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Build and improve React interfaces with guidance on component structure, hooks, state management, and Server Components. Review unnecessary rendering, extract reusable logic, and implement accessible forms and loading states using established React patterns.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reviewing component structure and shared state
• Investigating unnecessary rendering
• Extracting reusable custom hooks

Helps write and improve Python code with type hints, tests, and organized package settings. Covers dependency management, asynchronous tasks that wait on external operations, and profiling to identify performance bottlenecks before making changes.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Refactoring Python code with type hints and tests
• Organizing package settings and dependencies
• Implementing concurrent input and output tasks

Helps design semantic search and RAG, where an AI answers using retrieved documents. Covers embeddings, numerical representations of content, plus document splitting, search indexes, keyword search combinations, and evaluation of retrieval quality.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Design document retrieval for AI answers
• Compare embedding models and document splitting strategies
• Combine semantic search with keyword search

Write, debug, and optimize SQL queries for data analysis and database design. The skill covers aggregations, rankings, missing values, and indexes, using execution plans to understand performance and adapting syntax to the database in use.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Writing queries for totals and rankings
• Investigating slow queries with execution plans
• Reviewing table structures and constraints

Helps organize Slack channels, automate routine tasks, and build team integrations. Covers scheduled messages, alerts, approval workflows, and interactive messages using Workflow Builder and the Slack API, which lets programs work with Slack.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Organizing channels by team or project
• Sending deployment and monitoring alerts to Slack
• Building form and approval workflows

Helps compile Rust and C into WebAssembly for browsers and servers. Covers JavaScript integration, WASI interfaces for accessing system resources, typed component connections, and practical ways to tune binary size, execution speed, and memory use.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Run Rust code in a browser
• Build portable server modules with WASI
• Connect components written in different languages

Design and review TypeScript code with safer types and readable structures. Covers strict compiler settings, generics for reusable typed code, type guards for checking unknown values, and utility types for transforming existing definitions.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Review TypeScript strict mode settings
• Design reusable functions with generics
• Replace unsafe assertions with type guards

Write and manage infrastructure as code with Terraform and OpenTofu. Design reusable modules, review planned changes before applying them, bring existing resources under management, and organize shared state so teams can track infrastructure across environments.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Designing reusable infrastructure modules
• Bringing existing resources under Terraform management
• Separating development, staging, and production state

Helps review application code, authentication, access controls, and dependencies for security flaws. Uses OWASP guidance and CVE reports, records of known vulnerabilities, to assess impact and recommend practical fixes.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reviewing application code for security flaws
• Assessing known vulnerabilities in dependencies
• Checking authentication and data access controls

Write and review Rust code with clear ownership, reference lifetimes, asynchronous tasks, and explicit error handling. Use types to prevent invalid states, reduce unnecessary copying, and document the safety requirements of necessary unsafe operations.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Resolving ownership and reference lifetime issues
• Building asynchronous tasks with tokio
• Preventing invalid states through type design

Guide SQLite database design and performance tuning for applications. Covers concurrent reads and writes, indexes that speed up queries, full-text search, JSON processing, analytical queries, and versioned changes to database structure.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Investigating slow SQLite queries
• Reducing contention between database reads and writes
• Designing full-text search and JSON queries

Helps manage and troubleshoot Linux, macOS, and Windows systems. Guides checks of CPU, memory, disks, networks, and logs, then supports service configuration and security hardening with explanations suited to the operating system.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Investigating slow systems and resource usage
• Finding causes of low disk space
• Checking failed services and their logs

Create and improve shell scripts for routine tasks, deployment, and system administration. Covers input checks, error handling, logging, cleanup, and choosing between Bash features and POSIX rules for scripts that work across different systems.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Automating routine system administration tasks
• Adding error handling and logs to existing scripts
• Making scripts work across macOS and Linux

Improve emails, blog posts, technical documents, and creative prose while preserving the author's voice. Get revised wording with explanations, plus guidance on grammar, structure, and clarity suited to the intended audience and format.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Making an email easier to understand
• Improving a blog post's structure
• Clarifying technical documentation

Helps create, explain, debug, and optimize regular expressions for finding, extracting, or replacing text. Accounts for differences between programming languages and checks matching and nonmatching examples to identify overly broad patterns and potential performance problems.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Create patterns for extracting text
• Explain unfamiliar regular expressions
• Fix unwanted matches and missed matches

Set up Sentry error tracking, investigate production failures, and prioritize issues by user impact. Configure useful alerts and analyze performance traces, which show how time is spent across application operations and services.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Setting up application error tracking
• Investigating production errors
• Prioritizing issues by user impact

Research topics with SearXNG, a metasearch engine that combines results from multiple search engines. Choose relevant search categories, prioritize primary sources, compare conflicting information, and present focused findings with verified source URLs.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Research topics with privacy in mind
• Find official documentation and research papers
• Search news, images, and books by category

Design Redis caching, leaderboards, notifications, and message processing. Helps choose data structures, write Lua scripts for operations that run together without interference, and plan expiration, memory use, and persistence settings.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Designing caches with expiration times
• Building leaderboards and request rate limits
• Processing messages with Redis Streams

Create and organize API documentation, READMEs, onboarding guides, and architecture decision records that explain design choices. Structure content around readers’ tasks, with consistent terminology, complete code examples, and separate sections for instructions, reference details, and explanations.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Writing a README with installation and quick-start instructions
• Documenting API parameters, return values, and errors
• Recording architecture decisions and their consequences

Find and summarize web information with links to verified sources, prioritizing official documents and original research. Use it to compare options, check recent details, and understand where sources disagree or evidence remains uncertain.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Researching current information with source links
• Comparing tools and services
• Checking conflicting claims across sources

Helps design and evaluate prompts for more reliable AI responses. Covers clear instructions, input-output examples, task breakdown, and structured formats such as JSON, with guidance on comparing quality, cost, and response time across models.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Clarify ambiguous instructions for an AI task
• Specify JSON output using schemas and examples
• Break complex tasks into connected prompts

Manage Git branches, resolve conflicting changes, organize commit history, and recover earlier work after mistakes. Also helps teams choose a branching workflow that fits how they review changes, integrate work, and release software.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Resolving conflicts during a merge or rebase
• Organizing commits before merging a branch
• Recovering deleted branches or older file versions

Plan software projects with guidance on short development cycles called sprints, effort estimates, risk management, and stakeholder updates. Clarify responsibilities, coordinate dependencies, and set realistic goals based on the team's capacity.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Planning sprints around team capacity
• Organizing project risks and mitigation plans
• Clarifying responsibilities across teams

Test and debug REST and GraphQL APIs using curl, httpie, Postman collections, or scripted tests. Check authentication, invalid inputs, pagination, and response details to identify failures that a successful status code alone may miss.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Checking authentication and access permissions
• Testing invalid inputs and boundary conditions
• Debugging failed HTTP requests