MCP Server for iOS Simulator
📱 MCP-сервер для симулятора iOS
Сервер, реализующий протокол Model Context Protocol (MCP) для симуляторов iOS, построенный на базе appium-ios-simulator с использованием MCP TypeScript SDK.
📋 Обзор
Этот проект предоставляет мост между симуляторами iOS и протоколом Model Context Protocol, позволяя осуществлять стандартизированное взаимодействие с экземплярами симуляторов iOS. Он обеспечивает программное управление симуляторами iOS, используя протокол MCP для создания согласованных интерфейсов в различных средах. Сервер использует stdio в качестве механизма передачи данных, что делает его идеальным для интеграции с Claude Desktop и другими MCP-совместимыми клиентами.
Related MCP server: Simulator MCP
🎬 Демонстрация

Демонстрация того, как запустить симулятор iOS с помощью Claude AI Desktop
🏗️ Архитектура
Сервер состоит из трех основных компонентов:
🔄 Уровень управления симулятором — обрабатывает жизненный цикл и взаимодействие с симулятором iOS
🔌 Реализация протокола MCP — реализует протокол Model Context Protocol с использованием TypeScript SDK и транспорта stdio
📊 Компонент логирования — обеспечивает ведение логов в файле, не мешая транспорту stdio
┌─────────────────┐ ┌─────────────────┐ ┌─────────────────┐
│ MCP Protocol │ │ Stdio │ │ Simulator │
│ Implementation │◄────┤ Transport │◄────┤ Management │
│ │ │ │ │ Layer │
└─────────────────┘ └─────────────────┘ └─────────────────┘
▲ ▲
│ │
▼ ▼
┌─────────────────┐ ┌─────────────────┐
│ MCP Client │ │ iOS Simulator │
│ (e.g. Claude) │ │ │
└─────────────────┘ └─────────────────┘✨ Функции
🚀 Запуск, остановка и управление экземплярами симуляторов iOS
🔌 Загрузка и выключение симуляторов
📲 Установка и запуск приложений на симуляторах
📸 Создание снимков экрана симулятора
👆 Выполнение нажатий по координатам
🔄 Поддержка нескольких одновременных сессий симулятора
📝 Комплексное ведение логов в файле без вывода в консоль
🛡️ Устойчивость к ошибкам
📋 Предварительные требования
🟢 Node.js (v16 или новее)
🍎 macOS (требуется для симуляторов iOS)
🛠️ Xcode с установленными симуляторами iOS
📜 TypeScript 4.5+
🔧 Установка
Установка через Smithery
Чтобы автоматически установить сервер управления симулятором iOS для Claude Desktop через Smithery:
npx -y @smithery/cli install @atom2ueki/mcp-server-ios-simulator --client claudeРучная установка
# Clone the repository
git clone https://github.com/atom2ueki/mcp-server-ios-simulator.git
cd mcp-server-ios-simulator
# Install dependencies
npm install🐳 Docker
Предоставлен Dockerfile, чтобы сервер можно было упаковать для каталога Glama MCP и других контейнерных хостов.
docker build -t mcp-server-ios-simulator .
docker run --rm -i mcp-server-ios-simulatorПримечание: Симуляторы iOS работают только на macOS, поэтому Linux-контейнер может разместить процесс MCP и отвечать через stdio, но не может управлять реальным симулятором. Контейнер предназначен для проверки переносимости и удаленных сред MCP, которые подключаются к хосту macOS.
⚙️ Конфигурация
Конфигурация осуществляется через файл src/config.ts:
const config = {
simulator: {
defaultDevice: process.env.SIMULATOR_DEFAULT_DEVICE || 'iPhone 16',
defaultOS: process.env.SIMULATOR_DEFAULT_OS || '18.2',
timeout: parseInt(process.env.SIMULATOR_TIMEOUT || '30000', 10),
}
};Вы можете настроить эти параметры, установив переменные окружения:
SIMULATOR_DEFAULT_DEVICE=iPhone 16
SIMULATOR_DEFAULT_OS=18.2
SIMULATOR_TIMEOUT=30000🚀 Использование
🔨 Сборка и запуск сервера
# Build the project
npm run build
# Start the server
npm start🧰 Инструменты MCP
Сервер предоставляет два различных подхода к управлению симуляторами iOS:
📱 Прямое управление симулятором (рекомендуется)
Эти инструменты работают напрямую с UDID симуляторов и не требуют поддержания сессий:
📋
list-available-simulators— список всех доступных симуляторов с их UDID▶️
boot-simulator-by-udid— запуск симулятора напрямую по его UDID⏹️
shutdown-simulator-by-udid— выключение симулятора напрямую по его UDID📊
list-booted-simulators— список всех запущенных в данный момент симуляторов
Используйте этот подход, если: Вам нужно просто запустить, использовать и выключить симуляторы напрямую.
📱 Управление на основе сессий (расширенное)
Эти инструменты используют уровень сессий, который отслеживает симуляторы с помощью пользовательских идентификаторов сессий:
📋
list-simulator-sessions— список всех активных сессий симуляторов➕
create-simulator-session— создание новой сессии симулятора❌
terminate-simulator-session— завершение сессии (выключает симулятор и выполняет очистку)🔄
create-and-boot-simulator— создание новой сессии симулятора и его запуск▶️
boot-simulator— запуск симулятора для существующей сессии⏹️
shutdown-simulator— выключение симулятора для существующей сессии
Используйте этот подход, если: Вам нужно отслеживать метаданные симулятора, ссылаться на симуляторы по пользовательским идентификаторам или использовать более продвинутые функции управления.
📲 Управление приложениями
📥
install-app— установка приложения на симулятор🚀
launch-app— запуск приложения на симуляторе🛑
terminate-app— завершение работы приложения на симуляторе
🖱️ Инструменты взаимодействия
📷
take-screenshot— создание снимка экрана симулятора👆
tap-coordinate— выполнение нажатия по указанным координатам
🤖 Пример использования с Claude Desktop
Настройте Claude Desktop для использования этого сервера в качестве инструмента MCP:
Откройте Claude Desktop
Перейдите в Settings > Advanced
Добавьте следующую конфигурацию в раздел "MCP Servers":
{ "mcpServers": { "simulator": { "command": "node", "args": [ "/path/to/your/mcp-server-ios-simulator/dist/index.js" ] } } }Замените
/path/to/yourна фактический путь, по которому вы установили этот репозиторийСохраните настройки и перезапустите Claude Desktop
Используйте предоставленные инструменты для управления симуляторами iOS прямо из Claude Desktop:
Подход с прямым UDID (рекомендуется):
Сначала попросите Claude вывести список доступных симуляторов:
"Show me all available iOS simulators"Затем используйте UDID для запуска конкретного симулятора:
"Boot the iOS simulator with UDID 5272EA61-5796-4372-86FE-3B33831D5CC1"Когда закончите, выключите его, используя тот же UDID:
"Shut down the simulator with UDID 5272EA61-5796-4372-86FE-3B33831D5CC1"
Подход с прямым UDID проще и надежнее для большинства случаев использования.
**Подход на основе сессий (расширенный): Используйте этот подход только в том случае, если вам нужны расширенные функции отслеживания сессий:
"Create a new simulator session for iPhone 16 Pro with iOS 18.2" "Boot the simulator for session abc-123" "Take a screenshot of the simulator for session abc-123" "Terminate the simulator session abc-123"
👨💻 Разработка
📁 Структура проекта
src/
├── simulator/ # Simulator management layer
├── mcp/ # MCP protocol implementation
├── bridge/ # Bridge component
├── utils/ # Utility functions including logger
├── config.ts # Configuration handling
└── index.ts # Entry point🔨 Сборка проекта
# Install development dependencies
npm install
# Run TypeScript compiler
npm run build📜 Лицензия
Этот проект лицензирован по лицензии MIT — подробности см. в файле LICENSE.
🙏 Благодарности
📱 appium-ios-simulator за предоставление возможностей взаимодействия с симулятором iOS
🔌 Model Context Protocol за спецификацию протокола и TypeScript SDK
Available Tools
12 toolsboot-simulator-by-udidD
| Name | Required | Description | Default |
|---|---|---|---|
| udid | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
create-simulator-sessionD
| Name | Required | Description | Default |
|---|---|---|---|
| autoboot | No | ||
| deviceName | No | ||
| platformVersion | No | ||
| timeout | No |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
install-appD
| Name | Required | Description | Default |
|---|---|---|---|
| appPath | Yes | ||
| sessionId | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
launch-appD
| Name | Required | Description | Default |
|---|---|---|---|
| bundleId | Yes | ||
| sessionId | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
list-available-simulatorsD
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
list-booted-simulatorsD
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
list-simulator-sessionsD
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
shutdown-simulatorD
| Name | Required | Description | Default |
|---|---|---|---|
| sessionId | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
shutdown-simulator-by-udidD
| Name | Required | Description | Default |
|---|---|---|---|
| udid | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
tapD
| Name | Required | Description | Default |
|---|---|---|---|
| sessionId | Yes | ||
| x | Yes | ||
| y | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
terminate-appD
| Name | Required | Description | Default |
|---|---|---|---|
| bundleId | Yes | ||
| sessionId | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
terminate-simulator-sessionD
| Name | Required | Description | Default |
|---|---|---|---|
| sessionId | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Tool has no description.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Tool has no description.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Tool has no description.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Tool has no description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Tool has no description.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Tool has no description.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
12 tool updates
v1.0.0- First observed
boot-simulator-by-udid - First observed
create-simulator-session - First observed
install-app - First observed
launch-app - First observed
list-available-simulators - First observed
list-booted-simulators - First observed
list-simulator-sessions - First observed
shutdown-simulator - First observed
shutdown-simulator-by-udid - First observed
tap - First observed
terminate-app - First observed
terminate-simulator-session
TDQS
Scored across 12 tools
Every tool has a clearly distinct purpose targeting specific simulator operations like booting, listing, installing apps, launching, tapping, and terminating. There is no ambiguity between tools - each handles a unique action on a specific resource (simulator, app, or session).
All tools follow a consistent verb_noun or verb_noun_by_udid pattern with hyphen-separated lowercase words. The naming is perfectly predictable throughout the set, making it easy to understand each tool's function at a glance.
With 12 tools, this server provides comprehensive coverage for iOS simulator management. The count is well-scoped for the domain, offering essential operations without being overwhelming or insufficient for typical automation workflows.
The toolset provides complete lifecycle coverage for iOS simulator operations: discovery (list-available/list-booted), control (boot/shutdown), app management (install/launch/terminate), session handling (create/terminate), and interaction (tap). No obvious gaps exist for the stated purpose.
Maintenance
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A Model Context Protocol (MCP) application for automated GitHub PR analysis and issue management.…
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