AI Skills Registry

Design habit-forming product loops using the Hook Model (Trigger, Action, Variable Reward, Investment). Use when the user mentions "users ar

Expert .NET backend architect specializing in C#, ASP.NET Core, Entity Framework, Dapper, and enterprise application patterns. Masters async

Master Go concurrency with goroutines, channels, sync primitives, and context. Use when building concurrent Go applications, implementing wo

Use when validating Azure DevOps pipeline changes for the VS Code build. Covers queueing builds, checking build status, viewing logs, and it

Analyzes test coverage data (Istanbul, c8, lcov) to identify uncovered lines, branches, and functions with risk-weighted gap detection. Use

Run Monte Carlo simulations for Finance Guru portfolio strategy. USE WHEN user mentions monte carlo OR run simulation OR stress test portfol

Expertise in maintaining persistent bot memory, synchronizing with previous sessions via the Task Ledger, and preserving decision logs.

issue 流程阶段 1——通过对话把问题落成可复现、可追溯的 {slug}-report.md，并判定走标准路径还是快速通道。只问现象不猜根因。触发：用户说"提个 issue"、"记录这个 bug"、"我发现一个问题"。issue 工作流的起点。

Deep learning for single-cell analysis using scvi-tools. This skill should be used when users need (1) data integration and batch correction

Research company and contact information for sales outreach

Use when performing browser-based QA testing, visual regression tracking, WCAG accessibility auditing, performance profiling, or health scor

AI-powered web research assistant that leverages BrowserAct API to supplement restricted web access by searching the internet for additional

Coordinate a full Paperclip release across engineering verification, npm, GitHub, smoke testing, and announcement follow-up. Use when leader

Use when auditing UI/UX designs for quality, detecting AI-generated slop patterns, validating WCAG accessibility compliance, checking design

Screen job applications against requirements and score candidates

Automate Certifier tasks via Rube MCP (Composio). Always search tools first for current schemas.

Audit Trail investigations - who changed what, key compromise, cost spike root cause, compliance evidence (SOC 2/PCI), and AI activity audit

Use when learning Rust concepts. Keywords: mental model, how to think about ownership, understanding borrow checker, visualizing memory layo

Designs human-in-the-loop review points for DAG workflows. Determines what to present to the human, how to collect feedback, and how to rout

Use when the user mentions SwiftData review, @Model issues, SwiftData migration safety, or SwiftData performance checking.

Optimizes agent context setup. Use when starting a new session, when agent output quality degrades, when switching between tasks, or when yo

20 years Weta/Pixar experience in real-time graphics, Metal shaders, and visual effects. Expert in MSL shaders, PBR rendering, tile-based de