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Implement Linkerd service mesh patterns for lightweight, security-focused service mesh deployments. Use when setting up Linkerd, configuring traffic policies, or implementing zero-trust networking with minimal overhead.
Analyze Stitch projects and synthesize a semantic design system into DESIGN.md files
Design and implement tests (unit, integration, e2e, accessibility, i18n), improve coverage, and run test suites. Use when the user asks to add tests, write tests, improve coverage, run tests, test accessibility, test translations, or implement test s...
Structured workflow for AI-assisted development (Plan → Review → Execute → Summarize → Archive). Use when the user invokes /plan, /execute, /summarize, /archive, /check, /help, /init, /status, or when adding features, fixing non-trivial bugs, refacto...
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or...
Free AI search via Exa MCP. Web search for news/info, code search for docs/examples from GitHub/StackOverflow, company research for business intel. No API key needed.
Search the web or X/Twitter using xAI Grok server-side tools (web_search, x_search) via the xAI Responses API. Use when you need tweets/threads/users from X, want Grok as an alternative to Brave, or you need structured JSON + citations.
Generic UI designer knowledge for AI development workflow. Covers design process, simplicity guardian principle, progressive disclosure, accessibility checks, flow analysis, and design review.
Automate Klaviyo tasks via Rube MCP (Composio): manage email/SMS campaigns, inspect campaign messages, track tags, and monitor send jobs. Always search tools first for current schemas.
Create or update CLAUDE.md and AGENTS.md files following official best practices. Use when asked to create, update, audit, or improve project configuration files for AI agents, or when users mention "CLAUDE.md", "AGENTS.md", "agent config", or "agent...
Improve existing code. 5-stage quality pipeline (Design → Build → Refine → Review → Verify) with learning loop and rollback support.
Design test strategy using Beck's Test Desiderata — which properties matter, which tradeoffs to make. Use when the user asks "how should I test this", "what tests do I need", "review my test strategy", "is this well-tested", or when planning tests fo...
Authenticate to Azure services using Azure Identity SDK for JavaScript (@azure/identity). Use when configuring authentication with DefaultAzureCredential, managed identity, service principals, or interactive browser login.
Find bugs, security vulnerabilities, and code quality issues in local branch changes. Use when asked to review changes, find bugs, security review, or audit code on the current branch.
AI-powered browser automation using Browser-Use library. Build agents that can navigate, interact with, and extract data from web pages autonomously using LLMs and Chrome DevTools Protocol. Use when: browser automation, web scraping agent, AI browser...
Apply consistent Git conventions for commits, branches, and pull requests - covers commit message format, branch naming, and PR best practices.
Instrument backend services with logging, error tracking, metrics, and tracing to diagnose failures and performance issues.
Analyze text and images for harmful content using Azure AI Content Safety (@azure-rest/ai-content-safety). Use when moderating user-generated content, detecting hate speech, violence, sexual content, or self-harm, or managing custom blocklists.
Generates Xiaohongshu (Little Red Book) infographic series with 10 visual styles and 8 layouts. Breaks content into 1-10 cartoon-style images optimized for XHS engagement. Use when user mentions "小红书图片", "XHS images", "RedNote infographics", "小红书种草",...
Build UI components using shadcn/ui. Use when implementing UI with the shadcn/ui component library, Radix UI primitives, and Tailwind CSS.
Run code simplification across entire codebase using parallel agents with automatic segmentation and coordination
OpenTelemetry instrumentation for Python. Use when adding observability with distributed tracing, metrics, logging, automatic instrumentation, context propagation, and exporters (OTLP, Jaeger, Prometheus). Triggers on OpenTelemetry Python, OTel Pytho...
Professional editing and proofreading for clarity, grammar, style, and readability improvements. Use when: editing text, proofreading documents, improving clarity, fixing grammar, refining style, or when user asks to "edit", "proofread", "improve", "...
Simple changes done right. Make the change, clean up after yourself, report what happened.
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