and implement RESTful API endpoints with proper HTTP methods, status codes, and consistent naming conventions.
This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and simil — from…
Autonomous AI coding orchestration using the Ralph Wiggum technique and Ralphy CLI. This skill should be used when running AI agents in continuous loops until tasks complete,…
This skill should be used when the user asks to "fine-tune on books", "create SFT dataset", "train style model", "extract ePub text", or mentions style transfer, LoRA tra — from…
Detects whether a codebase implements the WebFinger protocol endpoint (RFC 7033). Use this skill whenever the user asks whether a repo, project, or codebase supports WebFinger,…
This skill enables web searching using Brave Search API directly via curl. Use when searching for current information, news, articles, or web content.
FIDO2/WebAuthn/パスキー関連の実装・設定・ドキュメント・テストを扱う時に使用。パスキー登録、認証、管理、アテステーション検証に関する作業で自動的に呼び出される。 — from majiayu000/claude-skill-registry-data
Patterns and techniques for evaluating and improving AI agent outputs. Use this skill when: - Implementing self-critique and reflection loops - Building evaluator-optimiz — from…
Information about the differential fuzzer tool, how to run it and use it catch bugs in Turso. Always load this skill when running this tool
Solubility-optimized protein sequence design using SolubleMPNN. Use this skill when: (1) Designing for E.
This skill should be used when evaluating the quality of book chapters, lessons, or educational content.
This skill provides guidance for counting tokens in datasets using specific tokenizers. It should be used when tasks involve tokenizing dataset content, filtering data by domain…
Dynamic entity API patterns for CRUD operations. Covers entity resolution, query parameters, response formats, child entities, and metadata.
Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature — from…
Unified team skill for full lifecycle - spec/impl/test. All roles invoke this skill with --role arg for role-specific execution.
Build custom AI agents in Claude Code from a user's problem statement. This skill analyzes the user's use case, asks smart clarifying questions, researches the internet for…
Quality control metrics and filtering thresholds for protein design. Use this skill when: (1) Evaluating design quality for binding, expression, or structure, (2) Setting — from…
PROACTIVE: This skill SHOULD BE USED AUTOMATICALLY when writing prompts, system prompts, crafting instructions for LLMs, or optimizing AI interactions.
Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering,…
This skill enables Claude to execute clustering algorithms on datasets. It is used when the user requests to perform clustering, identify groups within data, or analyze d — from…
Efficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences preprints by keywords, authors, date ranges, or categories, re — from…
Moves the agent to a specified receptacle or object location within the Alfworld environment. Use this skill when the agent needs to physically approach a target to inspect or…
Systematic framework for evaluating scholarly and research work based on the ScholarEval methodology.
This skill should be used when the user asks to "design agent tools", "create tool descriptions", "reduce tool complexity", "implement MCP tools", or mentions tool consol — from…
This skill should be used when the user asks to "create issue", "search issues", "update ticket", "check notifications", mentions "Backlog", "バックログ", "課題", "チケット", discusses…