개발 스킬

Read .xlsx workbooks with openpyxl or pandas, select the sheets and header rows you need, and convert rows into Python dictionaries. It also covers empty and merged cells and comma-separated values stored in a single cell.

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• Extracting records from a multi-sheet workbook
• Turning spreadsheet rows into Python dictionaries
• Handling blank, merged, or list-valued cells

Read and write YAML configuration files with safe parsing and clear error handling. The guidance includes readable output, preserving key order, handling missing or invalid files, and merging loaded settings over defaults, including vehicle parameters.

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• Loading settings safely from a YAML file
• Writing readable YAML while keeping key order
• Using defaults when a config file is missing

Simulate vehicle motion over time by updating speed, position, and the gap to a vehicle ahead. Calculate a time-based safe following distance and estimate time to collision, then use those conditions to choose cruise, follow, or emergency modes.

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• Simulating speed and position updates over time
• Calculating safe gaps behind a lead vehicle
• Estimating time to collision from relative speed

Design URI schemes and templates for resources exposed by MCP servers. It helps define resource hierarchies, generate code to parse and build URIs, map content types, support resource discovery, and document the resulting resource API.

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• Plan URI patterns for a new MCP resource provider
• Generate helpers to parse and build resource URIs
• Document resource hierarchy and API templates

Add command-line argument handling to shell scripts with generated `getopts` code. It can support short and long options, check required arguments and values, and provide help text and usage documentation.

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• Adding command-line options to a shell script
• Checking option values and required arguments
• Generating help text and usage instructions

Scaffold an MCP server using the official TypeScript SDK, including transport setup, tool and resource handlers, input validation, and error handling. Choose stdio, SSE, or WebSocket transport and provide the server name and desired capabilities to shape the generated project.

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• Starting a new MCP server project
• Adding MCP capabilities to an existing project
• Scaffolding tool and resource handlers

Create interactive command-line input flows with Inquirer.js, including validation, conditional prompts, and multi-step wizards. Generate prompt code, TypeScript answer types, reusable validators, formatters, and usage documentation.

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• Building a command-line setup wizard
• Collecting and validating CLI configuration
• Showing prompts based on earlier answers

Turn MCP tool parameters into documented schemas that AI agents can interpret and applications can validate. Generate JSON Schema, TypeScript types, or Zod validation, including nested objects, enums, constraints, defaults, and example inputs.

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• Defining input parameters for an MCP tool
• Generating TypeScript types from tool parameters
• Adding Zod validation for tool inputs

Create consistent, readable help text for command-line applications. Organize usage, arguments, options, and examples into clear sections, apply styling and indentation, and produce output that can also support man-page-compatible documentation.

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• Formatting help output for a CLI command
• Adding clear examples to command documentation
• Building a custom help renderer

Set up a Python MCP server project with handlers for tools and resources, typed input schemas, error handling, and stdio or SSE transport. It provides a structured starting point with project configuration and test files.

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• Starting a new MCP server project in Python
• Adding tool handlers for an MCP server
• Exposing resources through an MCP server

Create configuration code that maps environment variables to CLI arguments. It can add optional prefixes, convert values to types such as numbers and booleans, fall back through environment, config, and defaults, support .env files, and produce variable documentation.

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• Mapping environment variables to CLI options
• Adding prefixed configuration with fallback values
• Documenting environment variables for a CLI

Set up HTTP and SSE, a way to stream events over a web connection, for an MCP server. Configure endpoints for messages and connections, optional authentication, browser access through CORS, connection handling, and a health check.

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• Expose an MCP server over HTTP and SSE
• Configure browser access with CORS
• Add authentication to MCP endpoints

Set up WebSocket transport for two-way communication with an MCP server. Generate server or client patterns for connection lifecycle, message handling, heartbeats, secure connections, and reconnection with backoff after a disconnect.

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• Setting up two-way MCP communication over WebSockets
• Managing WebSocket connection lifecycles
• Adding heartbeat checks to an MCP server

Use this skill to turn an MCP server’s tool, resource, and prompt inventory into versioned capability declarations and initialization options. It can also document supported features, set feature flags, handle capability negotiation, and generate capability tests.

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• Declaring the features an MCP server supports
• Creating server initialization options
• Documenting tools, resources, and prompts

Set up MCP Inspector to examine and test an MCP server. Configure its connection, log requests and responses, inspect protocol messages, and define test scenarios for tools and resources to help identify communication or implementation issues.

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• Debugging messages exchanged with an MCP server
• Testing MCP tool and resource handlers
• Checking protocol responses during development

Build terminal user interfaces with generated `Ink` components, using React patterns for layout, input, and state. Create interactive lists, text inputs, loading indicators, and custom hooks for command-line applications.

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• Building an interactive terminal interface with React
• Creating selection lists or text input for a CLI
• Adding loading and progress indicators to a terminal app

Generate validation logic for related command-line arguments. Enforce options that cannot be used together, require one choice when needed, check dependencies between arguments, and provide clear conflict messages, with TypeScript and Python patterns.

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• Rejecting conflicting command-line options
• Requiring one option from a group
• Checking dependent arguments

Map application errors to MCP error codes and create structured responses with clear messages, error details, and recovery hints. Define error mappings, generate handlers and serialization patterns, and document how tools report failures to users.

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• Mapping application exceptions to MCP error codes
• Creating structured error responses for tools
• Adding recovery hints to failure messages

Detect and normalize CRLF and LF line endings in files shared across operating systems. The skill can handle mixed endings and help set Git configuration and `.gitattributes` rules so scripts and other files use the intended format consistently.

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• Normalize files shared between Windows and Unix-like systems
• Check and repair files with mixed line endings
• Set Git rules for script and text file endings

Build suffix arrays, LCP arrays, suffix trees, and suffix automata for string processing. Choose construction algorithms and add query implementations for tasks such as pattern matching and counting distinct substrings.

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• Build a suffix array for fast pattern searches
• Add LCP queries to a string processing solution
• Count distinct substrings in a text

Generate configuration validators with Zod or JSON Schema, including defaults and clear validation errors. The examples show typed TypeScript schemas for nested settings, with parsing helpers that validate input or fill in defaults for partial configuration.

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• Validating nested application settings
• Adding defaults to partial configuration
• Bootstrapping a CLI or MCP tool configuration

Configure cosmiconfig to find application settings across supported file names and formats. Set search paths, add loaders for formats such as TypeScript, combine loaded values with defaults, and handle caching and validation.

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• Adding configuration discovery to a Node.js app
• Supporting JSON, YAML, or TOML settings
• Loading TypeScript configuration files

Work on database driver and connector integration, including connection pooling, query builders, ORM setup, and abstraction layers for multiple databases. The supplied skill file is a stub, so it does not describe specific steps or supported technologies.

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• Plan a database connector integration
• Review multi-database abstraction needs
• Discuss ORM and connection-pooling setup

Scaffold a Python command-line application using the standard library's argparse module. Generate a project layout with subcommands, shared arguments, custom type converters, and mutually exclusive options, creating a lightweight CLI whose core has no external dependencies.

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• Starting a lightweight Python CLI project
• Organizing commands with argparse subparsers
• Adding argument validation and exclusive options