Latest Agent Skills

Provides 42 technology-agnostic cloud design patterns for distributed systems, covering reliability, performance, messaging, security, and deployment to help architects design robust workloads.

Takes a high-level feature from an Epic and generates a detailed Product Requirements Document (PRD) in Markdown, covering goals, user stories, requirements, and acceptance criteria.

Create, configure, and deploy Azure Static Web Apps using the SWA CLI, including local development, runtime configuration, and CI/CD setup.

Adds Arize AX tracing to LLM applications using a two-phase agent-assisted flow that analyzes the codebase before implementing instrumentation.

Bootstrap and run a multi-agent AI development team with parallel chats for planning, development, QA, and DevOps.

Update an existing specification file for a solution, optimized for Generative AI consumption based on new requirements or code changes.

Performs STRIDE-A threat model analysis of repositories and systems, producing architecture overviews, DFD diagrams, prioritized findings, and executive assessments. Supports both single analysis and incremental updates with change tracking.

Helps software engineers with discrete job search tasks: job description analysis, CV tailoring, cover letter writing, offer evaluation, and follow-up emails.

Generate D2 database diagrams from Entity Framework Core models by analyzing DbContext, entities, Fluent API, and migrations.

Creates high-quality software documentation following the Diátaxis framework, covering tutorials, how-to guides, reference, and explanation documents.

Create a structured specification file for a solution component, optimized for Generative AI consumption.

Automates repeated rounds of Copilot code review on GitHub pull requests: triggers review, triages threads, dispatches parallel fix agents, commits, replies, and loops until convergence.

Set up and initialize AWS CDK applications in Python, including prerequisites, project creation, dependency management, and deployment.

Ask an AI coding agent to identify which files it needs to examine before answering a question.

Visually inspect websites to identify and fix design issues including layout, responsive, accessibility, and visual consistency problems at the source code level.

Add or update commands in VS Code extensions following naming conventions, visibility rules, and localization best practices.

Write and review unit tests for Vue 3 + TypeScript + Vitest + Pinia codebases, covering components, composables, and stores with behavior-first assertions.

Provides expert guidance for testing Spring Boot 4 applications with modern patterns, test slices, and best practices.

Install npm packages in a Docker sandbox environment with virtiofs-mounted workspaces, avoiding native binary crashes by installing on the local ext4 filesystem and symlinking back.

Review and refactor code according to project-specific coding guidelines and instructions.

Migrate React string refs (ref="name" + this.refs.name) to React.createRef() in class components for React 18.3.1 and 19 compatibility.

Generates immersive, high-performance web interfaces with advanced motion design, typography, and architectural craftsmanship.

Translate all documentation files in a MkDocs project from English into a specified target language, preserving folder structure, Markdown formatting, and updating configuration.

Guide a team through writing a structured, blameless post-mortem after a production incident, covering timeline reconstruction, root cause analysis, impact quantification, and action item generation.

Prevent repeated AI coding-agent mistakes by turning failures into durable instructions, drift checks, regression tests, failure memory, and adoption reports tailored to the target repository.

Identify missing features in a project, prioritize them, and create detailed GitHub issues with specifications.

Diagnose and resolve Fedora Linux issues with step-by-step triage using systemctl, journalctl, dnf, and SELinux-aware guidance.

Generate comprehensive rollout plans with preflight checks, step-by-step deployment, verification signals, rollback procedures, and communication plans for infrastructure and application changes.

Diagnose and resolve Debian Linux issues using apt, systemd, and AppArmor-aware guidance.

Generate standardized commit messages following the Conventional Commits specification using a structured XML format.

Create Git branches following the Conventional Branch specification (feature/, bugfix/, hotfix/, release/, chore/). Validates branch names and automates checkout from the correct base branch.

Diagnose and resolve CentOS Linux issues with RHEL-compatible commands, SELinux-aware practices, and firewalld considerations.

Generates a high-level technical architecture specification for an epic from a Product Requirements Document, including system diagrams, component lists, and estimates.

Finds the minimal Azure role that meets desired permissions and generates CLI commands or Bicep code to assign it.

Enforce code quality with Ruff in a controlled, iterative workflow: run checks with optional scope and rule overrides, apply safe and unsafe autofixes, review diffs, and resolve remaining findings.

Integrate Qdrant vector search into applications using officially supported client SDKs for Python, JavaScript, Rust, Go, .NET, and Java.

Create professional UI/UX designs in Penpot using MCP tools, with guidance on design systems, accessibility, and platform guidelines.

Build a persistent, compounding knowledge base that combines a wiki, knowledge graph, and raw source storage for structured retrieval with provenance.

Audit MCP server configurations for security issues including secrets exposure, shell injection, unpinned dependencies, and unapproved servers.

Registers prompt-based AI agents in Azure AI Foundry via REST API from a local JSON manifest, making them immediately available for invocation.

Build production-quality Model Context Protocol (MCP) servers in C#/.NET using the official 1.x NuGet packages, covering transports, tools, prompts, resources, and common pitfalls.

Create and develop Microsoft 365 Copilot declarative agents with three workflows covering basic creation, enterprise design, and validation, using TypeSpec and the Microsoft 365 Agents Toolkit.

Query AWS resources using natural language, translating intent into read-only AWS CLI commands for EC2, S3, RDS, Lambda, ECS, EKS, and more.

Verify supply chain integrity for AI agent plugins, tools, and dependencies by generating SHA-256 manifests, detecting tampered files, auditing dependency pinning, and enforcing promotion gates.

Create, apply, and manage AgentRC policies to customize readiness scoring, disable checks, override impact levels, set pass-rate thresholds, and enforce CI gating.

Run an AI-readiness assessment on the current repository and generate a static HTML dashboard at reports/index.html.

Integrate Xquik into apps, scripts, data pipelines, or AI agents for X API tasks like tweet search, user lookup, follower export, media actions, and webhook verification.

Shuffle repetitive JSON objects safely by validating schema consistency before randomising entries.

Guides monitoring and observability setup for Qdrant vector search deployments, including Prometheus scraping, health checks, and metric-based debugging of production issues.

Guides junior developers and AI newcomers through Socratic questioning to build autonomy and reasoning skills, never providing direct answers.

Provides best practices for building idiomatic Spring Boot applications with Kotlin, covering project setup, dependency injection, configuration, web layer, services, data layer, testing, and coroutines.

Add visual callouts like rectangles, arrows, and labels to screenshots, diagrams, and images using PIL/Pillow, with support for animated GIF annotations.

Launch new products from idea to first customers using frameworks for positioning, outreach, and experimentation.

Detect and remove AI-generated markers from Finnish text, making it sound like a native Finnish speaker wrote it.

Translates high-level ideas into detailed Epic-level Product Requirements Documents (PRDs) that serve as the single source of truth for engineering teams.

Analyze AWS resources and IaC files to generate cost optimization recommendations, creating GitHub issues for each opportunity.

Diagnose and resolve Arch Linux issues using pacman, systemd, and rolling-release best practices.

Searches a local cache of Windows WinMD metadata to find the right Windows API for any capability and retrieve full type details including methods, properties, events, and enumeration values.

Analyzes GitHub Copilot CLI conversation history to extract behavioral patterns and writes a personalization block into the user's Copilot instructions file.

Optimize SQL queries, indexes, and database performance across MySQL, PostgreSQL, SQL Server, and Oracle with execution plan analysis and universal tuning techniques.