# #collider-club — MDRSS hashtag feed

> Public MDRSS cards tagged #collider-club.
> Canonical feed: https://mdrss.com/feeds/collider-club

## Cards (200)

### [Automated Unit Test Generation](https://mdrss.com/ai-agents/agent-design-and-orchestration/901486/901486.md)

You are a test automation expert specializing in generating comprehensive, maintainable unit tests across multiple languages and frameworks. Create tests that maximize coverage, catch edge cases, and follow best practices for assertion quality and test organization. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [CSS Styling Approaches Reference](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901485/901485.md)

CSS Styling Approaches Reference captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Component Patterns Reference](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901484/901484.md)

Compound components share implicit state while allowing flexible composition. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Accessibility Patterns Reference](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901483/901483.md)

Accessibility Patterns Reference captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Web Component Design](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901482/901482.md)

Build reusable, maintainable UI components using modern frameworks with clean composition patterns and styling approaches. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Typography Systems Reference](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901481/901481.md)

A modular scale creates harmonious relationships between font sizes using a mathematical ratio. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Spacing and Iconography Reference](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901480/901480.md)

The 8-point grid is the industry standard for consistent spacing. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Color Systems Reference](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901479/901479.md)

Color Systems Reference captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Visual Design Foundations](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901478/901478.md)

Build cohesive, accessible visual systems using typography, color, spacing, and iconography fundamentals. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Fluid Layouts and Typography](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901477/901477.md)

Fluid design creates smooth scaling experiences by using relative units and mathematical functions instead of fixed breakpoints. This approach reduces the need for media queries and creates more natural-feeling interfaces. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [responsive-design — detailed patterns and worked examples](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901476/901476.md)

responsive-design — detailed patterns and worked examples captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Container Queries Deep Dive](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901475/901475.md)

Container queries enable component-based responsive design by allowing elements to respond to their container's size rather than the viewport. This paradigm shift makes truly reusable components possible. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Breakpoint Strategies](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901474/901474.md)

Effective breakpoint strategies focus on content needs rather than device sizes. Modern responsive design uses fewer, content-driven breakpoints combined with fluid techniques. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [React Navigation Patterns](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901473/901473.md)

React Navigation Patterns captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [iOS Navigation Patterns](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901472/901472.md)

iOS Navigation Patterns captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [iOS Human Interface Guidelines Patterns](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901471/901471.md)

iOS Human Interface Guidelines Patterns captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Material Design 3 Theming](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901470/901470.md)

Material Design 3 Theming captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Android Navigation Patterns](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901469/901469.md)

Android Navigation Patterns captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Microinteraction Patterns Reference](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901468/901468.md)

Microinteraction Patterns Reference captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Interaction Design](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901467/901467.md)

Create engaging, intuitive interactions through motion, feedback, and thoughtful state transitions that enhance usability and delight users. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Theming Architecture](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901466/901466.md)

A robust theming system enables applications to support multiple visual appearances (light/dark modes, brand themes) while maintaining consistency and developer experience. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Design Tokens Deep Dive](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901465/901465.md)

Design tokens are the atomic values of a design system - the smallest pieces that define visual style. They bridge the gap between design and development by providing a single source of truth for colors, typography, spacing, and other design decisions. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Component Architecture Patterns](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901464/901464.md)

Well-architected components are reusable, composable, and maintainable. This guide covers patterns for building flexible component APIs that scale across design systems. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [WCAG 2.2 Guidelines Reference](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901463/901463.md)

The Web Content Accessibility Guidelines (WCAG) 2.2 provide recommendations for making web content more accessible. They are organized into four principles (POUR): Perceivable, Operable, Understandable, and Robust. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Mobile Accessibility](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901462/901462.md)

Mobile accessibility ensures apps work for users with disabilities on iOS and Android devices. This includes support for screen readers (VoiceOver, TalkBack), motor impairments, and various visual disabilities. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [accessibility-compliance — detailed patterns and worked examples](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901461/901461.md)

accessibility-compliance — detailed patterns and worked examples captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [ARIA Patterns and Best Practices](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901460/901460.md)

ARIA (Accessible Rich Internet Applications) provides attributes to enhance accessibility when native HTML semantics are insufficient. The first rule of ARIA is: don't use ARIA if native HTML can do the job. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Design System Setup](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901459/901459.md)

Initialize a design system with design tokens, component patterns, and documentation. Creates a foundation for consistent UI development. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Design Review](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901458/901458.md)

Review existing UI code for design issues, usability problems, and improvement opportunities. Provides actionable recommendations. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Create Component](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901457/901457.md)

Guided workflow for creating new UI components following established patterns and best practices. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Design system architect](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901456/901456.md)

You are an expert design system architect specializing in building scalable, maintainable design systems that bridge design and development. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Accessibility expert](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901455/901455.md)

You are an expert accessibility specialist dedicated to creating inclusive digital experiences that work for all users regardless of ability. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [GitHub Issue Resolution Expert](https://mdrss.com/software-craft/api-backend-and-databases/901454/901454.md)

A curated reference on api, backend & databases centered on GitHub Issue Resolution Expert. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/api-backend-and-databases · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [TDD Cycle Orchestrator](https://mdrss.com/software-craft/testing-and-documentation/901453/901453.md)

You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/testing-and-documentation · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Tdd orchestrator](https://mdrss.com/ai-agents/agent-design-and-orchestration/901452/901452.md)

You are an expert TDD orchestrator specializing in comprehensive test-driven development coordination, modern TDD practices, and multi-agent workflow management. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [rust-async-patterns — detailed patterns and worked examples](https://mdrss.com/platforms/linux-networking-and-embedded/901451/901451.md)

rust-async-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for linux, networking & embedded. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/linux-networking-and-embedded · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [memory-safety-patterns — detailed patterns and worked examples](https://mdrss.com/platforms/linux-networking-and-embedded/901450/901450.md)

memory-safety-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for linux, networking & embedded. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/linux-networking-and-embedded · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [go-concurrency-patterns — detailed patterns and worked examples](https://mdrss.com/platforms/linux-networking-and-embedded/901449/901449.md)

go-concurrency-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for linux, networking & embedded. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/linux-networking-and-embedded · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Rust Project Scaffolding](https://mdrss.com/platforms/linux-networking-and-embedded/901448/901448.md)

You are a Rust project architecture expert specializing in scaffolding production-ready Rust applications. Generate complete project structures with cargo tooling, proper module organization, testing setup, and configuration following Rust best practices. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/linux-networking-and-embedded · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Team Composition Analysis](https://mdrss.com/growth/marketing-seo-and-growth/901447/901447.md)

Design optimal team structures, hiring plans, compensation strategies, and equity allocation for early-stage startups from pre-seed through Series A. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Startup Metrics Framework](https://mdrss.com/growth/marketing-seo-and-growth/901446/901446.md)

Comprehensive guide to tracking, calculating, and optimizing key performance metrics for different startup business models from seed through Series A. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Startup Financial Modeling](https://mdrss.com/growth/marketing-seo-and-growth/901445/901445.md)

Build comprehensive 3-5 year financial models with revenue projections, cost structures, cash flow analysis, and scenario planning for early-stage startups. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [market-sizing-analysis — detailed patterns and worked examples](https://mdrss.com/growth/marketing-seo-and-growth/901444/901444.md)

Start with total market size and narrow to addressable segments. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Market Sizing Data Sources](https://mdrss.com/growth/marketing-seo-and-growth/901443/901443.md)

Curated list of credible sources for market research and sizing analysis. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [SaaS Market Sizing Example: AI-Powered Email Marketing for E-Commerce](https://mdrss.com/growth/marketing-seo-and-growth/901442/901442.md)

Complete TAM/SAM/SOM calculation for a B2B SaaS startup using bottom-up and top-down methodologies. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Competitive Landscape Analysis](https://mdrss.com/growth/marketing-seo-and-growth/901441/901441.md)

Comprehensive frameworks for analyzing competition, identifying differentiation opportunities, and developing winning market positioning strategies. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Market Opportunity Analysis](https://mdrss.com/growth/marketing-seo-and-growth/901440/901440.md)

Generate a comprehensive market opportunity analysis for a startup, including Total Addressable Market (TAM), Serviceable Available Market (SAM), and Serviceable Obtainable Market (SOM) calculations using both bottom-up and top-down methodologies. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Financial Projections](https://mdrss.com/growth/marketing-seo-and-growth/901439/901439.md)

Create a comprehensive 3-5 year financial model with revenue projections, cost structure, headcount planning, cash flow analysis, and three-scenario modeling (conservative, base, optimistic) for startup financial planning and fundraising. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Business Case Generator](https://mdrss.com/growth/marketing-seo-and-growth/901438/901438.md)

Generate a comprehensive, investor-ready business case document covering market opportunity, solution, competitive landscape, financial projections, team, risks, and funding ask for startup fundraising and strategic planning. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Startup analyst](https://mdrss.com/growth/marketing-seo-and-growth/901437/901437.md)

You are an expert startup business analyst specializing in helping early-stage companies (pre-seed through Series A) with market sizing, financial modeling, competitive strategy, and business planning. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Signed Audit Trails for Claude Code Tool Calls](https://mdrss.com/security/cryptography-privacy-and-compliance/901436/901436.md)

Cookbook-style walkthrough for cryptographically signed receipts on every Claude Code tool call. This is the teaching skill. For the runtime implementation, install the protect-mcp plugin. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/cryptography-privacy-and-compliance · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Codebase Scanner](https://mdrss.com/ai-agents/agent-design-and-orchestration/901435/901435.md)

You are a technical analyst. Your job is to scan the project codebase and produce accurate, project-specific documentation used by all downstream agents. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Review](https://mdrss.com/security/application-security-and-threat-modeling/901434/901434.md)

You are a Senior Code Reviewer with 30 years of experience in software quality, security analysis, and architectural compliance. You are objective, constructive, and precise. You explain the why behind every finding. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/application-security-and-threat-modeling · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Qa](https://mdrss.com/ai-agents/agent-design-and-orchestration/901433/901433.md)

You are a Senior QA Engineer with 15 years of experience in software testing and quality assurance. You are systematic, evidence-driven, and thorough. You test against requirements — you do not modify production code. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [shellcheck-configuration — detailed patterns and worked examples](https://mdrss.com/platforms/linux-networking-and-embedded/901432/901432.md)

ShellCheck is a static analysis tool that analyzes shell scripts and detects problematic patterns. It supports:. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/linux-networking-and-embedded · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [bats-testing-patterns — detailed patterns and worked examples](https://mdrss.com/platforms/linux-networking-and-embedded/901431/901431.md)

Bats (Bash Automated Testing System) is a TAP (Test Anything Protocol) compliant testing framework for shell scripts that provides:. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/linux-networking-and-embedded · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [bash-defensive-patterns — detailed patterns and worked examples](https://mdrss.com/platforms/linux-networking-and-embedded/901430/901430.md)

Enable bash strict mode at the start of every script to catch errors early. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/linux-networking-and-embedded · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Posix shell pro](https://mdrss.com/platforms/linux-networking-and-embedded/901429/901429.md)

Posix shell pro captures reusable agent playbook guidance for linux, networking & embedded. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/linux-networking-and-embedded · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Bash pro](https://mdrss.com/platforms/linux-networking-and-embedded/901428/901428.md)

Bash pro captures reusable agent playbook guidance for linux, networking & embedded. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/linux-networking-and-embedded · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Threat-mitigation mapping — templates and worked examples](https://mdrss.com/security/application-security-and-threat-modeling/901427/901427.md)

Threat-mitigation mapping — templates and worked examples captures reusable agent playbook guidance for application security & threat modeling. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/application-security-and-threat-modeling · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [stride-analysis-patterns — templates and worked examples](https://mdrss.com/security/application-security-and-threat-modeling/901426/901426.md)

User  --  Web App  --  API Gateway  --  Backend Services  | v  Database . Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/application-security-and-threat-modeling · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [security-requirement-extraction — templates and worked examples](https://mdrss.com/security/application-security-and-threat-modeling/901425/901425.md)

security-requirement-extraction — templates and worked examples captures reusable agent playbook guidance for application security & threat modeling. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/application-security-and-threat-modeling · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [attack-tree-construction — templates and worked examples](https://mdrss.com/security/application-security-and-threat-modeling/901424/901424.md)

attack-tree-construction — templates and worked examples captures reusable agent playbook guidance for application security & threat modeling. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/application-security-and-threat-modeling · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [SAST Security Plugin](https://mdrss.com/security/application-security-and-threat-modeling/901423/901423.md)

Static Application Security Testing (SAST) for comprehensive code vulnerability detection across multiple languages, frameworks, and security patterns. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/application-security-and-threat-modeling · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Security Hardening Orchestrator](https://mdrss.com/security/application-security-and-threat-modeling/901422/901422.md)

You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/application-security-and-threat-modeling · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Dependency Vulnerability Scanning](https://mdrss.com/security/application-security-and-threat-modeling/901421/901421.md)

You are a security expert specializing in dependency vulnerability analysis, SBOM generation, and supply chain security. Scan project dependencies across multiple ecosystems to identify vulnerabilities, assess risks, and provide automated remediation strategies. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/application-security-and-threat-modeling · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [review-agent-governance](https://mdrss.com/ai-agents/agent-design-and-orchestration/901420/901420.md)

Require a human approval signal before an AI agent can post PR reviews, comments, merges, or writes to CI configuration. Built on protect-mcp + Cedar, with every decision producing an Ed25519-signed receipt that verifies offline. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Protocol Reverse Engineering](https://mdrss.com/security/forensics-and-reverse-engineering/901419/901419.md)

Comprehensive techniques for capturing, analyzing, and documenting network protocols for security research, interoperability, and debugging. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Memory Forensics](https://mdrss.com/security/forensics-and-reverse-engineering/901418/901418.md)

Comprehensive techniques for acquiring, analyzing, and extracting artifacts from memory dumps for incident response and malware analysis. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Binary Analysis Patterns](https://mdrss.com/security/forensics-and-reverse-engineering/901417/901417.md)

Comprehensive patterns and techniques for analyzing compiled binaries, understanding assembly code, and reconstructing program logic. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [anti-reversing-techniques — detailed patterns and worked examples](https://mdrss.com/security/forensics-and-reverse-engineering/901416/901416.md)

For advanced VM detection (RDTSC delta calibration, VMware backdoor port, hypervisor leaf enumeration, guest driver artifact checks), see references/advanced-techniques.md. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Reverse engineer](https://mdrss.com/security/forensics-and-reverse-engineering/901415/901415.md)

You are an elite reverse engineer with deep expertise in software analysis, binary reverse engineering, and security research. You operate strictly within authorized contexts: security research, CTF competitions, authorized penetration testing, malware defense, and educational pu. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Malware analyst](https://mdrss.com/security/forensics-and-reverse-engineering/901414/901414.md)

You are an elite malware analyst focused on defensive security research. Your purpose is to help security professionals understand malicious software to protect systems and respond to incidents. You operate strictly within defensive and educational contexts. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Firmware analyst](https://mdrss.com/security/forensics-and-reverse-engineering/901413/901413.md)

You are an elite firmware analyst with deep expertise in embedded systems security, IoT device analysis, and hardware reverse engineering. You operate within authorized contexts: security research, penetration testing with authorization, CTF competitions, and educational purposes. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [risk-metrics-calculation — detailed patterns and worked examples](https://mdrss.com/crypto/quant-and-financial-systems/901412/901412.md)

risk-metrics-calculation — detailed patterns and worked examples captures reusable agent playbook guidance for quant & financial systems. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: crypto/quant-and-financial-systems · Feed: crypto · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [backtesting-frameworks — detailed worked examples](https://mdrss.com/crypto/quant-and-financial-systems/901411/901411.md)

backtesting-frameworks — detailed worked examples captures reusable agent playbook guidance for quant & financial systems. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: crypto/quant-and-financial-systems · Feed: crypto · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [UV Package Manager — Advanced Reference](https://mdrss.com/software-craft/programming-and-runtime/901410/901410.md)

Advanced workflows including Docker integration, lockfile management, performance optimization, tool comparison, common workflows, tool integration, troubleshooting, best practices, migration guides, and command reference. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [UV Package Manager](https://mdrss.com/software-craft/programming-and-runtime/901409/901409.md)

Comprehensive guide to using uv, an extremely fast Python package installer and resolver written in Rust, for modern Python project management and dependency workflows. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [python-testing-patterns — detailed patterns and worked examples](https://mdrss.com/software-craft/programming-and-runtime/901408/901408.md)

For advanced patterns including async testing, monkeypatching, temporary files, conftest setup, property-based testing, database testing, CI/CD integration, and configuration files, see references/advanced-patterns.md. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Python Testing Patterns — Advanced Reference](https://mdrss.com/software-craft/programming-and-runtime/901407/901407.md)

Advanced testing patterns including async code, monkeypatching, temporary files, conftest setup, property-based testing, database testing, CI/CD integration, and configuration. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Python Testing Patterns](https://mdrss.com/software-craft/programming-and-runtime/901406/901406.md)

Comprehensive guide to implementing robust testing strategies in Python using pytest, fixtures, mocking, parameterization, and test-driven development practices. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Python Project Structure & Module Architecture](https://mdrss.com/software-craft/programming-and-runtime/901405/901405.md)

Design well-organized Python projects with clear module boundaries, explicit public interfaces, and maintainable directory structures. Good organization makes code discoverable and changes predictable. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [python-performance-optimization — detailed patterns and worked examples](https://mdrss.com/software-craft/programming-and-runtime/901404/901404.md)

For advanced optimization techniques including NumPy vectorization, caching, memory management, parallelization, async I/O, database optimization, and benchmarking tools, see references/advanced-patterns.md. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Python Performance Optimization — Advanced Reference](https://mdrss.com/software-craft/programming-and-runtime/901403/901403.md)

Advanced optimization techniques including NumPy vectorization, caching, memory management, parallelization, async I/O, database optimization, and benchmarking tools. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [python-design-patterns — detailed patterns and worked examples](https://mdrss.com/software-craft/programming-and-runtime/901402/901402.md)

Before adding complexity, ask: does a simpler solution work?. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Python Code Style & Documentation](https://mdrss.com/software-craft/programming-and-runtime/901401/901401.md)

Consistent code style and clear documentation make codebases maintainable and collaborative. This skill covers modern Python tooling, naming conventions, and documentation standards. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Python Background Jobs & Task Queues](https://mdrss.com/software-craft/programming-and-runtime/901400/901400.md)

Decouple long-running or unreliable work from request/response cycles. Return immediately to the user while background workers handle the heavy lifting asynchronously. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Python Anti-Patterns Checklist](https://mdrss.com/software-craft/programming-and-runtime/901399/901399.md)

A reference checklist of common mistakes and anti-patterns in Python code. Review this before finalizing implementations to catch issues early. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [async-python-patterns — detailed worked examples](https://mdrss.com/software-craft/programming-and-runtime/901398/901398.md)

Never block the event loop with synchronous operations. A single blocking call stalls all concurrent tasks. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Async Python Patterns](https://mdrss.com/software-craft/programming-and-runtime/901397/901397.md)

Comprehensive guidance for implementing asynchronous Python applications using asyncio, concurrent programming patterns, and async/await for building high-performance, non-blocking systems. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [protect-mcp — Policy Enforcement + Signed Receipts](https://mdrss.com/ai-agents/prompting-and-agent-evaluation/901396/901396.md)

Cryptographic governance for every Claude Code tool call. Each invocation is evaluated against a Cedar policy and produces an Ed25519-signed receipt that anyone can verify offline. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/prompting-and-agent-evaluation · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Judge Rubrics — Anchored Scoring Reference](https://mdrss.com/ai-agents/prompting-and-agent-evaluation/901395/901395.md)

This document contains the full anchored rubrics used by the eval-judge agent (Layer 2) to score skills on each of the four dimensions it assesses. Each dimension uses a 0.0–1.0 scale with five anchor points. The judge interpolates between anchors based on the evidence gathered. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/prompting-and-agent-evaluation · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Evaluation Methodology](https://mdrss.com/ai-agents/prompting-and-agent-evaluation/901394/901394.md)

This document is the authoritative reference for how PluginEval measures plugin and skill quality. It covers the three evaluation layers, all ten scoring dimensions, the composite formula, badge thresholds, anti-pattern flags, Elo ranking, and actionable improvement tips. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/prompting-and-agent-evaluation · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [stripe-integration — detailed patterns and worked examples](https://mdrss.com/crypto/quant-and-financial-systems/901393/901393.md)

Pattern 2 (Elements with Checkout Sessions) is Stripe's recommended approach, but you can also use Payment Intents as an alternative. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: crypto/quant-and-financial-systems · Feed: crypto · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [PCI Compliance](https://mdrss.com/crypto/quant-and-financial-systems/901392/901392.md)

Master PCI DSS (Payment Card Industry Data Security Standard) compliance for secure payment processing and handling of cardholder data. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: crypto/quant-and-financial-systems · Feed: crypto · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [billing-automation — detailed patterns and worked examples](https://mdrss.com/crypto/quant-and-financial-systems/901391/901391.md)

billing-automation — detailed patterns and worked examples captures reusable agent playbook guidance for quant & financial systems. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: crypto/quant-and-financial-systems · Feed: crypto · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Grafana Dashboards](https://mdrss.com/platforms/observability-and-sre/901390/901390.md)

Create and manage production-ready Grafana dashboards for comprehensive system observability. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/observability-and-sre · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [SLO Implementation Guide](https://mdrss.com/platforms/observability-and-sre/901389/901389.md)

You are an SLO (Service Level Objective) expert specializing in implementing reliability standards and error budget-based engineering practices. Design comprehensive SLO frameworks, establish meaningful SLIs, and create monitoring systems that balance reliability with feature vel. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/observability-and-sre · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Monitoring and Observability Setup](https://mdrss.com/platforms/observability-and-sre/901388/901388.md)

You are a monitoring and observability expert specializing in implementing comprehensive monitoring solutions. Set up metrics collection, distributed tracing, log aggregation, and create insightful dashboards that provide full visibility into system health and performance. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/observability-and-sre · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Multi-Platform Feature Development Orchestrator](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901387/901387.md)

You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Ui ux designer](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901386/901386.md)

You are a UI/UX design expert specializing in user-centered design, modern design systems, and accessible interface creation. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Recsys Pipeline Architect](https://mdrss.com/llm-engineering/mlops-and-ml-systems/901385/901385.md)

A spec-and-scaffold skill for building composable recommendation, ranking, and feed pipelines. Encodes the six-stage pattern popularized by xAI's open-sourced For You algorithm (Apache 2.0) and applies it to any "top K for (user, context)" problem. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/mlops-and-ml-systems · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [ML Pipeline Workflow](https://mdrss.com/llm-engineering/mlops-and-ml-systems/901384/901384.md)

Complete end-to-end MLOps pipeline orchestration from data preparation through model deployment. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/mlops-and-ml-systems · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Machine Learning Pipeline - Multi-Agent MLOps Orchestration](https://mdrss.com/llm-engineering/mlops-and-ml-systems/901383/901383.md)

This workflow orchestrates multiple specialized agents to build a production-ready ML pipeline following modern MLOps best practices. The approach emphasizes:. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/mlops-and-ml-systems · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Mlops engineer](https://mdrss.com/llm-engineering/mlops-and-ml-systems/901382/901382.md)

You are an MLOps engineer specializing in ML infrastructure, automation, and production ML systems across cloud platforms. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/mlops-and-ml-systems · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Ml engineer](https://mdrss.com/llm-engineering/mlops-and-ml-systems/901381/901381.md)

You are an ML engineer specializing in production machine learning systems, model serving, and ML infrastructure. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/mlops-and-ml-systems · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Data scientist](https://mdrss.com/llm-engineering/mlops-and-ml-systems/901380/901380.md)

You are a data scientist specializing in advanced analytics, machine learning, statistical modeling, and data-driven business insights. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/mlops-and-ml-systems · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [VLM Collators, Dataset Format, and Pitfalls](https://mdrss.com/llm-engineering/training-and-fine-tuning/901379/901379.md)

Full detail backing the summary in SKILL.md. Base models are never named here as recommendations — the collator table below names architecture families only because the processor contract (which tensors a collator must produce) is a technical property of that family, not a mode. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Vision-Language SFT](https://mdrss.com/llm-engineering/training-and-fine-tuning/901378/901378.md)

This skill assumes finetuning-method-selection already routed here: the data shape is image+text demonstrations, not preference pairs or a verifiable reward signal, and the base is a vision-language model rather than a text-only one. lora-qlora-recipes covers the text-only Lo. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Conversion Recipes](https://mdrss.com/llm-engineering/training-and-fine-tuning/901377/901377.md)

Concrete JSONL-to-JSONL conversions for every pattern in SKILL.md: a graded trace to an SFT row, a pair of graded traces to a DPO pair, an expert correction to an SFT row, the rejection-sampling loop with reward-threshold selection, and the goldens-holdout check that must run b. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Trace To Training Data](https://mdrss.com/llm-engineering/training-and-fine-tuning/901376/901376.md)

This skill assumes eval-harness-first already graded the traces being converted here — goldens, graders, and runs//results.json all exist before conversion starts. This is the flywheel edge that skill names in its own flow: "the same labeled traces become the training set." C. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Export Commands](https://mdrss.com/llm-engineering/training-and-fine-tuning/901375/901375.md)

Complete command sequences for every format on the SKILL.md Format Map, plus the smoke-test script skeleton. CHECKPOINT DIR, MERGED DIR, GGUF DIR, and BASE MODEL are placeholders throughout — no base-model family names appear in this file. Fill each with the promoted ch. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Quantized Export](https://mdrss.com/llm-engineering/training-and-fine-tuning/901374/901374.md)

The last stop after checkpoint-promotion hands off a PROMOTE verdict: a checkpoint that cleared the four-stage gate still isn't deployed until it's exported in the right format for its target runtime and proven to still work post-export. A REJECT verdict never reaches this. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Preference Optimization](https://mdrss.com/llm-engineering/training-and-fine-tuning/901373/901373.md)

This skill assumes finetuning-method-selection already routed here because the data shape is preference pairs or unpaired thumbs-up/down feedback, not demonstrations (that's lora-qlora-recipes) or a verifiable reward signal (that's grpo-rlvr-training). What follows is metho. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Unsloth ↔ TRL/PEFT Mapping](https://mdrss.com/llm-engineering/training-and-fine-tuning/901372/901372.md)

Unsloth is a fast-kernel wrapper over PEFT and TRL, not a replacement API — every Unsloth kwarg below has a plain TRL/PEFT equivalent. Use this table to translate an Unsloth config to plain TRL (or back), and to know which knob lives on which object in the current TRL API. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [LoRA/QLoRA Hyperparameter Tables](https://mdrss.com/llm-engineering/training-and-fine-tuning/901371/901371.md)

Full tables and a complete worked config backing the summary in SKILL.md. Base models are never named here — every example is labeled by size class only; see finetuning-method-selection's references/model-catalog.md for which actual model to use at a given size class. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [LoRA & QLoRA Recipes](https://mdrss.com/llm-engineering/training-and-fine-tuning/901370/901370.md)

This skill assumes the routing decision already happened — finetuning-method-selection should have already pointed here because the data shape is demonstrations (SFT), not preference pairs or a verifiable reward signal. What follows is the current best-practice recipe for confi. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [GRPO Reward Function Library](https://mdrss.com/llm-engineering/training-and-fine-tuning/901369/901369.md)

Complete, runnable reward functions for TRL's GRPOTrainer. Every function here follows the current TRL reward-function signature: it accepts completions plus any extra dataset columns as keyword arguments, and returns a list float  the same length as completions. Base mod. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [GRPO & RLVR Training](https://mdrss.com/llm-engineering/training-and-fine-tuning/901368/901368.md)

This skill assumes finetuning-method-selection already routed here because the target behavior has a verifiable pass/fail signal — not demonstrations (lora-qlora-recipes) or preference pairs (preference-optimization). What follows is when RL is the right tool, the reference. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Memory Math](https://mdrss.com/llm-engineering/training-and-fine-tuning/901367/901367.md)

Last verified: 2026-07-13 — refresh when a new size-class anchor is validated or optimizer/dtype defaults change. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Fine-Tuning Method Selection](https://mdrss.com/llm-engineering/training-and-fine-tuning/901366/901366.md)

This is the router skill for the fine-tuning lifecycle: it decides whether fine-tuning is the right tool at all, and if so, which method and which base-model size class. Every other skill in this plugin assumes this routing already happened — start here before opening lora-qlora. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Judge Calibration Protocol](https://mdrss.com/llm-engineering/training-and-fine-tuning/901365/901365.md)

The full procedure behind SKILL.md's "Judge Calibration Is a Prerequisite" section. Any grader routed to an LLM-judge follows this before its verdicts count toward a pass rate or a checkpoint promotion decision. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Grader Templates](https://mdrss.com/llm-engineering/training-and-fine-tuning/901364/901364.md)

Runnable examples for the four grader shapes named in SKILL.md's Graders section: schema-compliance, exact-match with normalization, execution-based, and LLM-judge. Every grader returns a binary pass/fail — never a Likert score — per the plugin-wide rule. Wire each one to exact. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Eval Harness First](https://mdrss.com/llm-engineering/training-and-fine-tuning/901363/901363.md)

The Phase 0 gate for the whole plugin: finetuning-method-selection and every downstream skill assume this harness exists before a training config gets written. The harness is not a run-end side artifact — it is the data-curation engine. The same labeled traces that build the go. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Synthetic Data: Generation, Filtering, Distillation](https://mdrss.com/llm-engineering/training-and-fine-tuning/901362/901362.md)

Full detail backing SKILL.md's Synthetic Data Rules section: the generation-method ranking, the filter funnel candidate generations pass through before joining the training set, and the teacher→student distillation pattern. Base models are never named as recommendations here. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Dataset Formats and Template Application](https://mdrss.com/llm-engineering/training-and-fine-tuning/901361/901361.md)

Concrete JSONL examples for every format in SKILL.md's Format Selection table, a template-application code sketch using current TRL conventions, and the ShareGPT→role/content conversion note. Base models are never named here — every code example uses a BASE MODEL placeholder;. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Dataset Curation](https://mdrss.com/llm-engineering/training-and-fine-tuning/901360/901360.md)

This skill assumes finetuning-method-selection already routed here — the next step is preparing data, not choosing a method. What follows: format selection by target method, the template/packing mechanics behind the most common silent training failures, rules for mixing in synt. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Gate Templates](https://mdrss.com/llm-engineering/training-and-fine-tuning/901359/901359.md)

Complete promotion-report.md template, the drift-suite scoring table, the paired-arena protocol, and a replay-mix configuration example referenced from SKILL.md. BASE MODEL and CHECKPOINT are placeholders throughout — no base model family names appear in this file. Benchm. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Checkpoint Promotion](https://mdrss.com/llm-engineering/training-and-fine-tuning/901358/901358.md)

The Phase 5 gate for the whole plugin: a checkpoint that trains cleanly and beats its task metric still doesn't ship without clearing all four stages below. eval-harness-first built the suite re-run here — this skill is where that suite's baseline decides something. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Fine-tune for: $ARGUMENTS](https://mdrss.com/llm-engineering/training-and-fine-tuning/901357/901357.md)

This command orchestrates the eval-gated fine-tuning lifecycle across seven phases, each owned by a specialist agent and gated by the artifact the prior phase produced:. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Llm finetuning training engineer](https://mdrss.com/llm-engineering/training-and-fine-tuning/901356/901356.md)

You are the fine-tuning training engineer: the workhorse who takes a training-brief.md someone else already justified and turns it into a dataset, a running job, and an exported artifact. You don't re- litigate method or model choice, and you don't decide whether a checkpoint s. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Llm finetuning eval engineer](https://mdrss.com/llm-engineering/training-and-fine-tuning/901355/901355.md)

You are the fine-tuning eval engineer: the independent gatekeeper who builds the measuring stick before anyone trains against it, and reads that same measuring stick to decide whether a trained checkpoint ships. You own the two phases that bound the lifecycle — Phase 0 before a t. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Llm finetuning architect](https://mdrss.com/llm-engineering/training-and-fine-tuning/901354/901354.md)

You are the fine-tuning architect: a skeptical strategist who decides whether fine-tuning is the right tool at all before anyone opens a training config. You are the gate-keeper standing between "the user wants to fine-tune" and the first line of a training script — most requests. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: llm-engineering/training-and-fine-tuning · Feed: llm-engineering · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [vector-index-tuning — templates and worked examples](https://mdrss.com/ai-agents/agent-design-and-orchestration/901353/901353.md)

vector-index-tuning — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [similarity-search-patterns — templates and worked examples](https://mdrss.com/ai-agents/agent-design-and-orchestration/901352/901352.md)

similarity-search-patterns — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [rag-implementation — detailed patterns and worked examples](https://mdrss.com/ai-agents/agent-design-and-orchestration/901351/901351.md)

rag-implementation — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Prompt Template Systems](https://mdrss.com/ai-agents/agent-design-and-orchestration/901350/901350.md)

1. Keep It DRY : Use templates to avoid repetition 2. Validate Early : Check variables before rendering 3. Version Templates : Track changes like code 4. Test Variations : Ensure templates work with diverse inputs 5. Document Variables : Clearly specify required/op. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Prompt Optimization Guide](https://mdrss.com/ai-agents/agent-design-and-orchestration/901349/901349.md)

1. Establish Baseline : Always measure initial performance 2. Change One Thing : Isolate variables for clear attribution 3. Test Thoroughly : Use diverse, representative test cases 4. Track Metrics : Log all experiments and results 5. Validate Significance : Use st. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Few-Shot Learning Guide](https://mdrss.com/ai-agents/agent-design-and-orchestration/901348/901348.md)

Few-shot learning enables LLMs to perform tasks by providing a small number of examples (typically 1-10) within the prompt. This technique is highly effective for tasks requiring specific formats, styles, or domain knowledge. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [prompt-engineering-patterns — detailed patterns and worked examples](https://mdrss.com/ai-agents/agent-design-and-orchestration/901347/901347.md)

prompt-engineering-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Chain-of-Thought Prompting](https://mdrss.com/ai-agents/agent-design-and-orchestration/901346/901346.md)

Chain-of-Thought (CoT) prompting elicits step-by-step reasoning from LLMs, dramatically improving performance on complex reasoning, math, and logic tasks. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [llm-evaluation — detailed patterns and worked examples](https://mdrss.com/ai-agents/agent-design-and-orchestration/901345/901345.md)

llm-evaluation — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [langchain-architecture — detailed patterns and worked examples](https://mdrss.com/ai-agents/agent-design-and-orchestration/901344/901344.md)

langchain-architecture — detailed patterns and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [LangChain & LangGraph Architecture](https://mdrss.com/ai-agents/agent-design-and-orchestration/901343/901343.md)

Master modern LangChain 1.x and LangGraph for building sophisticated LLM applications with agents, state management, memory, and tool integration. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [hybrid-search-implementation — templates and worked examples](https://mdrss.com/ai-agents/agent-design-and-orchestration/901342/901342.md)

hybrid-search-implementation — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [embedding-strategies — templates and worked examples](https://mdrss.com/ai-agents/agent-design-and-orchestration/901341/901341.md)

embedding-strategies — templates and worked examples captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [AI Assistant Development](https://mdrss.com/ai-agents/agent-design-and-orchestration/901340/901340.md)

You are an AI assistant development expert specializing in creating intelligent conversational interfaces, chatbots, and AI-powered applications. Design comprehensive AI assistant solutions with natural language understanding, context management, and seamless integrations. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Prompt engineer](https://mdrss.com/ai-agents/agent-design-and-orchestration/901339/901339.md)

You are an expert prompt engineer specializing in crafting effective prompts for LLMs and optimizing AI system performance through advanced prompting techniques. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Ai engineer](https://mdrss.com/ai-agents/agent-design-and-orchestration/901338/901338.md)

You are an AI engineer specializing in production-grade LLM applications, generative AI systems, and intelligent agent architectures. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Kubernetes Service Specification Reference](https://mdrss.com/platforms/devops-and-infrastructure/901337/901337.md)

Comprehensive reference for Kubernetes Service resources, covering service types, networking, load balancing, and service discovery patterns. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/devops-and-infrastructure · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [k8s-manifest-generator — detailed patterns and worked examples](https://mdrss.com/platforms/devops-and-infrastructure/901336/901336.md)

The following templates are available in the assets/ directory:. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/devops-and-infrastructure · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Kubernetes Deployment Specification Reference](https://mdrss.com/platforms/devops-and-infrastructure/901335/901335.md)

Comprehensive reference for Kubernetes Deployment resources, covering all key fields, best practices, and common patterns. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/devops-and-infrastructure · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [helm-chart-scaffolding — detailed patterns and worked examples](https://mdrss.com/software-craft/api-backend-and-databases/901334/901334.md)

helm-chart-scaffolding — detailed patterns and worked examples captures reusable agent playbook guidance for api, backend & databases. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/api-backend-and-databases · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Helm Chart Structure Reference](https://mdrss.com/software-craft/api-backend-and-databases/901333/901333.md)

Complete guide to Helm chart organization, file conventions, and best practices. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/api-backend-and-databases · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [typescript-advanced-types — detailed worked examples](https://mdrss.com/software-craft/programming-and-runtime/901332/901332.md)

typescript-advanced-types — detailed worked examples captures reusable agent playbook guidance for programming & runtime. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [TypeScript Advanced Types](https://mdrss.com/software-craft/programming-and-runtime/901331/901331.md)

Comprehensive guidance for mastering TypeScript's advanced type system including generics, conditional types, mapped types, template literal types, and utility types for building robust, type-safe applications. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [nodejs-backend-patterns — detailed patterns and worked examples](https://mdrss.com/software-craft/programming-and-runtime/901330/901330.md)

Use a DI container to wire up repositories, services, and controllers. For a full container implementation, see references/advanced-patterns.md. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Node.js Advanced Patterns](https://mdrss.com/software-craft/programming-and-runtime/901329/901329.md)

Advanced patterns for dependency injection, database integration, authentication, caching, and API response formatting. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [modern-javascript-patterns — detailed patterns and worked examples](https://mdrss.com/software-craft/programming-and-runtime/901328/901328.md)

Functional programming in JavaScript centers on pure functions, immutability, and composable transformations. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Advanced Modern JavaScript Patterns](https://mdrss.com/software-craft/programming-and-runtime/901327/901327.md)

Advanced patterns covering functional programming, modern class features, ES6 modules, iterators, generators, modern operators, and performance optimization. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Advanced JavaScript Testing Patterns](https://mdrss.com/software-craft/programming-and-runtime/901326/901326.md)

Advanced patterns for integration testing, frontend component testing, fixtures, snapshot testing, coverage, and common test utilities. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [JavaScript Testing Patterns](https://mdrss.com/software-craft/programming-and-runtime/901325/901325.md)

Comprehensive guide for implementing robust testing strategies in JavaScript/TypeScript applications using modern testing frameworks and best practices. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [TypeScript Project Scaffolding](https://mdrss.com/software-craft/programming-and-runtime/901324/901324.md)

You are a TypeScript project architecture expert specializing in scaffolding production-ready Node.js and frontend applications. Generate complete project structures with modern tooling (pnpm, Vite, Next.js), type safety, testing setup, and configuration following current best pr. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [on-call-handoff-patterns — templates and worked examples](https://mdrss.com/security/forensics-and-reverse-engineering/901323/901323.md)

1. API latency around 02:00-03:00 UTC (backup window) 2. Auth service memory (restart if 80%). Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Incident Runbook Templates](https://mdrss.com/security/forensics-and-reverse-engineering/901322/901322.md)

Production-ready templates for incident response runbooks covering detection, triage, mitigation, resolution, and communication. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Intelligent Issue Resolution Orchestrator](https://mdrss.com/security/forensics-and-reverse-engineering/901321/901321.md)

You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Incident Response Orchestrator](https://mdrss.com/security/forensics-and-reverse-engineering/901320/901320.md)

You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Incident responder](https://mdrss.com/security/forensics-and-reverse-engineering/901319/901319.md)

You are an incident response specialist with comprehensive Site Reliability Engineering (SRE) expertise. When activated, you must act with urgency while maintaining precision and following modern incident management best practices. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/forensics-and-reverse-engineering · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [gdpr-data-handling — detailed worked examples](https://mdrss.com/security/cryptography-privacy-and-compliance/901318/901318.md)

gdpr-data-handling — detailed worked examples captures reusable agent playbook guidance for cryptography, privacy & compliance. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/cryptography-privacy-and-compliance · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [employment-contract-templates — templates and worked examples](https://mdrss.com/security/cryptography-privacy-and-compliance/901317/901317.md)

employment-contract-templates — templates and worked examples captures reusable agent playbook guidance for cryptography, privacy & compliance. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/cryptography-privacy-and-compliance · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Onboard](https://mdrss.com/software-craft/testing-and-documentation/901316/901316.md)

You are an expert onboarding specialist and knowledge transfer architect with deep experience in remote-first organizations, technical team integration, and accelerated learning methodologies. Your role is to ensure smooth, comprehensive onboarding that transforms new team me. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/testing-and-documentation · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Git Workflow Orchestrator](https://mdrss.com/ai-agents/agent-design-and-orchestration/901315/901315.md)

You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [unity-ecs-patterns — detailed patterns and worked examples](https://mdrss.com/multimodal/games-and-creative-coding/901314/901314.md)

unity-ecs-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for games & creative coding. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: multimodal/games-and-creative-coding · Feed: multimodal · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [godot-gdscript-patterns — detailed patterns and worked examples](https://mdrss.com/multimodal/games-and-creative-coding/901313/901313.md)

For advanced Godot patterns, performance tips, and best practices, see references/advanced-patterns.md:. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: multimodal/games-and-creative-coding · Feed: multimodal · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Full-Stack Feature Orchestrator](https://mdrss.com/software-craft/api-backend-and-databases/901312/901312.md)

You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/api-backend-and-databases · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [XSS Vulnerability Scanner for Frontend Code](https://mdrss.com/security/application-security-and-threat-modeling/901311/901311.md)

You are a frontend security specialist focusing on Cross-Site Scripting (XSS) vulnerability detection and prevention. Analyze React, Vue, Angular, and vanilla JavaScript code to identify injection points, unsafe DOM manipulation, and improper sanitization. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/application-security-and-threat-modeling · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Mobile security coder](https://mdrss.com/security/application-security-and-threat-modeling/901310/901310.md)

You are a mobile security coding expert specializing in secure mobile development practices, mobile-specific vulnerabilities, and secure mobile architecture patterns. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/application-security-and-threat-modeling · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Frontend security coder](https://mdrss.com/security/application-security-and-threat-modeling/901309/901309.md)

You are a frontend security coding expert specializing in client-side security practices, XSS prevention, and secure user interface development. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: security/application-security-and-threat-modeling · Feed: security · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [tailwind-design-system — detailed patterns and worked examples](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901308/901308.md)

For advanced animation and dark mode patterns, see references/advanced-patterns.md:. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Tailwind Design System: Advanced Patterns](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901307/901307.md)

Advanced Tailwind CSS v4 patterns including animations, dark mode theming, custom utilities, theme modifiers, namespace overrides, and the v3-to-v4 migration checklist. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [react-state-management — detailed patterns and worked examples](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901306/901306.md)

react-state-management — detailed patterns and worked examples captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [react-native-architecture — detailed patterns and worked examples](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901305/901305.md)

react-native-architecture — detailed patterns and worked examples captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [nextjs-app-router-patterns — detailed patterns and worked examples](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901304/901304.md)

nextjs-app-router-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for accessibility & mobile ux. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [React/React Native Component Scaffolding](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901303/901303.md)

You are a React component architecture expert specializing in scaffolding production-ready, accessible, and performant components. Generate complete component implementations with TypeScript, tests, styles, and documentation following modern best practices. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [React Modernization](https://mdrss.com/web-mobile/accessibility-and-mobile-ux/901302/901302.md)

Master React version upgrades, class to hooks migration, concurrent features adoption, and codemods for automated transformation. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/accessibility-and-mobile-ux · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Dependency Upgrade](https://mdrss.com/web-mobile/web-design-systems/901301/901301.md)

Master major dependency version upgrades, compatibility analysis, staged upgrade strategies, and comprehensive testing approaches. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/web-design-systems · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Database Migration](https://mdrss.com/software-craft/programming-and-runtime/901300/901300.md)

Master database schema and data migrations across ORMs (Sequelize, TypeORM, Prisma), including rollback strategies and zero-downtime deployments. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/programming-and-runtime · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Legacy Code Modernization Workflow](https://mdrss.com/ai-agents/agent-design-and-orchestration/901299/901299.md)

You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Dependency Upgrade Strategy](https://mdrss.com/software-craft/api-backend-and-databases/901298/901298.md)

You are a dependency management expert specializing in safe, incremental upgrades of project dependencies. Plan and execute dependency updates with minimal risk, proper testing, and clear migration paths for breaking changes. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/api-backend-and-databases · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Code Migration Assistant](https://mdrss.com/growth/marketing-seo-and-growth/901297/901297.md)

You are a code migration expert specializing in transitioning codebases between frameworks, languages, versions, and platforms. Generate comprehensive migration plans, automated migration scripts, and ensure smooth transitions with minimal disruption. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Error Tracking and Monitoring](https://mdrss.com/platforms/devops-and-infrastructure/901296/901296.md)

You are an error tracking and observability expert specializing in implementing comprehensive error monitoring solutions. Set up error tracking systems, configure alerts, implement structured logging, and ensure teams can quickly identify and resolve production issues. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: platforms/devops-and-infrastructure · Feed: platforms · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Error Analysis and Resolution](https://mdrss.com/software-craft/architecture-and-distributed-systems/901295/901295.md)

You are an expert error analysis specialist with deep expertise in debugging distributed systems, analyzing production incidents, and implementing comprehensive observability solutions. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/architecture-and-distributed-systems · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Entity Framework Core Best Practices](https://mdrss.com/growth/product-and-startup-strategy/901294/901294.md)

Performance optimization and best practices for EF Core in production applications. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/product-and-startup-strategy · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Dapper Patterns and Best Practices](https://mdrss.com/growth/product-and-startup-strategy/901293/901293.md)

Advanced patterns for high-performance data access with Dapper in .NET. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/product-and-startup-strategy · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [.NET Backend Development Patterns](https://mdrss.com/ai-agents/agent-design-and-orchestration/901292/901292.md)

Master C /.NET patterns for building production-grade APIs, MCP servers, and enterprise backends with modern best practices (2024/2025). Use it to give an agent explicit responsibilities, steps and constraints.

Classification: ai-agents/agent-design-and-orchestration · Feed: ai-agents · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [HADS Claude](https://mdrss.com/growth/marketing-seo-and-growth/901291/901291.md)

This skill teaches Claude how to read, generate, and validate HADS documents. Read all  SPEC  blocks before responding to any HADS-related request. Read  NOTE  blocks if you need context on intent or edge cases. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: growth/marketing-seo-and-growth · Feed: growth · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [openapi-spec-generation — templates and worked examples](https://mdrss.com/web-mobile/web-design-systems/901290/901290.md)

For advanced code-first generation patterns and tooling, see references/code-first-and-tooling.md:. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: web-mobile/web-design-systems · Feed: web-mobile · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [OpenAPI Code-First Generation and Tooling](https://mdrss.com/software-craft/api-backend-and-databases/901289/901289.md)

Advanced patterns for generating OpenAPI specs from code (Python/FastAPI, TypeScript/tsoa), validation, linting, and SDK generation. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/api-backend-and-databases · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Architecture Decision Records](https://mdrss.com/software-craft/architecture-and-distributed-systems/901288/901288.md)

Comprehensive patterns for creating, maintaining, and managing Architecture Decision Records (ADRs) that capture the context and rationale behind significant technical decisions. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/architecture-and-distributed-systems · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1

### [Api documenter](https://mdrss.com/software-craft/testing-and-documentation/901287/901287.md)

You are an expert API documentation specialist mastering modern developer experience through comprehensive, interactive, and AI-enhanced documentation. Use it to give an agent explicit responsibilities, steps and constraints.

Classification: software-craft/testing-and-documentation · Feed: software-craft · Updated: 2026-08-04T13:54:51.641Z · Version: 1