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validate-plan-file
Validates orchestrator plan files against JSON schemas before processing. Maps file patterns to specific schemas, checks required fields, validates enum values, and provides detailed error reports. Ensures plan files follow consistent structure across bug, security, dead code, and dependency workflows.
mcp-builder
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
claudisms
A Claude plugin that enforces disciplined coding practices including terse responses, sequential task execution, and safety confirmations for destructive operations. It provides concrete operational checklists and promotes efficient Unix tool usage.
arboreto
Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3). Use when analyzing transcriptomics data (bulk RNA-seq, single-cell RNA-seq) to identify transcription factor-target gene relationships and regulatory interactions. Supports distributed computation for large-scale datasets.
histolab
Histolab provides Python tools for processing whole slide pathology images. It detects tissue regions, extracts tiles using random, grid, or scoring methods, and prepares datasets for computational pathology workflows. The skill includes sample datasets, multiple mask types, and detailed troubleshooting guides for common extraction issues.
lint
This skill provides a unified interface to run various linting, formatting, and code quality checks using a project's existing hatch-based toolchain. It supports targeted file validation, type checking with mypy, security scanning with Bandit, and spelling validation. The documentation clearly explains when to use each sub-command and provides practical workflows.
fluidsim
FluidSim is a Python framework for computational fluid dynamics simulations using pseudospectral methods. It supports 2D/3D Navier-Stokes equations, shallow water models, and stratified flows with FFT acceleration and MPI parallelization. The documentation provides clear workflow examples from parameter setup to result analysis.
tdd-enforce
A comprehensive skill for enforcing TDD practices through automated pre-commit hooks and CI coverage gates, with excellent documentation and practical implementation guidance.
risk-cycle
This skill manages a continuous risk lifecycle within software development. It identifies, scores, tracks, and retires risks across technical, project, and external categories. It provides structured risk registers, automated scoring matrices, and guides mitigation actions. It integrates with project context and supports escalation workflows for overdue or critical issues.
node-deps
A well-structured skill for automating Node.js dependency updates with smart categorization, auto-applying minor/patch updates while prompting for major changes, making dependency management safer and more efficient.
task-status-sync
Enforce atomic task status updates through task-tracker commands only. Prevent manual edits to NOTES.md and tasks.md that break synchronization. Auto-trigger when detecting Edit/Write attempts to task files, task completion mentions, or status update discussions. Auto-convert manual edit attempts to equivalent task-tracker commands. Validate task-tracker usage and auto-fix common mistakes.
moai-worktree
A CLI tool that manages Git worktrees for isolated SPEC development. It creates separate directories for each SPEC, tracks them in a JSON registry, and integrates with MoAI's plan-run-sync workflow. Provides commands for creating, switching, syncing, and cleaning worktrees.
software-clean-code-standard
Provides a canonical clean code standard with stable CC-* rule IDs for cross-language use. Includes decision trees for applying rules, language overlays for framework-specific nuances, and waiver systems for exceptions. Comes with reusable checklists for API reviews, security, and performance, plus utility patterns for auth, logging, and error handling.
skill-creator
Provides guidance and templates for creating Claude Skills, including SKILL.md structure, resource organization, and practical scripts for initialization and packaging. Focuses on context efficiency and appropriate freedom levels for different tasks.
improve-skill
Extracts and analyzes agent session transcripts to improve or create MCP skills. Provides scripts to locate Claude Code, Pi, and Codex session files and generates structured prompts for skill refinement in fresh sessions. Focuses on identifying confusion patterns and missing documentation from actual usage.
aws-sdk-java-v2-bedrock
A comprehensive Java SDK skill for Amazon Bedrock with practical patterns for model invocation, streaming, embeddings, and Spring Boot integration, though security guidance could be enhanced.
langchain4j-rag-implementation-patterns
A comprehensive skill for implementing RAG systems with LangChain4j, providing practical code examples, configuration patterns, and best practices for Java developers building knowledge-enhanced AI applications.
shellcheck-configuration
Master ShellCheck static analysis configuration and usage for shell script quality. Use when setting up linting infrastructure, fixing code issues, or ensuring script portability.
deeptools
NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq visualization.
swapper-integration
Integrate new DEX aggregators, swappers, or bridge protocols (like Bebop, Portals, Jupiter, 0x, 1inch, etc.) into ShapeShift Web. Activates when user wants to add, integrate, or implement support for a new swapper. Guides through research, implementation, and testing following established patterns.
paypal-integration
Integrate PayPal payment processing with support for express checkout, subscriptions, and refund management. Use when implementing PayPal payments, processing online transactions, or building e-commerce checkout flows.
prometheus-configuration
Set up Prometheus for comprehensive metric collection, storage, and monitoring of infrastructure and applications. Use when implementing metrics collection, setting up monitoring infrastructure, or configuring alerting systems.
AgentDB Advanced Features
Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration. Use when building distributed AI systems, multi-agent coordination, or advanced vector search applications.
apple-hig-designer
This skill provides guidance for designing iOS apps following Apple's Human Interface Guidelines. It helps generate native components, validate designs for compliance, and ensure accessibility features like VoiceOver and Dynamic Type are implemented correctly. The documentation includes specific code examples for SwiftUI components, navigation patterns, and design principles.