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ml-pipeline-workflow
Guides building end-to-end ML pipelines covering data prep, training, validation, and deployment. Provides templates for DAG orchestration, configuration files, and integration with tools like Airflow, MLflow, and Kubeflow. Includes troubleshooting steps and progressive complexity levels.
manage-python-env
Quick reference for uv (fast Python package manager) operations to save tokens. Use when creating virtual environments, installing packages, managing dependencies, or when user asks about uv commands. Provides concise patterns for Python project setup and package management.
ethicist-analyst
Applies established ethical frameworks (deontology, consequentialism, virtue ethics) to analyze moral dimensions of decisions, policies, and technologies. Guides users through structured reasoning about rights, duties, consequences, and character in specific cases like AI ethics, medical decisions, or policy analysis.
d20-magic
Provides structured rules and formulas for handling spellcasting in d20 system games. Covers spell save DCs, attack rolls, concentration checks, spell slots, and ritual casting. Includes concrete examples and references to external dice-rolling tools. Serves as a quick reference for GMs during gameplay.
Data Visualization
This skill provides concrete guidance on data visualization best practices, covering visual encoding principles, chart selection criteria, color usage, and rendering performance thresholds. It emphasizes using established libraries for layout algorithms and includes specific thresholds for SVG/Canvas/WebGL selection.
senior-prompt-engineer
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 examples", "analyze token usage", or "design AI workflows". Use for prompt engineering patterns, LLM evaluation frameworks, agent architectures, and structured output design.
meeting-insights-analyzer
Analyzes meeting transcripts and recordings to uncover behavioral patterns, communication insights, and actionable feedback. Identifies when you avoid conflict, use filler words, dominate conversations, or miss opportunities to listen. Perfect for professionals seeking to improve their communication and leadership skills.
erlang-distribution
Use when erlang distributed systems including node connectivity, distributed processes, global name registration, distributed supervision, network partitions, and building fault-tolerant multi-node applications on the BEAM VM.
git-mastery-suite
Advanced Git operations including rebasing, conflict resolution, history rewriting, worktrees, bisect, submodules, hooks, and complex workflows. Use for sophisticated Git challenges beyond basic add/commit/push, including fixing repository states, optimizing history, and managing complex branching strategies.
wordpress-elementor
Edit Elementor pages and manage templates on WordPress sites. Workflow: identify page, choose editing method (browser or WP-CLI), execute, verify. Use when editing Elementor pages, updating text in Elementor widgets, applying or managing Elementor templates, or making content changes to pages built with Elementor page builder.
map-generator
This skill generates interactive maps using the Leaflet JavaScript library. Use this skill when users need to create geographic visualizations, location-based data displays, or interactive maps for educational textbooks. The skill creates complete MicroSim packages with HTML, CSS, and documentation, optimized for iframe embedding in narrow MkDocs pages with navbar and TOC.
cfn-cerebras-mcp
Provides access to Cerebras MCP tool for fast code generation using Z.ai glm-4.6 model. Best for creating test files, boilerplate code, and repetitive patterns where speed matters more than nuance. Requires prompts shorter than expected output.
lessons
Provides structured lesson files for the Claude Code Course, serving as a content repository for educational materials. It's designed to be read based on user progress tracking, offering a straightforward way to deliver course content through Claude's interface.
swarm-orchestration
This skill provides a framework for orchestrating multiple AI agents to work together on complex tasks. It supports different agent topologies like mesh and hierarchical, handles parallel and sequential task execution, and includes features for shared memory and load balancing. It's built on the agentic-flow library.
frontend-ui-animator
Provides a structured workflow for adding animations to Next.js/Tailwind projects, with clear phases for analysis, planning, implementation, and verification. Includes performance rules and accessibility considerations.
nanogpt-training
Train GPT-2 scale models (~124M parameters) efficiently on a single GPU. Covers GPT-124M architecture, tokenized dataset loading (e.g., HuggingFace Hub shards), modern optimizers (Muon, AdamW), mixed precision training, and training loop implementation.
Pandas Data Analysis
Master data manipulation, analysis, and visualization with Pandas, NumPy, and Matplotlib
understanding-flow
This skill explains the core architectural pattern of walkerOS with clear diagrams and TypeScript examples. It focuses on the Source→Collector→Destination event flow, separation of concerns, and the universal push interface. Helps developers understand how to compose modular pipelines for event processing.
paper-notes
Write structured notes for each paper in the core set into `papers/paper_notes.jsonl` (summary/method/results/limitations). **Trigger**: paper notes, structured notes, reading notes, 论文笔记, paper_notes.jsonl. **Use when**: survey 的 evidence 阶段（C3），已有 `papers/core_set.csv`（以及可选 fulltext），需要为后续 claims/citations/writing 准备可引用证据。 **Skip if**: 还没有 core set（先跑 `dedupe-rank`），或你只做极轻量 snapshot 不需要细粒度证据。 **Network**: none. **Guardrail**: 具体可核对（method/metrics/limitations），避免大量重复模板；保持结构化字段而非长 prose。
cfn-edit-safety
Provides file backup before editing and validation hooks after changes. Captures file state for potential revert, validates modifications through a pipeline, and integrates backup and validation into a single workflow for safer file operations.
detector
A bash script that monitors Claude agent performance during CFN loops, detecting confidence plateaus, recurring feedback patterns, and stalled deliverables. Provides JSON output with trigger types and recommended actions.
integration
A Bash script that provides task intelligence for Claude Flow Novice loop orchestration. It classifies tasks, estimates complexity, recommends specialists, and tracks execution outcomes using SQLite for persistence. The tool helps route tasks to appropriate agents based on content analysis.
cloudflare-pages
Provides documentation and guidance for Cloudflare Pages, a static site hosting platform. Includes reference files for configuration, functions, and framework guides. Offers basic command examples and structured documentation access.
security-check
Automatically runs OWASP security checks on generated code, providing validation for common vulnerabilities like SQL injection and exposed secrets. It includes auto-fix suggestions for issues and can be run via command line scripts. The tool operates silently unless unfixable security issues are found.