Identifies outdated elements in provided content and suggests

Analyzes keyword usage in provided content, calculates density,

Use when working with tdd workflows tdd cycle

Design optimal team structures, hiring plans, compensation strategies, and equity allocation for early-stage startups from pre-seed through Series A.

Expert in building Telegram bots that solve real problems - from simple automation to complex AI-powered bots. Covers bot architecture, the Telegram Bot API, user experience, monetization strategies, and scaling bots to thousands of users. Use when: telegram bot, bot api, telegram automation, chat bot telegram, tg bot.

Master Temporal workflow orchestration with Python SDK. Implements

Provide a comprehensive, structured reference for the 100 most critical web application vulnerabilities organized by category. This skill enables systematic vulnerability identification, impact assess

Creates step-by-step tutorials and educational content from code.

Guides and best practices for working with Neon Serverless Postgres. Covers getting started, local development with Neon, choosing a connection method, Neon features, authentication (@neondatabase/auth), PostgREST-style data API (@neondatabase/neon-js), Neon CLI, and Neon's Platform API/SDKs. Use for any Neon-related questions.

Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG applications, recommendation systems, and similar

Run 250+ AI apps via inference.sh CLI - image generation, video creation, LLMs, search, 3D, Twitter automation. Models: FLUX, Veo, Gemini, Grok, Claude, Seedance, OmniHuman, Tavily, Exa, OpenRouter, and many more. Use when running AI apps, generating images/videos, calling LLMs, web search, or automating Twitter. Triggers: inference.sh, infsh, ai model, run ai, serverless ai, ai api, flux, veo, claude api, image generation, video generation, openrouter, tavily, exa search, twitter api, grok

Sleek is an AI-powered mobile app design tool. You interact with it via a REST API at `/api/v1/*` to create projects, describe what you want built in plain language, and get back rendered screens. All

Create professional, visually appealing Marp presentation slides with 7 pre-designed themes and built-in best practices.

Create and manage Claude Code plugins with proper structure, manifests, and marketplace integration. Use when creating plugins for a marketplace, adding plugin components (commands, agents, hooks), bumping plugin versions, or working with plugin.json/marketplace.json manifests.

Guide technical communication for software developers. Covers email structure, team messaging etiquette, meeting agendas, and adapting messages for technical vs non-technical audiences. Use when drafting professional messages, preparing meeting communications, or improving written communication.

Convert PRDs to beads for ralph-tui execution using beads-rust (br CLI). Creates an epic with child beads for each user story. Use when you have a PRD and want to use ralph-tui with beads-rust as the task source. Triggers on: create beads, convert prd to beads, beads for ralph, ralph beads, br beads.

Convert PRDs to beads for ralph-tui execution. Creates an epic with child beads for each user story. Use when you have a PRD and want to use ralph-tui with beads as the task source. Triggers on: create beads, convert prd to beads, beads for ralph, ralph beads.

Automate repetitive development tasks and workflows. Use when creating build scripts, automating deployments, or setting up development workflows. Handles npm scripts, Makefile, GitHub Actions workflows, and task automation.

RouterOS /container subsystem for running OCI containers on MikroTik devices. Use when: enabling containers on RouterOS, setting up VETH/bridge networking for containers, managing container lifecycle via CLI or REST API, building OCI images for RouterOS, configuring container environment variables, troubleshooting container issues, or when the user mentions RouterOS container, /container, VETH, device-mode container, or MikroTik Docker.

MikroTik netinstall-cli for automated RouterOS device flashing. Use when: automating netinstall, writing scripts that invoke netinstall-cli, building netinstall tooling, understanding etherboot/BOOTP/TFTP protocols, working with RouterOS package files (.npk), using modescript or configure script, or when the user mentions netinstall, etherboot, or device flashing.

Next.js 16 Cache Components - PPR, use cache directive, cacheLife, cacheTag, updateTag

Use when a user wants guidance on starting, contributing to, growing, governing, funding, securing, or sustaining an open source project, or asks about contributor onboarding, community health, maintainer burnout, code of conduct, metrics, legal basics, or open source project adoption.

Default to execution, not instruction. When the user expresses execution intent,

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Automate creating a GitHub repository and deploying a web project to Vercel. Use when the user asks to deploy a website/app to production, publish a project, or set up GitHub + Vercel deployment.

'Guide for creating Claude Code hooks with security-first design. Use for validation, logging, and policy enforcement.'

'Evaluate and validate Claude Code rules in .claude/rules/ directories. Use for frontmatter, glob patterns, and quality audits.'

'Apply CQRS and Event Sourcing for read/write separation and audit trails. Use when auditability is critical.'

'Apply microservices for independent deployment and per-service scaling. Use when bounded contexts are clear.'

Interactive selector and router for architecture paradigms. Use when

Architecture-aware project initialization combining online research with archetype selection.

'Automatic context management with graceful handoff to a continuation subagent at 80% usage'

Guidance on when to ask clarifying questions vs proceed with standard approaches. Reduces unnecessary interaction rounds.

'Prevent sycophantic reasoning via checklist enforcing evidence-based conclusions and honest analysis.'

'Pre-implementation scope control: evaluate feature necessity and enforce branch size limits'

'Standardized error handling patterns with classification, recovery,

Patterns for building evaluation and scoring systems, quality gates, rubrics, and decision frameworks. Use for any scored assessment.

'Git platform detection and cross-platform command mapping for GitHub, GitLab, and Bitbucket'

'Inline risk classification for agent tasks using a 4-tier model. Hybrid

'Process external resources into stored knowledge with quality evaluation, curation routing, and application decisions.'

'Standardize release approvals with GitHub-aware checklists and deployment gate validation'

'Python package creation and distribution: pyproject.toml, entry points, PyPI publishing, CI/CD'

'Merge report and analysis artifacts into permanent docs, then delete source files'

'Update documentation after code changes with quality gates, slop detection, consolidation, and accuracy verification.'

Configure AWS MCP servers for documentation search and API access. Use when setting up AWS MCP, configuring AWS documentation tools, troubleshooting MCP connectivity, or when user mentions aws-mcp, awsdocs, uvx setup, or MCP server configuration. Covers both Full AWS MCP Server (with uvx + credentials) and lightweight Documentation MCP (no auth required).

AWS serverless and event-driven architecture expert based on Well-Architected Framework. Use when building serverless APIs, Lambda functions, REST APIs, microservices, or async workflows. Covers Lambda with TypeScript/Python, API Gateway (REST/HTTP), DynamoDB, Step Functions, EventBridge, SQS, SNS, and serverless patterns. Essential when user mentions serverless, Lambda, API Gateway, event-driven, async processing, queues, pub/sub, or wants to build scalable serverless applications with AWS best practices.

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