When the user wants to plan, evaluate, or build a free tool for marketing purposes β lead generation, SEO value, or brand awareness. Also use when the user mentions "engineering as marketing,"...
Implement rate limiting, throttling, API quotas, and backpressure mechanisms to protect services from abuse and ensure fair resource usage. Use when building APIs, preventing DOS attacks, or...
Provides comprehensive IBM Cloud platform guidance including compute services (VPC, Virtual Servers, IKS, OpenShift, Code Engine, Cloud Functions), storage (Object Storage, Block Storage, File...
Universal project planning for non-technical projects. Domains: business, personal, creative, academic, organizational, events. Capabilities: goal setting, milestone planning, resource allocation,...
Building decay and upkeep systems for survival games. Use when implementing timer-based decay, Tool Cupboard patterns (Rust-style protection radius), resource upkeep costs, or server performance...
Kubernetes is the operating system for the cloud. It schedules containers, handles networking, manages storage, and keeps your apps running. But K8s has a steep learning curve - abstractions on...
Use when problems involve interconnected components with feedback loops (reinforcing or balancing), delays, or emergent behavior where simple cause-effect thinking fails. Invoke when identifying...
What makes founders succeed? Paul Graham has observed thousands of founders and distilled patterns. Relentlessly resourceful. Fierce nerds. Earnest. These traits matter more than credentials or...
Expert guidance for using the Orka3 CLI to manage macOS virtualization infrastructure. Use when users need to work with Orka VMs, images, nodes, or cluster resources through natural language...
Create comprehensive project plans for consulting and engineering engagements: define scope, WBS, timeline with dependencies, resource allocation, risk register, deliverables, and client-facing...
Cloud-based quantum chemistry platform with Python API. Preferred for computational chemistry workflows including pKa prediction, geometry optimization, conformer searching, molecular property...
Automatically install and manage Agent Skills from GitHub repositories. Use when asked to "install a skill", "add a skill", "find skills", "browse skills", "get skills from GitHub", or when the...
Profiles DAG execution performance including latency, token usage, cost, and resource consumption. Identifies bottlenecks and optimization opportunities. Activate on 'performance profile',...
Analyze and implement purposeful UI animations for Next.js + Tailwind + React projects. Use when user asks to add animations, enhance UI motion, animate pages/components, or improve visual...
Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities....
Maintain project state across MULTIPLE conversations over days/weeks. Track tasks, decisions, blockers, resources. Auto-update when project mentioned. Generate status reports and proactive reminders.
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Ranks skill matches by fit, performance history, and contextual relevance. Applies multi-factor scoring including success rate, resource usage, and task alignment. Activate on 'rank skills', 'best...
React game UI patterns using shadcn/ui, Tailwind, and Framer Motion for polished game interfaces. Use when building HUDs, resource bars, scoreboards, modals, tooltips, card components, or any game...
Create skills to extend the Databricks Assistant with specialized capabilities. Skills follow the open standard of Agent Skills. Skills package domain-specific knowledge and workflows that the...