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GitHub Issue Triage Assistant

googleapis/mcp-toolbox

Propose labels and categorize GitHub issues for maintainers without direct edits. Checks duplicates, verifies bug info, and drafts comments based on repository rules. Optimizes issue management workflow for googleapis/mcp-toolbox.

Gentle AI Pull Requests

Gentleman-Programming/gentle-ai

Create Gentle AI pull requests with issue-first checks, branch naming rules, conventional commits, required labels, and automated validation for GitHub workflows.

Writing Collaborative Code Review Comments

Gentleman-Programming/gentle-ai

A comprehensive guide and set of rules for writing effective, warm, and actionable comments across various development platforms. It helps users structure feedback for GitHub PRs, issue trackers, or Slack messages, ensuring the tone is consistently thoughtful, direct, and focused on clear next steps, rather than simply listing observations.

Adversarial Dual Review System

Gentleman-Programming/gentle-ai

A rigorous, standalone tool designed for explicit, blind, and adversarial code review. It executes the code target through two parallel, independent judges (Judge A and Judge B) with strict rules and limited fix rounds. This process ensures maximum scrutiny, providing a definitive, highly corroborated verdict (APPROVED or ESCALATED) that replaces standard review methods.

Skill Audit and Improvement Engine

Gentleman-Programming/gentle-ai

This meta-skill audits, refactors, and standardizes the structure of existing skill definition files (SKILL.md). It ensures compliance with defined style guides, enforces best practices (Hard Rules, Decision Gates), and improves the overall quality and maintainability of LLM-based skills.

Clean Architecture Design Principles

clean-architecture

ciembor/agent-rules-books

Apply Robert C. Martin-inspired rules to separate business policy from frameworks, databases, UI, and infrastructure. This skill helps define architectural boundaries, dependency direction, use cases, and interface adapters. Use it for software design decisions involving framework isolation or technology churn to ensure maintainability and clarity.

Clean Code Principles and Practices

ciembor/agent-rules-books

Apply Robert C. Martin-inspired clean code rules to improve code readability, naming conventions, function design, and responsibilities. This skill ensures everyday implementation quality, readable control flow, and testable code by following established best practices for software development.

Code Complete Software Construction

ciembor/agent-rules-books

This skill applies Steve McConnell's construction rules to software development tasks. It covers routine design, variable usage, class design, control flow, defensive programming, coding standards, and testing. Use it for disciplined software construction to ensure high-quality code implementation.

Designing Data-Intensive Applications

designing-data-intensive-applications

ciembor/agent-rules-books

Apply Martin Kleppmann-inspired rules for designing reliable, scalable, and maintainable data systems. Covers consistency, replication, partitioning, transactions, streams, batch processing, and schema evolution. Use when making architecture decisions for data-intensive applications.

Domain Driven Design

domain-driven-design

ciembor/agent-rules-books

Apply Eric Evans-inspired Domain-Driven Design rules for modeling complex domains. Define bounded contexts, protect ubiquitous language, and design aggregates. Use this skill for strategic domain modeling, context mapping, repositories, and domain services before making design or code decisions.

Domain-Driven Design Distilled

domain-driven-design-distilled

ciembor/agent-rules-books

Apply lightweight Domain-Driven Design rules for bounded contexts, subdomains, and tactical modeling without unnecessary ceremony. Ideal for practical software architecture guidance and design decisions in complex systems.

Implementing Domain-Driven Design

implementing-domain-driven-design

ciembor/agent-rules-books

Apply Vaughn Vernon-inspired rules for building aggregates, domain events, repositories, and application services. This skill helps structure code using bounded contexts and domain logic, ensuring clean architecture and maintainable software design during development.

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