Use when creating branded presentations or carousels. Generates museum-quality visual output from canvas philosophy, enforcing style constraints. Outputs PDF first, then converts to PPTX for editability.

Use when you need adversarial review of any artifact — design docs, implementation plans, code, PRs, or documentation. Iterates until clean or stagnation.

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Use when you have a spec or requirements and need to create a step-by-step implementation plan before coding

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This skill should be used when reducing the maximum class/module lines threshold and fixing all violations. It updates the RuboCop configuration, identifies classes and modules exceeding the new limit, generates a brief with refactoring strategies, and creates a plan with tasks to split oversized files.

Development workflow orchestration for task-driven development with atomic commits, conventional commit messages, and systematic release processes. Enforces task traceability, branch discipline, smart test scope selection, and GitHub Actions integration. Use when committing code, creating releases, managing branches, or following contribution protocols. Triggers on commit operations, release preparation, or workflow compliance needs.

Automates interactions for Apple-platform apps (iOS, tvOS, macOS) and Android devices. Use when navigating apps, taking snapshots/screenshots, tapping, typing, scrolling, extracting UI info, or collecting logs, network inspection, and perf snapshots across mobile, TV, and desktop targets.

Use when working with Babashka - the fast-starting native Clojure interpreter and scripting runtime. Activate when the user asks about bb scripts, bb.edn tasks, babashka tasks, shell scripting in Clojure, built-in namespaces, pods, babashka.process, babashka.fs, babashka.deps, command-line CLIs, shebang scripts, SCI compatibility, classpath/deps issues, or replacing Bash scripts with Clojure.

Qwen CLI integration for Alibaba's Qwen AI models. Use for code generation, review, and autonomous coding tasks with Qwen Coder.

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design-shotgun

Use periodically to check whether AI is actually making you faster. METR's 2025 RCT found developers believed they were 20% faster with AI while actually being slower. This skill enforces measurement over perception.

Syncs README.md, sml/README.md, and top-level package doc.go comments against the current exported API. Only corrects verifiable drift (wrong signatures, renamed options, missing/removed symbols, stale behavior). Does not rewrite prose for style.

Audit the codebase for performance issues such as memory layout, allocation patterns, hot loops, and sparse operator inefficiencies.

Use when defining or changing behavior and the work has not yet been designed, approved, and scoped

When designing backend system architecture, choosing between API styles, or making database scaling decisions. When reviewing backend code for production readiness, performance bottlenecks, or architectural anti-patterns. Also when planning authentication architecture or error handling strategy across service boundaries. For code quality patterns use clean-code instead. For database-specific queries use database instead. For security reviews use security-best-practices instead. For containerization use docker-expert instead. For NestJS-specific work use nestjs-expert instead. For debugging errors use error-resolver instead.

INVOKE THIS SKILL when creating, managing, or using annotation configs on Arize (categorical, continuous, freeform), or applying human annotations to project spans via the Python SDK. Configs are the label schema for human feedback on spans and other surfaces in the Arize UI. Triggers: annotation config, label schema, human feedback schema, bulk annotate spans, update_annotations.

INVOKE THIS SKILL for LLM-as-judge evaluation workflows on Arize: creating/updating evaluators, running evaluations on spans or experiments, tasks, trigger-run, column mapping, and continuous monitoring. Use when the user says: create an evaluator, LLM judge, hallucination/faithfulness/correctness/relevance, run eval, score my spans or experiment, ax tasks, trigger-run, trigger eval, column mapping, continuous monitoring, query filter for evals, evaluator version, or improve an evaluator prompt.

INVOKE THIS SKILL when creating, running, or analyzing Arize experiments. Covers experiment CRUD, exporting runs, comparing results, and evaluation workflows using the ax CLI.

'Analyze Azure resource health, diagnose issues from logs and telemetry, and create a remediation plan for identified problems.'

Build agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, connecting to MCP servers, or creating custom agents. Triggers on Copilot SDK, GitHub SDK, agentic app, embed Copilot, programmable agent, MCP server, custom agent.

'Get best practices for MSTest 3.x/4.x unit testing, including modern assertion APIs and data-driven tests'

'Get best practices for NUnit unit testing, including data-driven tests'

'Get best practices for TUnit unit testing, including data-driven tests'

'Get best practices for XUnit unit testing, including data-driven tests'

'Ensure .NET/C# code meets best practices for the solution/project.'

'Generate a complete MCP server project in C# with tools, prompts, and proper configuration'

'Universal SQL code review assistant that performs comprehensive security, maintainability, and code quality analysis across all SQL databases (MySQL, PostgreSQL, SQL Server, Oracle). Focuses on SQL injection prevention, access control, code standards, and anti-pattern detection. Complements SQL optimization prompt for complete development coverage.'

'Generate production-ready Python code using Dataverse SDK with error handling, optimization, and best practices'

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'Get best practices for JUnit 5 unit testing, including data-driven tests'

'Generate a complete Model Context Protocol server project in Java using the official MCP Java SDK with reactive streams and optional Spring Boot integration.'

'Skill converted from mcp-create-adaptive-cards.prompt.md'

'Generate a complete, production-ready application from an OpenAPI specification'

'Creates structured bug reports for defects found during Oracle-to-PostgreSQL migration. Use when documenting behavioral differences between Oracle and PostgreSQL as actionable bug reports with severity, root cause, and remediation steps.'

'Creates integration test cases for .NET data access artifacts during Oracle-to-PostgreSQL database migrations. Generates DB-agnostic xUnit tests with deterministic seed data that validate behavior consistency across both database systems. Use when creating integration tests for a migrated project, generating test coverage for data access layers, or writing Oracle-to-PostgreSQL migration validation tests.'

'Identifies Oracle-to-PostgreSQL migration risks by cross-referencing code against known behavioral differences (empty strings, refcursors, type coercion, sorting, timestamps, concurrent transactions, etc.). Use when planning a database migration, reviewing migration artifacts, or validating that integration tests cover Oracle/PostgreSQL differences.'

Debug LLM applications using the Phoenix CLI. Fetch traces, analyze errors, review experiments, inspect datasets, and query the GraphQL API. Use when debugging AI/LLM applications, analyzing trace data, working with Phoenix observability, or investigating LLM performance issues.

'Generate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDK'

'Generates comprehensive, workable unit tests for any programming language using a multi-agent pipeline. Use when asked to generate tests, write unit tests, improve test coverage, add test coverage, create test files, or test a codebase. Supports C#, TypeScript, JavaScript, Python, Go, Rust, Java, and more. Orchestrates research, planning, and implementation phases to produce tests that compile, pass, and follow project conventions.'

'Systematic Power BI performance troubleshooting prompt for identifying, diagnosing, and resolving performance issues in Power BI models, reports, and queries.'

Use this skill when the user needs to transform business requirements, use case descriptions, or meeting transcripts into a technical Power Platform solution architecture, including component selection and Mermaid.js diagrams.

'Generate complete Power Platform custom connector with MCP integration for Copilot Studio - includes schema generation, troubleshooting, and validation'

'Create a new implementation plan file for new features, refactoring existing code or upgrading packages, design, architecture or infrastructure.'

'Update an existing implementation plan file with new or update requirements to provide new features, refactoring existing code or upgrading packages, design, architecture or infrastructure.'

'Provides exact patterns for diagnosing and fixing automatic batching regressions in React 18 class components. Use this skill whenever a class component has multiple setState calls in an async method, inside setTimeout, inside a Promise .then() or .catch(), or in a native event handler. Use it before writing any flushSync call - the decision tree here prevents unnecessary flushSync overuse. Also use this skill when fixing test failures caused by intermediate state assertions that break after React 18 upgrade.'

'Provides the complete migration pattern for React legacy context API (contextTypes, childContextTypes, getChildContext) to the modern createContext API. Use this skill whenever migrating legacy context in class components - this is always a cross-file migration requiring the provider AND all consumers to be updated together. Use it before touching any contextTypes or childContextTypes code, because migrating only the provider without the consumers (or vice versa) will cause a runtime failure. Always read this skill before writing any context migration - the cross-file coordination steps here prevent the most common context migration bugs.'

'Provides exact before/after migration patterns for the three unsafe class component lifecycle methods - componentWillMount, componentWillReceiveProps, and componentWillUpdate - targeting React 18.3.1. Use this skill whenever a class component needs its lifecycle methods migrated, when deciding between getDerivedStateFromProps vs componentDidUpdate, when adding getSnapshotBeforeUpdate, or when fixing React 18 UNSAFE_ lifecycle warnings. Always use this skill before writing any lifecycle migration code - do not guess the pattern from memory, the decision trees here prevent the most common migration mistakes.'

'Reference for React 19 source-file migration patterns, including API changes, ref handling, and context updates.'