quality-checks
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security-review
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testing-standards
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ai-native-development
Build AI-first applications with RAG pipelines, embeddings, vector databases, agentic workflows, and LLM integration. Master prompt engineering, function calling, streaming responses, and cost optimization for 2025+ AI development.
api-design-framework
Use this skill when designing REST, GraphQL, or gRPC APIs. Provides comprehensive API design patterns, versioning strategies, error handling conventions, authentication approaches, and OpenAPI/AsyncAPI templates. Ensures consistent, well-documented, and developer-friendly APIs across all backend services.
Observability & Monitoring
Structured logging, metrics, distributed tracing, and alerting strategies
architecture-decision-record
Use this skill when documenting significant architectural decisions. Provides ADR templates following the Nygard format with sections for context, decision, consequences, and alternatives. Helps teams maintain architectural memory and rationale for backend systems, API designs, database choices, and infrastructure decisions.
brainstorming
Use when creating or developing anything, before writing code or implementation plans - refines rough ideas into fully-formed designs through structured Socratic questioning, alternative exploration, and incremental validation
code-review-playbook
Use this skill when conducting or improving code reviews. Provides structured review processes, conventional comments patterns, language-specific checklists, and feedback templates. Ensures consistent, constructive, and thorough code reviews across teams.
database-schema-designer
Use this skill when designing database schemas for relational (SQL) or document (NoSQL) databases. Provides normalization guidelines, indexing strategies, migration patterns, and performance optimization techniques. Ensures scalable, maintainable, and performant data models.
design-system-starter
Use this skill when creating or evolving design systems for applications. Provides design token structures, component architecture patterns, documentation templates, and accessibility guidelines. Ensures consistent, scalable, and accessible UI design across products.
DevOps & Deployment
CI/CD pipelines, containerization, Kubernetes, and infrastructure as code patterns
edge-computing-patterns
Deploy to edge runtimes (Cloudflare Workers, Vercel Edge, Deno Deploy) for globally distributed, low-latency applications. Master edge middleware, streaming, and runtime constraints for 2025+ edge computing.
Performance Optimization
Full-stack performance analysis, optimization patterns, and monitoring strategies
prototype-to-production
Convert design prototypes (HTML, CSS, Figma exports) into production-ready components. Analyzes prototype structure, extracts design tokens, identifies reusable patterns, and generates typed React components. Adapts to existing project tech stack with React + TypeScript as default.
react-server-components-framework
Design and implement React Server Components with Next.js 15 App Router. Master server-first architecture, streaming SSR, Server Actions, and modern data fetching patterns for 2025+ frontend development.
security-checklist
Use this skill when implementing security measures or conducting security audits. Provides OWASP Top 10 mitigations, authentication patterns, input validation strategies, and compliance guidelines. Ensures applications are secure against common vulnerabilities.
streaming-api-patterns
Implement real-time data streaming with Server-Sent Events (SSE), WebSockets, and ReadableStream APIs. Master backpressure handling, reconnection strategies, and LLM streaming for 2025+ real-time applications.
testing-strategy-builder
Use this skill when creating comprehensive testing strategies for applications. Provides test planning templates, coverage targets, test case structures, and guidance for unit, integration, E2E, and performance testing. Ensures robust quality assurance across the development lifecycle.
type-safety-validation
Achieve end-to-end type safety with Zod runtime validation, tRPC type-safe APIs, Prisma ORM, and TypeScript 5.7+ features. Build fully type-safe applications from database to UI for 2025+ development.
git-commit-creator
Creates properly formatted Git commits following conventional commit standards for the MCPSpy project. Use when asked to commit changes, stage files, or manage git workflows. Has access to git status, diff, checkout, add, and commit commands.
github-issue-creator
Creates well-structured GitHub issues for the MCPSpy project using the gh CLI tool. Use when asked to create issues, report bugs, or document features. Follows conventional naming with feat/chore/fix prefixes and maintains appropriate detail levels.
go-testing
Handles all Golang testing tasks including running tests, writing new tests, and fixing test failures. Follows MCPSpy testing conventions with require for critical assertions and assert for non-critical ones.
security-integration-tests
Use this agent when working with prompt injection detection integration tests, including running tests, debugging failures, or adding new test samples.
desktop-commander
Use Desktop Commander MCP (typically tools like `mcp__desktop-commander__*`) to manage local files and long-running processes: read/write/search files, apply precise edits, work with Excel/PDFs, run terminal commands and interact with REPLs (Python/Node/SSH/DB), inspect/terminate processes, and review tool call history. Use when the task requires doing real work on the machine (editing code/configs, searching a repo, analyzing CSV/Excel, generating/modifying PDFs, running commands with streaming output).
jetbrains-skill
Use the JetBrains IDE MCP Server (IntelliJ IDEA 2025.2+) to let an external client drive IDE-backed actions: run Run Configurations, execute commands in the IDE terminal, read/create/edit project files, search via IDE indexes (text/regex), retrieve code inspections for a file, fetch symbol info, perform rename refactoring, list modules/dependencies/repos, open files in the editor, and reformat code. Use when you want IDE-grade indexing/refactoring/inspection instead of raw shell scripting.
social-media-api-best-practices
Best practices for integrating social media APIs (Instagram, TikTok, YouTube, Twitter/X, LinkedIn, Facebook, Threads, Pinterest, Bluesky, Snapchat, Google Business, Reddit, Telegram). Covers OAuth, AT Protocol, rate limiting, media uploads, encryption, and error handling. Use when building social media integrations, scheduling systems, or debugging platform API issues.
laravel-api
Build production-grade Laravel REST APIs using opinionated architecture patterns with Laravel best practices. Use when building, scaffoling, or reviewing Laravel APIs with specifications for stateless design, versioned endpoints, invokable controllers, Form Request DTOs, Action classes, JWT authentication, and PSR-12 code quality standards. Triggers on "build a Laravel API", "create Laravel endpoints", "add API authentication", "review Laravel API code", "refactor Laravel API", or "improve Laravel code quality".
arxiv-search
Search arXiv preprint repository for papers in physics, mathematics, computer science, quantitative biology, and related fields.
pydanticai-docs
Use this skill whenever the user is working with the Pydantic AI framework — including building AI agents, defining structured outputs with Pydantic models, wiring up tools/function calling, configuring model providers (OpenAI, Anthropic, Gemini, etc.), managing dependencies via agent context, handling streaming responses, or debugging agent runs. Trigger this skill even for adjacent tasks like "how do I make my agent return JSON", "set up a multi-step agent", "add a tool to my agent", or "validate LLM output with Pydantic" — any time Pydantic AI is mentioned or implied as the target framework.
web-research
Use this skill for requests related to web research; it provides a structured approach to conducting comprehensive web research.
slidev-click-animations
Master v-click and sequential animations in Slidev. Use this skill to reveal content progressively and create engaging presentations.
slidev-transitions
Add smooth slide transitions in Slidev. Use this skill for fade, slide, and custom transitions between slides.
slidev-code-blocks
Create beautiful code blocks with Shiki syntax highlighting. Use this skill for code snippets, line highlighting, and code groups.
slidev-magic-move
Animate code transformations with Shiki Magic Move. Use this skill to create smooth morphing transitions between code states.
slidev-monaco-editor
Add live coding with Monaco Editor in Slidev. Use this skill for interactive code demos, executable code, and real-time editing.
slidev-components
Leverage Vue components in Slidev slides. Use this skill to add interactivity with built-in components or create custom ones.
slidev-layouts
Use built-in and custom Slidev layouts effectively. Use this skill to structure slides with cover, two-cols, image layouts and more.
slidev-syntax-guide
Master Slidev's extended Markdown syntax. Use this skill to write slides with advanced formatting, frontmatter, and special features.
slidev-styling
Style Slidev slides with UnoCSS and custom CSS. Use this skill for custom colors, typography, animations, and responsive designs.
slidev-themes
Use and customize Slidev themes. Use this skill to apply themes, configure theme options, and create custom themes.
slidev-deployment
Deploy Slidev presentations to the web. Use this skill for GitHub Pages, Netlify, Vercel, and Docker deployments.
slidev-export
Export Slidev presentations to PDF, PPTX, and PNG. Use this skill for sharing, printing, and archiving presentations.
slidev-project-structure
Understand Slidev project structure and configuration. Use this skill to configure themes, addons, and customize your presentation setup.
slidev-quick-start
Get started with Slidev presentations in minutes. Use this skill to create your first presentation or set up a new Slidev project.
slidev-drawings
Draw and annotate during Slidev presentations. Use this skill for live annotations, highlighting, and visual explanations.
slidev-navigation
Master Slidev navigation and keyboard shortcuts. Use this skill for efficient slide control, custom shortcuts, and navigation customization.
slidev-presenter-mode
Use Slidev presenter mode effectively. Use this skill for speaker notes, timer, remote control, and dual-screen presentations.
slidev-latex
Render mathematical formulas with LaTeX/KaTeX in Slidev. Use this skill for equations, mathematical notation, and scientific content.
slidev-mermaid
Create diagrams with Mermaid in Slidev. Use this skill for flowcharts, sequence diagrams, class diagrams, and more.
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