Skill rating

Produce video with AI from the terminal via the VidVibe MCP server — price and launch flows, generate videos and images, create and lip-sync characters, edit a flow canvas, manage brands and styles, u

When the user wants to automate mobile app testing on iOS and Android using Appium. Also use when the user mentions "appium," "mobile automation," "iOS testing," "Android testing," "mobile WebDriver,"

When the user wants to perform visual testing with automated screenshot comparison using Percy by BrowserStack. Also use when the user mentions "percy," "visual testing," "screenshot comparison," "vis

When the user wants to implement consumer-driven contract testing between microservices using Pact. Also use when the user mentions "pact," "contract testing," "consumer-driven contracts," "CDC testin

Build a Minimum Viable Product — scope ruthlessly, ship fast, learn from real users. Use when: planning what to build first, reducing scope to essentials, launching quickly to test assumptions.

Understand essential business finance — profit margins, unit economics, cash flow, LTV/CAC, and the 4 methods to increase revenue. Use when: analyzing business profitability, making pricing decisions,

Diagnoses email deliverability problems for transactional and marketing emails. Checks SPF/DKIM/DMARC alignment, sending IP reputation, email content spam triggers, and bounce patterns. Use when email

Investigate Google Cloud networking issues by analyzing VPC Flow Logs, firewall logs, Cloud NAT logs, threat logs, and networking metrics. Run Connectivity Tests for path diagnostics and use BigQuery

Delivers changes incrementally in thin vertical slices. Use when implementing any feature or change that touches more than one file, when you're about to write a large amount of code at once, or when

Apply proven mental models to boost personal and team productivity — focus techniques, decision frameworks, and task management principles. Use when: improving personal productivity, making better dec

Coordinate multiple AI agents working together on complex tasks — routing, handoffs, consensus, memory sharing, and quality gates. Use when tasks involve building multi-agent systems, coordinating spe

Automate Blender rendering from the command line. Use when the user wants to set up renders, batch render scenes, configure Cycles or EEVEE, set up cameras and lights, render animations, create materi

Apply the Google Cloud Well-Architected Framework's Cost Optimization pillar to evaluate workloads and recommend FinOps practices — billing exports, budgets, rightsizing via Active Assist, Spot VMs, C

Build multi-agent AI systems with Microsoft's Agent Framework (formerly Semantic Kernel Agents). Use when: defining AI agents, orchestrating multi-agent workflows (sequential, parallel, conditional),

When the user wants to create or update their product marketing context document. Also use when the user mentions 'product context,' 'marketing context,' 'set up context,' 'positioning,' or wants to a

Advises on multi-tenant SaaS architecture decisions including tenancy models, data isolation strategies, tenant routing, and scaling patterns. Use when someone is building a SaaS product, converting s

Audit and optimize SwiftUI runtime performance. Use when: diagnosing slow rendering, janky scrolling, excessive view updates, or high CPU/memory usage in SwiftUI apps.

Optimize paid advertising campaigns across Google Ads, Meta, TikTok, LinkedIn, and other platforms. Use when tasks involve bid optimization, audience targeting, creative testing, ROAS improvement, att

Reference for architectural dimensions, proportions, and building codes for AI-generated 3D/2D models. Use when: generating floor plans, creating 3D buildings, validating architectural designs, ensuri

Define component variants with CVA. Use when creating variant-based components with Tailwind, building design system tokens, or managing complex conditional class names in React.

Designs database schemas with proper normalization, indexing, constraints, and tenant isolation patterns. Use when someone needs to create a new database schema, add multi-tenant support, design row-l

Operate Sequenzy email marketing from an AI agent. Use when a user asks to manage SaaS email campaigns, subscribers, lists, segments, templates, lifecycle sequences, transactional email, delivery stat

Automate online content creation and monetization with AI — blog posts, videos, social media, affiliate marketing, and digital products. Use when: building passive income streams with AI, automating c

Finds orphaned, idle, and underutilized cloud resources across AWS, GCP, or Azure accounts. Use when someone needs to audit cloud spending, find unused EBS volumes, stale snapshots, unattached IPs, id

Measures cyclomatic complexity, cognitive complexity, and function length across codebases to identify maintenance hotspots. Use when someone asks about code complexity, function length analysis, main

Build macOS menubar apps with Tuist and SwiftUI. Use when: creating LSUIElement menubar utilities, defining Tuist manifests, or building menubar apps without Xcode-first workflows.

Generate images with Imagen and videos with Veo using the Vercel AI SDK Google Vertex provider. Use when the user wants to generate images, edit images (inpainting, outpainting, background swap), gene

Optimize mobile app listings for discovery and conversion in Apple App Store and Google Play. Use when tasks involve ASO keyword research, title and subtitle optimization, screenshot and preview video

Automate motion capture and tracking workflows in Blender with Python. Use when the user wants to import BVH or FBX mocap data, retarget motion to armatures, track camera or object motion from video,

Automate bookkeeping workflows by parsing bank statements (CSV/OFX/QIF), categorizing transactions using rules or AI, reconciling accounts, generating expense reports, and detecting duplicates. Use wh

Create 2D art and animation in Blender using Grease Pencil and Python. Use when the user wants to draw strokes programmatically, create 2D animations, build Grease Pencil objects from code, manage GP

Detect AI-generated text using rule-based analysis, LLM-as-judge scoring, and optional external APIs. Use when: auditing content for AI authorship, academic integrity checks, editorial review, SEO con

Automate video editing in Blender's Video Sequence Editor with Python. Use when the user wants to add video, image, or audio strips, create transitions, apply effects, build edit timelines, batch asse

Serverless vector database at the edge with Cloudflare Vectorize. Use when: building semantic search on Cloudflare Workers, RAG pipelines at the edge, low-latency vector similarity search, or storing

When the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions 'psychology,' 'mental models,' 'cognitive bias,' 'persuasion,'

Builds Telegram bots using the Bot API (grammy/telegraf/python-telegram-bot). Use when the user wants to create a Telegram bot, handle commands, build inline keyboards, process callbacks, send media,

Builds WhatsApp bots and integrations using the WhatsApp Business API (Cloud API). Use when the user wants to create a WhatsApp bot, send template messages, handle incoming messages, build interactive

Screen job applications against requirements and score candidates objectively. Use when a user asks to review applications, evaluate candidates, screen resumes, rank applicants, assess qualifications

Automate Blender compositing and post-processing with Python. Use when the user wants to set up compositor nodes, add post-processing effects, color correct renders, combine render passes, apply blur

Design and implement high-quality blog post and article page layouts with professional typography, spacing, and visual hierarchy. Use when building blog pages, article templates, technical documentati

Simplifies code for clarity without changing behavior. Use when refactoring for readability, when code works but is harder to maintain than it should be, or when reviewing code that has accumulated un

Optimizes agent context setup for maximum output quality. Use when starting a new session, when agent output quality degrades, when switching between tasks, or when configuring rules files and context

Generate multiple radically different interface designs for a module using parallel sub-agents. Use when: user wants to design an API, explore interface options, compare module shapes, or mentions "de

Audits and troubleshoots DNS records for domains including A, AAAA, CNAME, MX, TXT, SPF, DKIM, DMARC, CAA, and NS records. Use when someone needs to verify DNS configuration, debug DNS propagation iss

Apply the Google Cloud Well-Architected Framework's Reliability pillar — define user-centric SLOs, eliminate single points of failure with multi-zone/region redundancy, configure horizontal autoscalin

Designs and implements multi-channel notification systems with email, push, and in-app delivery. Use when you need to build a notification service, set up user notification preferences, create deliver

Analyze a project and recommend highest-value skills to create or update. Use when: auditing project skills, getting skill recommendations, or reviewing existing skill coverage.

Master value-based selling techniques — price based on customer value, reduce barriers to purchase, and close deals through education rather than pressure. Use when: setting prices for a product/servi

Generate short-form videos with AI — script writing, text-to-speech narration, stock footage selection, subtitle generation, and video assembly. Use when: creating TikTok/YouTube Shorts/Reels content,

Automate invoice generation, billing workflows, payment tracking, and revenue recognition for SaaS and service businesses. Use when building billing pipelines, generating invoice PDFs, usage-based inv