# ๐ŸŒ แž˜แŸ‰แžผแžŒแžปแž› 2: MCP แž‡แžถแž˜แžฝแž™แž˜แžผแž›แžŠแŸ’แž‹แžถแž“ Microsoft Foundry Toolkit [![Duration](https://img.shields.io/badge/Duration-20%20minutes-blue.svg)]() [![Difficulty](https://img.shields.io/badge/Difficulty-Intermediate-yellow.svg)]() [![Prerequisites](https://img.shields.io/badge/Prerequisites-Module%201%20Complete-orange.svg)]() ## ๐Ÿ“‹ แž‚แŸ„แž›แž”แŸ†แžŽแž„แž€แžถแžšแžŸแžทแž€แŸ’แžŸแžถ แž“แŸ…แž…แžปแž„แž˜แŸ‰แžผแžŒแžปแž›แž“แŸแŸ‡ แžขแŸ’แž“แž€แž“แžนแž„แžขแžถแž…แŸ– - โœ… แž™แž›แŸ‹แžŠแžนแž„แžขแŸ†แž–แžธแžŸแŸ’แžแžถแž”แžแŸ’แž™แž€แž˜แŸ’แž˜ แž“แžทแž„แžขแžแŸ’แžแž”แŸ’แžšแž™แŸ„แž‡แž“แŸแž“แŸƒ Model Context Protocol (MCP) - โœ… แžŸแŸ’แžœแŸ‚แž„แž™แž›แŸ‹แžขแŸ†แž–แžธแž”แžšแžทแž™แžถแž€แžถแžŸแž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MCP แžšแž”แžŸแŸ‹ Microsoft - โœ… แžŸแž˜แŸ’แž–แž“แŸ’แž’ MCP server แž‡แžถแž˜แžฝแž™ Microsoft Foundry Toolkit Agent Builder - โœ… แž”แž„แŸ’แž€แžพแžแž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžšแž‡แŸ†แž“แžฝแž™แž€แž˜แŸ’แž˜แžœแžทแž’แžธแž‡แžถแž˜แžฝแž™ Playwright MCP - โœ… แž€แŸ†แžŽแžแŸ‹แžšแž…แž“แžถแžŸแž˜แŸ’แž–แŸแž“แŸ’แž’ แž“แžทแž„แž–แžทแž“แžทแžแŸ’แž™แž˜แžพแž›แžงแž”แž€แžšแžŽแŸ MCP แž“แŸ…แž€แŸ’แž“แžปแž„แž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžšแžšแž”แžŸแŸ‹แžขแŸ’แž“แž€ - โœ… แž“แžถแŸ†แž…แŸแž‰ แž“แžทแž„แž…แŸแž‰แž•แŸ’แžŸแžถแž™แž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžšแžŠแŸ‚แž›แžšแžฝแž˜แž”แž‰แŸ’แž…แžผแž› MCP แžŸแž˜แŸ’แžšแžถแž”แŸ‹แž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹แž€แŸ’แž“แžปแž„แž‘แžทแž“แŸ’แž“แž•แž› ## ๐ŸŽฏ แž”แž“แŸ’แžแŸ‚แž˜แž›แžพแž˜แŸ‰แžผแžŒแžปแž› 1 แž“แŸ…แž˜แŸ‰แžผแžŒแžปแž› 1 แž™แžพแž„แž”แžถแž“แžšแŸ€แž“แž˜แžผแž›แžŠแŸ’แž‹แžถแž“แž“แŸƒ Microsoft Foundry Toolkit แž แžพแž™แž”แž„แŸ’แž€แžพแžแž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžšแž–แžธ Python แž‡แžถแž›แžพแž€แžŠแŸ†แž”แžผแž„แŸ” แžฅแžกแžผแžœแž“แŸแŸ‡ แž™แžพแž„แž“แžนแž„ **แž”แž„แŸ’แž€แžพแž“แž€แž˜แŸ’แž›แžถแŸ†แž„** แž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžšแžšแž”แžŸแŸ‹แžขแŸ’แž“แž€แžŠแŸ„แž™แž—แŸ’แž‡แžถแž”แŸ‹แž–แžฝแž€แž‚แŸแž‘แŸ…แžงแž”แž€แžšแžŽแŸ แž“แžทแž„แžŸแŸแžœแžถแž€แž˜แŸ’แž˜แžแžถแž„แž€แŸ’แžšแŸ…แžแžถแž˜แžšแž™แŸˆ **Model Context Protocol (MCP)** แžŠแŸ‚แž›แž˜แžถแž“แž—แžถแž–แž…แŸ’แž“แŸƒแž”แŸ’แžšแžŒแžทแžแž”แŸ†แž•แžปแžแŸ” แž‚แžทแžแžแžถแžœแžถแž‡แžถแž€แžถแžšแž’แŸ’แžœแžพแžฒแŸ’แž™ แž€แžถแž›แž‚แžŽแž“แžถแž€แž˜แŸ’แž˜แž˜(Simple calculator) แž€แŸ’แž›แžถแž™แž‡แžถแž€แžปแŸ†แž–แŸ’แž™แžผแž‘แŸแžšแž–แŸแž‰แž›แŸแž‰ - แž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžš AI แžšแž”แžŸแŸ‹แžขแŸ’แž“แž€แž“แžนแž„แž˜แžถแž“แžŸแž˜แžแŸ’แžแž—แžถแž–แž€แŸ’แž“แžปแž„แŸ– - ๐ŸŒ แžšแžปแž€แžšแž€ แž“แžทแž„แžขแž“แŸ’แžแžšแž€แž˜แŸ’แž˜แž‡แžถแž˜แžฝแž™แž‚แŸแž แž‘แŸ†แž–แŸแžš - ๐Ÿ“ แž…แžผแž›แžŠแŸ†แžŽแžพแžšแž€แžถแžšแž“แžทแž„แž‚แŸ’แžšแž”แŸ‹แž‚แŸ’แžšแž„แžฏแž€แžŸแžถแžš - ๐Ÿ”ง แžŸแž˜แŸ’แž–แž“แŸ’แž’แž‡แžถแž˜แžฝแž™แž”แŸ’แžšแž–แŸแž“แŸ’แž’แžŸแž แž‚แŸ’แžšแžถแžŸ - ๐Ÿ“Š แžŠแŸ†แžŽแžพแžšแž€แžถแžšแž‘แžทแž“แŸ’แž“แž“แŸแž™แž–แŸแž›แžœแŸแž›แžถแž–แžทแžแž–แžธ API ## ๐Ÿง  แž™แž›แŸ‹แžŠแžนแž„แžขแŸ†แž–แžธ Model Context Protocol (MCP) ### ๐Ÿ” MCP แž‚แžบแž‡แžถแžขแŸ’แžœแžธ? Model Context Protocol (MCP) แž‚แžบแž‡แžถ **"USB-C แžŸแž˜แŸ’แžšแžถแž”แŸ‹แž€แž˜แŸ’แž˜แžœแžทแž’แžธ AI"** - แž‚แŸ„แž›แž€แžถแžšแžŽแŸแž”แžพแž€แžŠแŸ‚แž›แž€แŸ†แž–แžปแž„แž”แž‰แŸ’แž…แŸแž‰แžšแžฝแž˜แž”แž‰แŸ’แž…แžผแž› Model Language แž…แŸ†แžŽแžปแž…แž’แŸ†แŸ— (LLMs) แž‘แŸ…แžงแž”แž€แžšแžŽแŸแžแžถแž„แž€แŸ’แžšแŸ… แž‘แžทแž“แŸ’แž“แž“แŸแž™ แž“แžทแž„แžŸแŸแžœแžถแž€แž˜แŸ’แž˜แŸ” แžŠแžผแž…แž‡แžถ USB-C แž”แžถแž“แž”แŸ†แž”แžถแžแŸ‹แž—แžถแž–แž˜แžทแž“แž›แŸ†แžขแŸ€แž„แž€แŸ’แž“แžปแž„แžแŸ’แžŸแŸ‚แž–แŸ’แžšแžทแž›แžŠแŸ„แž™แž•แŸ’แžŠแž›แŸ‹แžงแž”แž€แžšแžŽแŸแž—แŸ’แž‡แžถแž”แŸ‹แžแŸ‚แž˜แžฝแž™ แž‘แŸ MCP แž€แŸแž”แŸ†แž”แžถแžแŸ‹แž—แžถแž–แžŸแŸ’แž˜แžปแž‚แžŸแŸ’แž˜แžถแž‰แž€แŸ’แž“แžปแž„แž€แžถแžšแžšแžฝแž˜แž”แž‰แŸ’แž…แžผแž› AI แžŠแŸ„แž™แž”แŸ’แžšแžพแž”แŸ’แžšแž–แŸแž“แŸ’แž’แžแŸ‚แž˜แžฝแž™แžŸแŸ’แžแž„แŸ‹แžŠแžถแžšแžŠแŸ‚แžšแŸ” ### ๐ŸŽฏ แž”แž‰แŸ’แž แžถแžŠแŸ‚แž› MCP แžŠแŸ„แŸ‡แžŸแŸ’แžšแžถแž™ **แž˜แžปแž“ MCP:** - ๐Ÿ”ง แžŸแž˜แŸ’แž–แž“แŸ’แž’แž•แŸ’แž‘แžถแž›แŸ‹แžแŸ’แž›แžฝแž“แžŸแž˜แŸ’แžšแžถแž”แŸ‹แžงแž”แž€แžšแžŽแŸแž“แžธแž˜แžฝแž™แŸ— - ๐Ÿ”„ แž€แžถแžšแž…แžถแž€แŸ‹แž”แŸ†แžŽแž„แžŠแŸ„แž™แžขแŸ’แž“แž€แž•แŸ’แž‚แžแŸ‹แž•แŸ’แž‚แž„แŸ‹แž‡แžถแž˜แžฝแž™แžŠแŸ†แžŽแŸ„แŸ‡แžŸแŸ’แžšแžถแž™แž”แžทแž‘ - ๐Ÿ”’ แž—แžถแž–แž„แžถแž™แžšแž„แž‚แŸ’แžšแŸ„แŸ‡แžŸแžปแžœแžแŸ’แžแžทแž—แžถแž–แž–แžธแž€แžถแžšแžแž—แŸ’แž‡แžถแž”แŸ‹แž˜แžทแž“แž‘แŸ€แž„แž‘แžถแžแŸ‹ - โฑ๏ธ consuming development months for simple integrations **แž˜แžถแž“ MCP:** - โšก แž€แžถแžšแžŸแž˜แŸ’แž–แž“แŸ’แž’แžงแž”แž€แžšแžŽแŸแžŠแŸ„แž™แž—แŸ’แž‡แžถแž”แŸ‹ แž“แžทแž„แž”แŸ’แžšแžพแž”แžถแž“แž—แŸ’แž›แžถแž˜แŸ— - ๐Ÿ”„ แžŸแŸ’แžแžถแž”แžแŸ’แž™แž€แž˜แŸ’แž˜แžŠแŸ„แž™แž€แŸ’แžšแŸ…แž•แŸ’แž“แŸ‚แž€แžขแŸ’แž“แž€แž•แŸ’แž‚แžแŸ‹แž•แŸ’แž‚แž„แŸ‹ - ๐Ÿ›ก๏ธ แž—แžถแž–แžŸแžปแžœแžแŸ’แžแžทแž—แžถแž–แž›แŸ’แžขแž”แŸ†แž•แžปแžแž”แž‰แŸ’แž…แžผแž›แž€แŸ’แž“แžปแž„แž”แŸ’แžšแž–แŸแž“แŸ’แž’ - ๐Ÿš€ แžšแž™แŸˆแž–แŸแž›แž”แž“แŸ’แžŸแŸ†แžแŸ’แž›แžธแžŸแž˜แŸ’แžšแžถแž”แŸ‹แž”แž“แŸ’แžแŸ‚แž˜แž˜แžปแžแž„แžถแžšแžแŸ’แž˜แžธ ### ๐Ÿ—๏ธ แž€แžถแžšแž‡แŸ’แžšแžถแž”แž…แŸ’แžšแž€แžŸแŸ’แžแžถแž”แžแŸ’แž™แž€แž˜แŸ’แž˜ MCP MCP แž’แŸ’แžœแžพแž€แžถแžšแžแžถแž˜แžŸแŸ’แžแžถแž”แžแŸ’แž™แž€แž˜แŸ’แž˜ **client-server** แžŠแŸ‚แž›แž”แž„แŸ’แž€แžพแžแž”แžšแžทแž™แžถแž€แžถแžŸแžŠแŸ‚แž›แž˜แžถแž“แžŸแžปแžœแžแŸ’แžแžทแž—แžถแž– แž“แžทแž„แžขแžถแž…แž€แŸ†แžŽแžแŸ‹แž”แžšแžทแž˜แžถแžŽแž”แžถแž“แŸˆ ```mermaid graph TB A[แž€แž˜แŸ’แž˜แžœแžทแž’แžธ/แž—แžถแžŸแžถแžŸแžทแž”แŸ’แž”แž“แžทแž˜แŸ’แž˜แžทแž AI] --> B[แž—แŸ’แž‰แŸ€แžœ MCP] B --> C[แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž”แž˜แŸ’แžšแžพ MCP 1แŸ– แžšแŸ‰แžบแž แŸ’แžŸแŸŠแžธ] B --> D[แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž”แž˜แŸ’แžšแžพ MCP 2แŸ– Web APIs] B --> E[แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž”แž˜แŸ’แžšแžพ MCP 3แŸ– แž‘แžทแž“แŸ’แž“แž“แŸแž™แž˜แžผแž›แžŠแŸ’แž‹แžถแž“] B --> F[แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž”แž˜แŸ’แžšแžพ MCP NแŸ– แžงแž”แž€แžšแžŽแŸแž•แŸ’แž‘แžถแž›แŸ‹แžแŸ’แž›แžฝแž“] C --> G[แž”แŸ’แžšแž–แŸแž“แŸ’แž’แž•แŸ’แž‘แžปแž€แžฏแž€แžŸแžถแžšแž˜แžผแž›แžŠแŸ’แž‹แžถแž“] D --> H[APIs แžแžถแž„แž€แŸ’แžšแŸ…] E --> I[แž”แŸ’แžšแž–แŸแž“แŸ’แž’แž‘แžทแž“แŸ’แž“แž“แŸแž™แž˜แžผแž›แžŠแŸ’แž‹แžถแž“] F --> J[แž”แŸ’แžšแž–แŸแž“แŸ’แž’แžŸแž แž‚แŸ’แžšแžถแžŸ] ``` **๐Ÿ”ง แž•แŸ’แž“แŸ‚แž€แžŸแŸ’แž“แžผแž›แŸˆ** | แž•แŸ’แž“แŸ‚แž€ | แžแžฝแž“แžถแž‘แžธ | แžงแž‘แžถแž แžšแžŽแŸ | |---------|---------|------------| | **แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MCP** | แž€แž˜แŸ’แž˜แžœแžทแž’แžธแžŠแŸ‚แž›แž”แŸ’แžšแžพแžŸแŸแžœแžถแž€แž˜แŸ’แž˜ MCP | Claude Desktop, VS Code, Microsoft Foundry Toolkit | | **แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž—แŸ’แž‰แŸ€แžœ MCP** | แžขแŸ’แž“แž€แž…แžถแž”แŸ‹แž•แŸ’แžแžพแž˜แž”แŸ’แžšแž–แŸแž“แŸ’แž’(protocol handlers) (แŸก:แŸก แž‡แžถแž˜แžฝแž™แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ) | แžšแžฝแž˜แž”แž‰แŸ’แž…แžผแž›แž€แŸ’แž“แžปแž„แž€แž˜แŸ’แž˜แžœแžทแž’แžธแž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ | | **แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MCP** | แž”แž„แŸ’แž แžถแž‰แžŸแž˜แžแŸ’แžแž—แžถแž–แžแžถแž˜แžšแž™แŸˆแž”แŸ’แžšแž–แŸแž“แŸ’แž’แžŸแŸ’แžแž„แŸ‹แžŠแžถ | Playwright, Files, Azure, GitHub | | **แžŸแŸ’แžšแž‘แžถแž”แŸ‹แž•แŸ’แž›แžผแžœแžŠแžนแž€แž‡แž‰แŸ’แž‡แžผแž“** | แžœแžทแž’แžธแžŸแžถแžŸแŸ’แžแŸ’แžš แž‘แŸ†แž“แžถแž€แŸ‹แž‘แŸ†แž“แž„ | stdio, HTTP, WebSockets | ## ๐Ÿข แž”แžšแžทแž™แžถแž€แžถแžŸแž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MCP แžšแž”แžŸแŸ‹ Microsoft Microsoft แžŠแžนแž€แž“แžถแŸ†แž”แžšแžทแž™แžถแž€แžถแžŸ MCP แž‡แžถแž˜แžฝแž™แž€แŸ†แžŽแžแŸ‹แž‡แžฝแž”แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸแž‡แŸ†แž“แžถแž“แŸ‹แžแŸ’แž–แžŸแŸ‹แžŠแŸ‚แž›แžŠแŸ„แŸ‡แžŸแŸ’แžšแžถแž™แžแž˜แŸ’แžšแžผแžœแž€แžถแžšแžขแžถแž‡แžธแžœแž€แž˜แŸ’แž˜แž–แžทแžแž”แŸ’แžšแžถแž€แžŠแŸ” ### ๐ŸŒŸ แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MCP แžšแž”แžŸแŸ‹ Microsoft แžŠแŸ‚แž›แž˜แžถแž“แž›แž€แŸ’แžแžŽแŸˆแž–แžทแžŸแŸแžŸ #### 1. โ˜๏ธ แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ Azure MCP **๐Ÿ”— แž•แŸ’แž‘แžปแž€แžšแžถแž›แŸ‹แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ**: [azure/azure-mcp](https://github.com/azure/azure-mcp) **๐ŸŽฏ แž‚แŸ„แž›แž”แŸ†แžŽแž„**: แž‚แŸ’แžšแž”แŸ‹แž‚แŸ’แžšแž„แž’แž“แž’แžถแž“ Azure แž–แŸแž‰แž›แŸแž‰แž‡แžถแž˜แžฝแž™แž€แžถแžšแžšแžฝแž˜แž”แž‰แŸ’แž…แžผแž› AI **โœจ แž›แž€แŸ’แžแžŽแŸˆแž–แžทแžŸแŸแžŸแžŸแŸ†แžแžถแž“แŸ‹แŸ—:** - แž€แžถแžšแž•แŸ’แž‚แžแŸ‹แž•แŸ’แž‚แž„แŸ‹แž แŸแžŠแŸ’แž‹แžถแžšแž…แž“แžถแžŸแž˜แŸ’แž–แŸแž“แŸ’แž’แžŠแŸ„แž™แž”แŸ’แžšแž€แžถแžŸ - แžแŸ’แžšแžฝแžแž–แžทแž“แžทแžแŸ’แž™แž’แž“แž’แžถแž“แž“แŸ…แž–แŸแž›แžœแŸแž›แžถแž–แžทแž - แžŸแŸ†แžŽแžพแžšแž€แžถแžšแž€แžถแžแŸ‹แž”แž“แŸ’แžแž™แžแŸ’แž›แŸƒแžŠแžพแž˜ - แž€แžถแžšแžแŸ’แžšแžฝแžแž–แžทแž“แžทแžแŸ’แž™แž“แžนแž„แž•แŸ’แžแž›แŸ‹แž—แžถแž–แžŸแŸ’แžšแžฝแž›แžŸแžปแžœแžแŸ’แžแžทแž—แžถแž– **๐Ÿš€ แž€แžšแžŽแžธแž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹:** - แž”แž…แŸ’แž…แŸแž€แžœแžทแž‘แŸ’แž™แžถ Infrastructure-as-Code แž‡แžถแž˜แžฝแž™แž‡แŸ†แž“แžฝแž™ AI - แž€แžถแžšแž€แŸ†แžŽแžแŸ‹แž”แŸ’แžšแžœแŸ‚แž„แž’แž“แž’แžถแž“แžŠแŸ„แž™แžŸแŸ’แžœแŸแž™แž”แŸ’แžšแžœแžแŸ’แžแžท - แž€แžถแžšแž€แžถแžแŸ‹แž”แž“แŸ’แžแž™แžแŸ’แž›แŸƒแžšแŸ‰แŸ‚แž–แž–แž€ - แž€แžถแžšแž”แŸ’แžšแžแžทแž”แžแŸ’แžแžทแž€แžถแžšแžŸแŸ’แžœแŸแž™แž”แŸ’แžšแžœแžแŸ’แžแžทแž€แŸ’แž“แžปแž„ DevOps #### 2. ๐Ÿ“Š Microsoft Dataverse MCP **๐Ÿ“š แžฏแž€แžŸแžถแžšแž™แŸ„แž„**: [Microsoft Dataverse Integration](https://go.microsoft.com/fwlink/?linkid=2320176) **๐ŸŽฏ แž‚แŸ„แž›แž”แŸ†แžŽแž„**: แž…แŸ†แžŽแžปแž…แž…แžผแž›แž—แžถแžŸแžถแžŸแŸ’แžšแžฝแž›แžŸแž˜แŸ’แžšแžถแž”แŸ‹แž‘แžทแž“แŸ’แž“แž“แŸแž™แžขแžถแž‡แžธแžœแž€แž˜แŸ’แž˜ **โœจ แž›แž€แŸ’แžแžŽแŸˆแž–แžทแžŸแŸแžŸแžŸแŸ†แžแžถแž“แŸ‹แŸ—:** - แžŸแŸ†แžŽแžฝแžšแž‘แžทแž“แŸ’แž“แž“แŸแž™แž‡แžถแž—แžถแžŸแžถแž’แž˜แŸ’แž˜แžแžถ - แž™แž›แŸ‹แžŠแžนแž„แž”แžšแžทแž”แž‘แžขแžถแž‡แžธแžœแž€แž˜แŸ’แž˜ - แž‚แŸ†แžšแžผแž€แžถแžšแžŸแŸ’แž“แžพแžŸแžปแŸ†แž”แŸ’แžŠแžผแžšแžแžถแž˜แžแŸ†แžšแžผแžœแž€แžถแžš - แž‚แŸ’แžšแž”แŸ‹แž‚แŸ’แžšแž„แž‘แžทแž“แŸ’แž“แž“แŸแž™แžŸแž แž‚แŸ’แžšแžถแžŸ **๐Ÿš€ แž€แžšแžŽแžธแž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹:** - แžšแž”แžถแž™แž€แžถแžšแžŽแŸแžœแžทแž‰แŸ’แž‰แžถแžŸแžถแžขแžถแž‡แžธแžœแž€แž˜แŸ’แž˜ - แžœแžทแž—แžถแž‚แž‘แžทแž“แŸ’แž“แž“แŸแž™แžขแžแžทแžแžทแž‡แž“ - แž…แŸ†แžŽแŸแŸ‡แžŠแžนแž„แž›แž€แŸ‹ - แžŸแŸ†แžŽแžฝแžšแžขแŸ†แž–แžธแž€แžถแžšแžขแž“แžปแžœแžแŸ’แžแžแžถแž˜แžœแžทแž’แžถแž“แž€แžถแžš #### 3. ๐ŸŒ แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ Playwright MCP **๐Ÿ”— แž•แŸ’แž‘แžปแž€แžšแžถแž›แŸ‹แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ**: [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) **๐ŸŽฏ แž‚แŸ„แž›แž”แŸ†แžŽแž„**: แžŸแž˜แžแŸ’แžแž—แžถแž–แžขแžผแžแžผแž˜แŸ‰แžถแž‘แžธแž€แž€แž˜แŸ’แž˜แžšแžปแž€แžšแž€ แž“แžทแž„แžขแž“แŸ’แžแžšแž€แž˜แŸ’แž˜แžœแŸ‚แž” **โœจ แž›แž€แŸ’แžแžŽแŸˆแž–แžทแžŸแŸแžŸแžŸแŸ†แžแžถแž“แŸ‹แŸ—:** - แžขแžผแžแžผแž˜แŸ‰แžถแž‘แžธแž€แž€แž˜แŸ’แž˜แžšแžปแž€แžšแž€แž–แžธแž‚แŸ’แžšแž”แŸ‹แž€แž˜แŸ’แž˜แžœแžทแž’แžธแžšแž€แŸ’แžŸแžถแž‘แžปแž€(Chrome, Firefox, Safari) - แž€แžถแžšแžšแž€แžƒแžพแž‰แž’แžถแžแžปแž”แŸ’แžšแžŽแžทแž - แž€แžถแžšแžแžแžšแžผแž” แž“แžทแž„แž”แž„แŸ’แž€แžพแž PDF - แž€แžถแžšแžแžถแž˜แžŠแžถแž“แž…แžšแžถแž…แžšแžŽแŸแž”แžŽแŸ’แžŠแžถแž‰ **๐Ÿš€ แž€แžšแžŽแžธแž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹:** - แžŸแžถแž€แž›แŸ’แž”แž„แžŸแŸ’แžœแŸแž™แž”แŸ’แžšแžœแžแŸ’แžแžทแž€แž˜แŸ’แž˜ - แž€แžถแžšแž‘แžถแž‰แž™แž€ แž“แžทแž„แžŠแž€แžŸแŸ’แžšแž„แŸ‹แž‘แžทแž“แŸ’แž“แž“แŸแž™แžœแŸ‚แž” - แžŠแžนแž€แž‡แž‰แŸ’แž‡แžผแž“ UI/UX - แžœแžทแž—แžถแž‚แž”แŸ’แžšแž€แžฝแžแž”แŸ’แžšแž‡แŸ‚แž„แžŸแŸ’แžœแŸแž™แž”แŸ’แžšแžœแžแŸ’แžแžท #### 4. ๐Ÿ“ แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ Files MCP **๐Ÿ”— แž•แŸ’แž‘แžปแž€แžšแžถแž›แŸ‹แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ**: [microsoft/files-mcp-server](https://github.com/microsoft/files-mcp-server) **๐ŸŽฏ แž‚แŸ„แž›แž”แŸ†แžŽแž„**: แž”แŸ’แžšแžแžทแž”แžแŸ’แžแžทแž€แžถแžšแžšแž”แŸ€แž”แžฏแž€แžŸแžถแžšแž™แŸ‰แžถแž„แž†แŸ’แž›แžถแžแžœแŸƒ **โœจ แž›แž€แŸ’แžแžŽแŸˆแž–แžทแžŸแŸแžŸแžŸแŸ†แžแžถแž“แŸ‹แŸ—:** - แž€แžถแžšแž‚แŸ’แžšแž”แŸ‹แž‚แŸ’แžšแž„แžฏแž€แžŸแžถแžšแžŠแŸ„แž™แž”แŸ’แžšแž€แžถแžŸ - แž€แžถแžšแžŸแž˜แŸ’แžšแž”แžŸแž˜แŸ’แžšแžฝแž›แž˜แžถแžแžทแž€แžถ - แž”แž‰แŸ’แž…แžผแž›แž€แžถแžšแžแŸ’แžšแžฝแžแž–แžทแž“แžทแžแŸ’แž™แž€แŸ†แžŽแŸ‚ - แžŠแž€แžŸแŸ’แžšแž„แŸ‹แž‘แžทแž“แŸ’แž“แž“แŸแž™แž˜แŸแžแžถ **๐Ÿš€ แž€แžšแžŽแžธแž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹:** - แž‚แŸ’แžšแž”แŸ‹แž‚แŸ’แžšแž„แžฏแž€แžŸแžถแžš - แžšแŸ€แž”แž…แŸ†แžƒแŸ’แž›แžถแŸ†แž„แž€แžผแžŠ - แžŸแžถแž€แž›แŸ’แž”แž„แž€แžถแžšแž…แŸแž‰แž•แŸ’แžŸแžถแž™แž˜แžถแžแžทแž€แžถ - แž€แžถแžšแž‚แŸ’แžšแž”แŸ‹แž‚แŸ’แžšแž„แžฏแž€แžŸแžถแžšแž›แŸ†แž แžผแžšแž‘แžทแž“แŸ’แž“แž“แŸแž™ #### 5. ๐Ÿ“ แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MarkItDown MCP **๐Ÿ”— แž•แŸ’แž‘แžปแž€แžšแžถแž›แŸ‹แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ**: [microsoft/markitdown](https://github.com/microsoft/markitdown) **๐ŸŽฏ แž‚แŸ„แž›แž”แŸ†แžŽแž„**: แžŠแŸ†แžŽแžพแžšแž€แžถแžš แž“แžทแž„แž€แŸ‚แž”แŸ’แžšแŸ‚ Markdown แž€แž˜แŸ’แžšแžทแžแžแŸ’แž–แžŸแŸ‹ **โœจ แž›แž€แŸ’แžแžŽแŸˆแž–แžทแžŸแŸแžŸแžŸแŸ†แžแžถแž“แŸ‹แŸ—:** - แžœแžทแž—แžถแž‚ Markdown แžŠแŸ‚แž›แžŸแŸ†แž”แžผแžšแž”แŸ‚แž” - แž”แž˜แŸ’แž›แŸ‚แž„แžšแžผแž”แž˜แž“แŸ’แž (MD โ†” HTML โ†” PDF) - แžœแžทแž—แžถแž‚แžšแž…แž“แžถแžŸแž˜แŸ’แž–แŸแž“แŸ’แž’แž˜แžถแžแžทแž€แžถ - แž€แžถแžšแžŠแŸ†แžŽแžพแžšแž€แžถแžšแž‚แŸ†แžšแžผ **๐Ÿš€ แž€แžšแžŽแžธแž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹:** - แž€แžถแžšแž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹แžฏแž€แžŸแžถแžšแž”แž…แŸ’แž…แŸแž€แž‘แŸแžŸ - แž€แžถแžšแž‚แŸ’แžšแž”แŸ‹แž‚แŸ’แžšแž„แž˜แžถแžแžทแž€แžถ - แž€แžถแžšแž”แž„แŸ’แž€แžพแžแžšแž”แžถแž™แž€แžถแžšแžŽแŸ - แžŸแŸ’แžœแŸแž™แž”แŸ’แžšแžœแžแŸ’แžแžทแž˜แžผแž›แžŠแŸ’แž‹แžถแž“แž…แŸ†แžŽแŸแŸ‡แžŠแžนแž„ #### 6. ๐Ÿ“ˆ แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ Clarity MCP **๐Ÿ“ฆ แž€แž‰แŸ’แž…แž”แŸ‹**: [@microsoft/clarity-mcp-server](https://www.npmjs.com/package/@microsoft/clarity-mcp-server) **๐ŸŽฏ แž‚แŸ„แž›แž”แŸ†แžŽแž„**: แžœแžทแž—แžถแž‚แžœแŸ‚แž”แžŸแžถแž™ แž“แžทแž„แž€แžถแžšแž™แž›แŸ‹แžŠแžนแž„แž–แžธแžขแžถแž€แž”แŸ’แž”แž€แžทแžšแžทแž™แžถแžขแŸ’แž“แž€แž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹ **โœจ แž›แž€แŸ’แžแžŽแŸˆแž–แžทแžŸแŸแžŸแžŸแŸ†แžแžถแž“แŸ‹แŸ—:** - แžœแžทแž—แžถแž‚แž‘แžทแž“แŸ’แž“แž“แŸแž™แž•แŸ‚แž“แž‘แžธแž€แŸ†แžŠแŸ…แž€แŸ†แžŠแŸ… - แž€แžถแžšแžแžแžŸแž€แž˜แŸ’แž˜แž—แžถแž–แžขแŸ’แž“แž€แž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹ - แž‚แŸ†แžšแŸ„แž„แž”แŸ’แžšแžŸแžทแž‘แŸ’แž’แž—แžถแž– - แž€แžถแžšแžœแžทแž—แžถแž‚แž•แŸ’แž›แžผแžœแž”แŸ†แž›แŸ‚แž„ **๐Ÿš€ แž€แžšแžŽแžธแž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹:** - แž”แž„แŸ’แž€แžพแž“แž”แŸ’แžšแžŸแžทแž‘แŸ’แž’แž—แžถแž–แžœแŸ‚แž”แžŸแžถแž™ - แžŸแŸ’แžšแžถแžœแž‡แŸ’แžšแžถแžœแž”แž‘แž–แžทแžŸแŸ„แž’แž“แŸแžขแŸ’แž“แž€แž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹ - แž€แžถแžšแžœแžทแž—แžถแž‚ A/B แžŸแžถแž€แž›แŸ’แž”แž„ - แž•แŸ’แž‘แžถแŸ†แž„แž‚แŸ’แžšแž”แŸ‹แž‚แŸ’แžšแž„แž”แž‰แŸ’แž‰แžถโ€‹แžขแžถแž‡แžธแžœแž€แž˜แŸ’แž˜ ### ๐ŸŒ แž”แžšแžทแž™แžถแž€แžถแžŸแžŸแž แž‚แž˜แž“แŸ แž€แŸ’แžšแŸ…แž–แžธแž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸแžšแž”แžŸแŸ‹ Microsoft แž”แžšแžทแž™แžถแž€แžถแžŸ MCP แžšแžฝแž˜แž”แž‰แŸ’แž…แžผแž›แŸ– - **๐Ÿ™ GitHub MCP**: แž‚แŸ’แžšแž”แŸ‹แž‚แŸ’แžšแž„แžƒแŸ’แž›แžถแŸ†แž„ แž“แžทแž„แžœแžทแž—แžถแž‚แž€แžผแžŠ - **๐Ÿ—„๏ธ Database MCPs**: แž€แžถแžšแžŸแž˜แŸ’แž–แž“แŸ’แž’ PostgreSQL, MySQL, MongoDB - **โ˜๏ธ Cloud Provider MCPs**: แžงแž”แž€แžšแžŽแŸ AWS, GCP, Digital Ocean - **๐Ÿ“ง Communication MCPs**: แžŸแž˜แŸ’แž–แž“แŸ’แž’ Slack, Teams, แžขแŸŠแžธแž˜แŸ‚แž› ## ๐Ÿ› ๏ธ แž˜แžทแž“แžถแž„โ€‹แžŠแŸƒแž”แŸ†แž•แžปแž: แž”แž„แŸ’แž€แžพแžแž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžšแžขแžผแžแžผแž˜แŸ‰แžถแž‘แžธแž€แž€แž˜แŸ’แž˜แžšแžปแž€แžšแž€ **๐ŸŽฏ แž‚แŸ„แž›แžŠแŸ…แž‚แž˜แŸ’แžšแŸ„แž„**: แž”แž„แŸ’แž€แžพแžแž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžšแžขแžผแžแžผแž˜แŸ‰แžถแž‘แžธแž€แž€แž˜แŸ’แž˜แžšแžปแž€แŸ’แžแž‡แžถแžแžทแž†แŸ’แž›แžถแžแžœแŸƒแžŠแŸ„แž™แž”แŸ’แžšแžพแž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ Playwright MCP แžŠแŸ‚แž›แžขแžถแž…แžšแžปแž€แžšแž€แž‚แŸแž แž‘แŸ†แž–แŸแžš แžŠแž€แžŸแŸ’แžšแž„แŸ‹แž–แŸแžแŸŒแž˜แžถแž“ แž“แžทแž„แžขแž“แžปแžœแžแŸ’แžแžขแž“แŸ’แžแžšแž€แž˜แŸ’แž˜แžœแŸ‚แž”แžŸแŸ’แž˜แžปแž‚แžŸแŸ’แž˜แžถแž‰แŸ” ### ๐Ÿš€ แž‡แŸ†แž แžถแž“แž‘แžธ 1: แž€แžถแžšแžแŸ†แž“แžพแž”แž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžš #### แž‡แŸ†แž แžถแž“แž‘แžธ 1: แž…แžถแž”แŸ‹แž•แŸ’แžแžพแž˜แž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžš 1. **แž”แžพแž€ Microsoft Foundry Toolkit Agent Builder** 2. **แž”แž„แŸ’แž€แžพแžแž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžšแžแŸ’แž˜แžธ** แž‡แžถแž˜แžฝแž™แž€แžถแžšแž€แŸ†แžŽแžแŸ‹แžŠแžผแž…แžแžถแž„แž€แŸ’แžšแŸ„แž˜แŸ– - **แžˆแŸ’แž˜แŸ„แŸ‡**: `BrowserAgent` - **แž˜แŸ‰แžผแžŒแŸ‚แž›**: แž‡แŸ’แžšแžพแžŸ GPT-4o ![BrowserAgent](../../../../translated_images/km/BrowserAgent.09c1adde5e136573.webp) ### ๐Ÿ”ง แž‡แŸ†แž แžถแž“แž‘แžธ 2: แžŸแž˜แŸ’แž–แž“แŸ’แž’ MCP #### แž‡แŸ†แž แžถแž“แž‘แžธ 3: แž”แž“แŸ’แžแŸ‚แž˜แž€แžถแžšแžŸแž˜แŸ’แž–แž“แŸ’แž’แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MCP 1. **แž…แžผแž›แž‘แŸ…แž•แŸ’แž“แŸ‚แž€แžงแž”แž€แžšแžŽแŸ** แž€แŸ’แž“แžปแž„ Agent Builder 2. **แž…แžปแž… "Add Tool"** แžŠแžพแž˜แŸ’แž”แžธแž”แžพแž€แž˜แŸ‰แžบแž“แžปแž™แžŸแž˜แŸ’แž–แž“แŸ’แž’ 3. **แž‡แŸ’แžšแžพแžŸ "MCP Server"** แž–แžธแž‡แž˜แŸ’แžšแžพแžŸแžŠแŸ‚แž›แž˜แžถแž“ ![AddMCP](../../../../translated_images/km/AddMCP.afe3308ac20aa944.webp) **๐Ÿ” แž™แž›แŸ‹แžŠแžนแž„แžขแŸ†แž–แžธแž”แŸ’แžšแž—แŸแž‘แžงแž”แž€แžšแžŽแŸ:** - **แžงแž”แž€แžšแžŽแŸแž”แž‰แŸ’แž…แžผแž›แžšแžฝแž…**: แž˜แžปแžแž„แžถแžšแž˜แžผแž›แžŠแŸ’แž‹แžถแž“ Microsoft Foundry Toolkit - **แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MCP**: แž€แžถแžšแžŸแž˜แŸ’แž–แž“แŸ’แž’แžŸแŸแžœแžถแž€แž˜แŸ’แž˜แžแžถแž„แž€แŸ’แžšแŸ… - **API แž•แŸ’แž‘แžถแž›แŸ‹แžแŸ’แž›แžฝแž“**: แž…แŸ†แžŽแžปแž…แž”แž‰แŸ’แž…แž”แŸ‹แžŸแŸแžœแžถแž€แž˜แŸ’แž˜แž•แŸ’แž‘แžถแž›แŸ‹แžšแž”แžŸแŸ‹แžขแŸ’แž“แž€ - **แž€แžถแžšแž แŸ…แž˜แžปแžแž„แžถแžš**: แž…แžผแž›แž”แŸ’แžšแžพแž˜แžปแžแž„แžถแžšแž˜แŸ‰แžผแžŒแŸ‚แž›แžŠแŸ„แž™แž•แŸ’แž‘แžถแž›แŸ‹ #### แž‡แŸ†แž แžถแž“แž‘แžธ 4: แž‡แŸ’แžšแžพแžŸแž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MCP 1. **แž‡แŸ’แžšแžพแžŸแž‡แž˜แŸ’แžšแžพแžŸ "MCP Server"** แžŠแžพแž˜แŸ’แž”แžธแž”แž“แŸ’แž ![AddMCPServer](../../../../translated_images/km/AddMCPServer.69b911ccef872cbd.webp) 2. **แžšแžปแž€แžšแž€แž€แžถแžแžถแžกแžปแž€ MCP** แžŠแžพแž˜แŸ’แž”แžธแžŸแŸ’แžœแŸ‚แž„แž™แž›แŸ‹แž–แžธแž€แžถแžšแžŸแž˜แŸ’แž–แž“แŸ’แž’แž˜แžถแž“แžŸแŸ’แžšแžถแž”แŸ‹ ![MCPCatalog](../../../../translated_images/km/MCPCatalog.a817d05314569900.webp) ### ๐ŸŽฎ แž‡แŸ†แž แžถแž“แž‘แžธ 3: แž€แžถแžšแž€แŸ†แžŽแžแŸ‹ Playwright MCP #### แž‡แŸ†แž แžถแž“แž‘แžธ 5: แž‡แŸ’แžšแžพแžŸแž“แžทแž„แž€แŸ†แžŽแžแŸ‹ Playwright 1. **แž…แžปแž… "Use Featured MCP Servers"** แžŠแžพแž˜แŸ’แž”แžธแž…แžผแž›แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸแžŠแŸ‚แž›แž”แžถแž“แž•แŸ’แž‘แŸ€แž„แž•แŸ’แž‘แžถแžแŸ‹ 2. **แž‡แŸ’แžšแžพแžŸ "Playwright"** แž–แžธแž”แž‰แŸ’แž‡แžธแžŠแŸ‚แž›แž”แžถแž“แžŽแŸ‚แž“แžถแŸ† 3. **แž‘แž‘แžฝแž› MCP ID แž˜แŸ’แžŠแž„แž‘แŸ€แž แžฌแž€แŸ‚แž”แŸ’แžšแŸ‚แž”แžšแžทแž™แžถแž€แžถแžŸแžšแž”แžŸแŸ‹แžขแŸ’แž“แž€** ![MCPID](../../../../translated_images/km/MCPID.67d446052979e819.webp) #### แž‡แŸ†แž แžถแž“แž‘แžธ 6: แž”แžพแž€แž€แžถแžšแžขแž“แžปแž‰แŸ’แž‰แžถแžแž—แžถแž– Playwright **๐Ÿ”‘ แž‡แŸ†แž แžถแž“แžŸแŸ†แžแžถแž“แŸ‹**: แž‡แŸ’แžšแžพแžŸแž˜แžปแžแž„แžถแžš Playwright แž‘แžถแŸ†แž„แžขแžŸแŸ‹แžŸแž˜แŸ’แžšแžถแž”แŸ‹แž˜แžปแžแž„แžถแžšแž–แŸแž‰แž›แŸแž‰ ![Tools](../../../../translated_images/km/Tools.3ea23c447b4d9fec.webp) **๐Ÿ› ๏ธ แžงแž”แž€แžšแžŽแŸ Playwright แž…แžถแŸ†แž”แžถแž…แŸ‹:** - **แžšแžปแž€แžšแž€**: `goto`, `goBack`, `goForward`, `reload` - **แžขแž“แŸ’แžแžšแž€แž˜แŸ’แž˜**: `click`, `fill`, `press`, `hover`, `drag` - **แžŠแž€แžŸแŸ’แžšแž„แŸ‹**: `textContent`, `innerHTML`, `getAttribute` - **แž•แŸ’แž‘แŸ€แž„แž•แŸ’แž‘แžถแžแŸ‹**: `isVisible`, `isEnabled`, `waitForSelector` - **แž…แžถแž”แŸ‹แž™แž€**: `screenshot`, `pdf`, `video` - **แž”แžŽแŸ’แžŠแžถแž‰**: `setExtraHTTPHeaders`, `route`, `waitForResponse` #### แž‡แŸ†แž แžถแž“แž‘แžธ 7: แž•แŸ’แž‘แŸ€แž„แž•แŸ’แž‘แžถแžแŸ‹แž€แžถแžšแžŸแž˜แŸ’แž–แž“แŸ’แž’แž‡แŸ„แž‚แž‡แŸแž™ **โœ… แžŸแž‰แŸ’แž‰แžถแž‡แŸ„แž‚แž‡แŸแž™:** - แžงแž”แž€แžšแžŽแŸแž‘แžถแŸ†แž„แžขแžŸแŸ‹แž”แž„แŸ’แž แžถแž‰แž“แŸ…แž€แŸ’แž“แžปแž„แžšแž”แžŸแŸ‹ Agent Builder - แž‚แŸ’แž˜แžถแž“แžŸแžถแžšแž€แŸ†แž แžปแžŸแž“แŸ…แž•แŸ’แž‘แžถแŸ†แž„แžŸแž˜แŸ’แž–แž“แŸ’แž’ - แžŸแŸ’แžแžถแž“แž—แžถแž–แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ Playwright แž”แž„แŸ’แž แžถแž‰ "Connected" ![AgentTools](../../../../translated_images/km/AgentTools.053cfb96a17e0219.webp) **๐Ÿ”ง แžŠแŸ„แŸ‡แžŸแŸ’แžšแžถแž™แž”แž‰แŸ’แž แžถแž‘แžผแž‘แŸ…:** - **แž€แžถแžšแžแž—แŸ’แž‡แžถแž”แŸ‹แž”แžšแžถแž‡แŸแž™**แŸ– แž–แžทแž“แžทแžแŸ’แž™แž€แžถแžšแžแž—แŸ’แž‡แžถแž”แŸ‹แžขแŸŠแžธแž“แž’แžพแžŽแŸ‚แž แž“แžทแž„แž€แžถแžšแž€แŸ†แžŽแžแŸ‹ firewall - **แž‚แŸ’แž˜แžถแž“แžงแž”แž€แžšแžŽแŸ**แŸ– แžแŸ’แžšแžฝแžแž–แžทแž“แžทแžแŸ’แž™แžแžถแž‡แŸ’แžšแžพแžŸแžœแžทแž’แžธแžŸแžถแžŸแŸ’แžแŸ’แžšแž‘แžถแŸ†แž„แžขแžŸแŸ‹แž“แŸ…แž–แŸแž›แž€แŸ†แžŽแžแŸ‹ - **แž€แŸ†แž แžปแžŸแžŸแžทแž‘แŸ’แž’แžท**แŸ– แž–แžทแž“แžทแžแŸ’แž™แž˜แžพแž›แžแžถ VS Code แž˜แžถแž“แžŸแžทแž‘แŸ’แž’แžทแž”แŸ’แžšแžพแž”แŸ’แžšแž–แŸแž“แŸ’แž’แžแŸ’แžšแžนแž˜แžแŸ’แžšแžผแžœ ### ๐ŸŽฏ แž‡แŸ†แž แžถแž“แž‘แžธ 4: แžœแžทแž…แžทแžแŸ’แžšแžŸ prompts แž€แŸ†แžŽแžแŸ‹แž”แŸ’แžšแž–แŸแž“แŸ’แž’ #### แž‡แŸ†แž แžถแž“แž‘แžธ 8: แžšแž…แž“แžถแž”แŸ’แžšแžนแž„ prompt แž†แŸ’แž›แžถแžแžœแŸƒ แž”แž„แŸ’แž€แžพแž prompt แž–แžทแžŸแŸแžŸแžŠแŸ‚แž›แž”แŸ’แžšแžพแž”แžถแž“แž›แžพแžแžถแŸ†แž„แž–แŸแž‰แž›แŸแž‰แž“แŸƒแžŸแž˜แžแŸ’แžแž—แžถแž– PlaywrightแŸ– ```markdown # Web Automation Expert System Prompt ## Core Identity You are an advanced web automation specialist with deep expertise in browser automation, web scraping, and user experience analysis. You have access to Playwright tools for comprehensive browser control. ## Capabilities & Approach ### Navigation Strategy - Always start with screenshots to understand page layout - Use semantic selectors (text content, labels) when possible - Implement wait strategies for dynamic content - Handle single-page applications (SPAs) effectively ### Error Handling - Retry failed operations with exponential backoff - Provide clear error descriptions and solutions - Suggest alternative approaches when primary methods fail - Always capture diagnostic screenshots on errors ### Data Extraction - Extract structured data in JSON format when possible - Provide confidence scores for extracted information - Validate data completeness and accuracy - Handle pagination and infinite scroll scenarios ### Reporting - Include step-by-step execution logs - Provide before/after screenshots for verification - Suggest optimizations and alternative approaches - Document any limitations or edge cases encountered ## Ethical Guidelines - Respect robots.txt and rate limiting - Avoid overloading target servers - Only extract publicly available information - Follow website terms of service ``` #### แž‡แŸ†แž แžถแž“แž‘แžธ 9: แž”แž„แŸ’แž€แžพแž prompt แžขแŸ’แž“แž€แž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹แžŒแžธแžŽแžถแž˜แžทแž… แžšแž…แž“แžถแžงแž‘แžถแž แžšแžŽแŸ prompt แž“แžถแž“แžถแŸ– **๐ŸŒ แžงแž‘แžถแž แžšแžŽแŸแžœแžทแž—แžถแž‚แžœแŸ‚แž”:** ```markdown Navigate to github.com/kinfey and provide a comprehensive analysis including: 1. Repository structure and organization 2. Recent activity and contribution patterns 3. Documentation quality assessment 4. Technology stack identification 5. Community engagement metrics 6. Notable projects and their purposes Include screenshots at key steps and provide actionable insights. ``` ![Prompt](../../../../translated_images/km/Prompt.bfc846605db4999f.webp) ### ๐Ÿš€ แž‡แŸ†แž แžถแž“แž‘แžธ 5: แž”แŸ’แžšแžแžทแž”แžแŸ’แžแžท แž“แžทแž„แžŸแžถแž€แž›แŸ’แž”แž„ #### แž‡แŸ†แž แžถแž“แž‘แžธ 10: แž”แŸ’แžšแžแžทแž”แžแŸ’แžแžท แžขแžผแžแžผแž˜แŸ‰แžถแž‘แžธแž€แž€แž˜แŸ’แž˜แžŠแŸ†แž”แžผแž„แžšแž”แžŸแŸ‹แžขแŸ’แž“แž€ 1. **แž…แžปแž… "Run"** แžŠแžพแž˜แŸ’แž”แžธแž…แžถแž”แŸ‹แž•แŸ’แžแžพแž˜แž›แŸ†แž แžถแžแŸ‹แžŸแŸ’แžœแŸแž™แž”แŸ’แžšแžœแžแŸ’แžแžท 2. **แžแŸ’แžšแžฝแžแž–แžทแž“แžทแžแŸ’แž™แž€แžถแžšแž”แŸ’แžšแžแžทแž”แžแŸ’แžแžทแž–แŸแž›แžœแŸแž›แžถแž–แžทแž**แŸ– - แž€แž˜แŸ’แž˜แžœแžทแž’แžธแžšแžปแž€แžšแž€ Chrome แž”แžพแž€แžกแžพแž„แžŠแŸ„แž™แžŸแŸ’แžœแŸแž™แž”แŸ’แžšแžœแžแŸ’แžแžท - แž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžšแžšแžปแž€แžšแž€แž‘แŸ…แž‚แŸแž แž‘แŸ†แž–แŸแžšแž‚แŸ„แž›แžŠแŸ… - แž™แž€แžšแžผแž”แžแžแžขแŸแž€แŸ’แžšแž„แŸ‹แž“แŸ…แžšแžถแž›แŸ‹แž‡แŸ†แž แžถแž“แžŸแŸ†แžแžถแž“แŸ‹แŸ— - แž›แž‘แŸ’แž’แž•แž›แžœแžทแž—แžถแž‚แž”แž„แŸ’แž แžถแž‰แž–แŸแž›แžœแŸแž›แžถแž–แžทแž ![Browser](../../../../translated_images/km/Browser.ec011d0bd64d0d11.webp) #### แž‡แŸ†แž แžถแž“แž‘แžธ 11: แžœแžทแž—แžถแž‚แž›แž‘แŸ’แž’แž•แž›แž“แžทแž„แž…แŸ†แžŽแŸแŸ‡แžŠแžนแž„ แž–แžทแž“แžทแžแŸ’แž™แž›แž‘แŸ’แž’แž•แž›แž‡แžถแžŸแž„แŸ’แžแŸแž”แž“แŸ…แž€แŸ’แž“แžปแž„แž•แŸ’แž‘แžถแŸ†แž„ Agent BuilderแŸ– ![Result](../../../../translated_images/km/Result.8638f2b6703e9ea6.webp) ### ๐ŸŒŸ แž‡แŸ†แž แžถแž“แž‘แžธ 6: แžŸแž˜แžแŸ’แžแž—แžถแž–แžแŸ’แž–แžŸแŸ‹ แž“แžทแž„แž…แŸแž‰แž•แŸ’แžŸแžถแž™ #### แž‡แŸ†แž แžถแž“แž‘แžธ 12: แž“แžถแŸ†แž…แŸแž‰ แž“แžทแž„แž…แŸแž‰แž•แŸ’แžŸแžถแž™แž•แž›แžทแžแž€แž˜แŸ’แž˜ Agent Builder แžงแž”แžแŸ’แžแž˜แŸ’แž—แž‡แž˜แŸ’แžšแžพแžŸแž…แŸแž‰แž•แŸ’แžŸแžถแž™แž…แŸ’แžšแžพแž“แž”แŸ’แžšแž—แŸแž‘แŸ– ![Code](../../../../translated_images/km/Code.d9eeeead0b96db0c.webp) ## ๐ŸŽ“ แžŸแž„แŸ’แžแŸแž”แž˜แŸ‰แžผแžŒแžปแž› 2 แž“แžทแž„แž‡แŸ†แž แžถแž“แž”แž“แŸ’แž‘แžถแž”แŸ‹ ### ๐Ÿ† แžœแžทแž‰แŸ’แž‰แžถแž”แž“แž”แŸแžแŸ’แžšแž‡แŸ„แž‚แž‡แŸแž™แŸ– แžขแŸ’แž“แž€แžฏแž€แž‘แŸแžŸ MCP Integration **โœ… แž‡แŸ†แž“แžถแž‰แžŠแŸ‚แž›แž”แžถแž“แž™แž›แŸ‹แžŠแžนแž„:** - [ ] แž™แž›แŸ‹แžŠแžนแž„แžŸแŸ’แžแžถแž”แžแŸ’แž™แž€แž˜แŸ’แž˜ MCP แž“แžทแž„แžขแžแŸ’แžแž”แŸ’แžšแž™แŸ„แž‡แž“แŸ - [ ] แžšแžปแž€แžšแž€แž”แžšแžทแž™แžถแž€แžถแžŸแž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MCP แžšแž”แžŸแŸ‹ Microsoft - [ ] แžŸแž˜แŸ’แž–แž“แŸ’แž’ Playwright MCP แž‡แžถแž˜แžฝแž™ Microsoft Foundry Toolkit - [ ] แž”แž„แŸ’แž€แžพแžแž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžšแžขแžผแžแžผแž˜แŸ‰แžถแž‘แžธแž€แž€แž˜แŸ’แž˜แžšแžปแž€แžšแž€แž˜แžถแž“แž‡แŸ†แž“แžถแž‰ - [ ] แžœแžทแž…แžทแžแŸ’แžšแžŸ prompt แžแŸ’แž–แžŸแŸ‹แžŸแž˜แŸ’แžšแžถแž”แŸ‹แž€แžถแžšแžขแžผแžแžผแž˜แŸ‰แžถแž‘แžธแž€แž€แž˜แŸ’แž˜แžœแŸ‚แž” ### ๐Ÿ“š แž”แŸ’แžšแž—แž–แž–แŸแžแŸŒแž˜แžถแž“แž”แž“แŸ’แžแŸ‚แž˜ - **๐Ÿ”— แž‚แŸ„แž›แž€แžถแžšแžŽแŸ MCP**: [แžฏแž€แžŸแžถแžšแž˜แŸ‰แžผแžŒแŸ‚แž›แžŸแŸ’แžแž„แŸ‹แžŠแžถแžš](https://modelcontextprotocol.io/) - **๐Ÿ› ๏ธ API Playwright**: [แžฏแž€แžŸแžถแžšแž–แŸแž‰แž›แŸแž‰](https://playwright.dev/docs/api/class-playwright) - **๐Ÿข แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ Microsoft MCP**: [แž˜แž‚แŸ’แž‚แžปแž‘แŸแžŸแž€แŸแžŸแž˜แŸ’แž–แž“แŸ’แž’แžŸแž แž‚แŸ’แžšแžถแžŸ](https://github.com/microsoft/mcp-servers) - **๐ŸŒ แžงแž‘แžถแž แžšแžŽแŸแžŸแž แž‚แž˜แž“แŸ**: [แžŸแžถแž›แžถแžšแŸ€แž“แž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MCP](https://github.com/modelcontextprotocol/servers) **๐ŸŽ‰ แžŸแžผแž˜แžขแž”แžขแžšแžŸแžถแž‘แžš!** แžขแŸ’แž“แž€แž”แžถแž“แž‡แŸ„แž‚แž‡แŸแž™แž€แŸ’แž“แžปแž„แž€แžถแžšแž‚แŸ’แžšแž”แŸ‹แž‚แŸ’แžšแž„แž€แžถแžšแžŸแž˜แŸ’แž–แž“แŸ’แž’ MCP แž แžพแž™แžฅแžกแžผแžœ แžขแŸ’แž“แž€แžขแžถแž…แž”แž„แŸ’แž€แžพแžแž—แŸ’แž“แžถแž€แŸ‹แž„แžถแžš AI แžŸแž˜แŸ’แžšแžถแž”แŸ‹แž•แž›แžทแžแž€แž˜แŸ’แž˜แžŠแŸ‚แž›แž˜แžถแž“แžŸแž˜แžแŸ’แžแž—แžถแž–แžŠแŸ„แž™แžงแž”แž€แžšแžŽแŸแžแžถแž„แž€แŸ’แžšแŸ…! ### ๐Ÿ”œ แž”แž“แŸ’แžแž‘แŸ…แž˜แŸ‰แžผแžŒแžปแž›แž”แž“แŸ’แž‘แžถแž”แŸ‹ แžแŸ’แžšแŸ€แž˜แžแŸ’แž›แžฝแž“แžŠแžถแž€แŸ‹แž‡แŸ†แž“แžถแž‰ MCP แžšแž”แžŸแŸ‹แžขแŸ’แž“แž€แž‘แŸ…แž€แž˜แŸ’แžšแžทแžแž”แž“แŸ’แž‘แžถแž”แŸ‹? แž”แž“แŸ’แžแž‘แŸ… **[แž˜แŸ‰แžผแžŒแžปแž› 3: แž€แžถแžšแžขแž—แžทแžœแžŒแŸ’แž MCP แž€แž˜แŸ’แžšแžทแžแžแŸ’แž–แžŸแŸ‹แž‡แžถแž˜แžฝแž™ Microsoft Foundry Toolkit](../lab3/README.md)** แžŠแŸ‚แž›แžขแŸ’แž“แž€แž“แžนแž„แžšแŸ€แž“แŸ– - แž”แž„แŸ’แž€แžพแžแž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ MCP แž•แŸ’แž‘แžถแž›แŸ‹แžแŸ’แž›แžฝแž“ - แž€แŸ†แžŽแžแŸ‹แžšแž…แž“แžถแžŸแž˜แŸ’แž–แŸแž“แŸ’แž’ แž“แžทแž„แž”แŸ’แžšแžพ MCP Python SDK แžแŸ’แž˜แžธแŸ— - แžแŸ†แžกแžพแž„ MCP Inspector แžŸแž˜แŸ’แžšแžถแž”แŸ‹แžŠแŸ†แžŽแŸ„แŸ‡แžŸแŸ’แžšแžถแž™แž€แŸ†แž แžปแžŸ - แž”แž„แŸ’แž€แžพแžแž€แžถแžšแž„แžถแžšแžขแž—แžทแžœแžŒแŸ’แž MCP server แž€แž˜แŸ’แžšแžทแžแžแŸ’แž–แžŸแŸ‹ - แž”แž„แŸ’แž€แžพแžแž˜แŸ‰แžถแžŸแŸŠแžธแž“แž˜แŸ Weather MCP แž–แžธแžŠแžพแž˜แž”แŸ’แžšแž€แž”แžŠแŸ„แž™แž‡แŸ„แž‚แž‡แŸแž™ --- **แž€แžถแžšแž”แžŠแžทแžŸแŸแž’**: แžฏแž€แžŸแžถแžšแž“แŸแŸ‡แžแŸ’แžšแžผแžœแž”แžถแž“แž”แž˜แŸ’แž›แŸ‚แž„แž—แžถแžŸแžถ แžŠแŸ„แž™แž”แŸ’แžšแžพแžŸแŸแžœแžถแž”แž˜แŸ’แž›แŸ‚แž„แž—แžถแžŸแžถ AI [Co-op Translator](https://github.com/Azure/co-op-translator)แŸ” แž‘แŸ„แŸ‡แž™แžพแž„แžแŸ’แž‰แžปแŸ†แž˜แžถแž“แž€แŸ’แžแžธแž”แŸ’แžšแžถแžแŸ’แž“แžถแžฑแŸ’แž™แž”แžถแž“แž…แŸ’แž”แžถแžŸแŸ‹แž›แžถแžŸแŸ‹ แžแŸ‚แžŸแžผแž˜แž™แž›แŸ‹แžŠแžนแž„แžแžถแž€แžถแžšแž”แž˜แŸ’แž›แŸ‚แž„แžŠแŸ„แž™แžŸแŸ’แžœแŸแž™แž”แŸ’แžšแžœแžแŸ’แžแžทแž€แŸแžขแžถแž…แž˜แžถแž“แž€แŸ†แž แžปแžŸแžฌแž—แžถแž–แž˜แžทแž“แžแŸ’แžšแžนแž˜แžแŸ’แžšแžผแžœแŸ” แžฏแž€แžŸแžถแžšแžŠแžพแž˜แž‡แžถแž—แžถแžŸแžถแž‘แžธแžแžถแŸ†แž„แž‚แžฝแžšแžแŸ’แžšแžผแžœแž”แžถแž“แž‚แŸแž”แŸ’แžšแžพแž‡แžถแž”แŸ’แžšแž—แž–แž…แŸ’แž”แžถแžŸแŸ‹แž›แžถแžŸแŸ‹แŸ” แžŸแž˜แŸ’แžšแžถแž”แŸ‹แž–แŸแžแŸŒแž˜แžถแž“แžŸแŸ†แžแžถแž“แŸ‹แŸ— แžŸแžผแž˜แžŽแŸ‚แž“แžถแŸ†แžฑแŸ’แž™แž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹แž€แžถแžšแž”แŸ’แžšแŸ‚แžŠแŸ„แž™แž˜แž“แžปแžŸแŸ’แžŸแž‡แŸ†แž“แžถแž‰แŸ” แž™แžพแž„แžแŸ’แž‰แžปแŸ†แž˜แžทแž“แž‘แž‘แžฝแž›แžแžปแžŸแžแŸ’แžšแžผแžœแž…แŸ†แž–แŸ„แŸ‡แž€แžถแžšแž™แž›แŸ‹แž…แŸ’แžšแžกแŸ† แžฌแž€แžถแžšแž”แž€แžŸแŸ’แžšแžถแž™แžแžปแžŸแž”แž“แŸ’แž‘แžถแž”แŸ‹แž–แžธแž€แžถแžšแž”แŸ’แžšแžพแž”แŸ’แžšแžถแžŸแŸ‹แž€แžถแžšแž”แž˜แŸ’แž›แŸ‚แž„แž“แŸแŸ‡แž“แŸ„แŸ‡แž‘แŸแŸ”