# 🔧 āĻŽāĻĄāĻŋāωāϞ ā§Š: āĻŽāĻžāχāĻ•ā§āϰ⧋āϏāĻĢāϟ āĻĢāĻžāωāĻ¨ā§āĻĄā§āϰāĻŋ āϟ⧁āϞāĻ•āĻŋāϟ āĻĻāĻŋāϝāĻŧ⧇ āωāĻ¨ā§āύāϤ MCP āωāĻ¨ā§āύāϝāĻŧāύ ![Duration](https://img.shields.io/badge/Duration-20_minutes-blue?style=flat-square) ![Microsoft Foundry Toolkit](https://img.shields.io/badge/Microsoft_Foundry_Toolkit-Required-orange?style=flat-square) ![Python](https://img.shields.io/badge/Python-3.10+-green?style=flat-square) ![MCP SDK](https://img.shields.io/badge/MCP_SDK-1.9.3-purple?style=flat-square) ![Inspector](https://img.shields.io/badge/MCP_Inspector-0.14.0-blue?style=flat-square) ## đŸŽ¯ āĻļ⧇āĻ–āĻžāϰ āωāĻĻā§āĻĻ⧇āĻļā§āϝ āĻāχ āĻ˛ā§āϝāĻžāĻŦ⧇āϰ āĻļ⧇āώ⧇ āφāĻĒāύāĻŋ āĻĒāĻžāϰāĻŦ⧇āύ: - ✅ āĻŽāĻžāχāĻ•ā§āϰ⧋āϏāĻĢāϟ āĻĢāĻžāωāĻ¨ā§āĻĄā§āϰāĻŋ āϟ⧁āϞāĻ•āĻŋāϟ āĻŦā§āϝāĻŦāĻšāĻžāϰ āĻ•āϰ⧇ āĻ•āĻžāĻ¸ā§āϟāĻŽ MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āϤ⧈āϰāĻŋ āĻ•āϰāĻž - ✅ āϏāĻ°ā§āĻŦāĻļ⧇āώ MCP āĻĒāĻžāχāĻĨāύ SDK (v1.9.3) āĻ•āύāĻĢāĻŋāĻ—āĻžāϰ āĻ“ āĻŦā§āϝāĻŦāĻšāĻžāϰ āĻ•āϰāĻž - ✅ āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚ āĻāϰ āϜāĻ¨ā§āϝ MCP Inspector āϏ⧇āϟāφāĻĒ āĻ“ āĻŦā§āϝāĻŦāĻšāĻžāϰ āĻ•āϰāĻž - ✅ Agent Builder āĻāĻŦāĻ‚ Inspector āĻĒāϰāĻŋāĻŦ⧇āĻļ⧇ MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āĻĄāĻŋāĻŦāĻžāĻ— āĻ•āϰāĻž - ✅ āωāĻ¨ā§āύāϤ MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āωāĻ¨ā§āύāϝāĻŧāύ āĻ•āĻžāĻœā§‡āϰ āĻĒā§āϰāĻŦāĻžāĻš āĻŦā§‹āĻāĻž ## 📋 āĻĒā§‚āĻ°ā§āĻŦāĻžāĻĒāϰ āĻĒā§āϰāϝāĻŧā§‹āϜāύ⧀āϝāĻŧāϤāĻž - āĻ˛ā§āϝāĻžāĻŦ ⧍ (MCP āĻŽā§‚āϞ āĻŦāĻŋāώāϝāĻŧāĻžāĻŦāϞ⧀) āϏāĻŽā§āĻĒāĻ¨ā§āύ āĻ•āϰāĻž - VS Code āĻ Microsoft Foundry Toolkit āĻāĻ•ā§āϏāĻŸā§‡āύāĻļāύ āχāύāĻ¸ā§āϟāϞ āĻ•āϰāĻž - āĻĒāĻžāχāĻĨāύ 3.10+ āĻĒāϰāĻŋāĻŦ⧇āĻļ - Inspector āϏ⧇āϟāφāĻĒ⧇āϰ āϜāĻ¨ā§āϝ Node.js āĻāĻŦāĻ‚ npm ## đŸ—ī¸ āφāĻĒāύāĻŋ āϝāĻž āϤ⧈āϰāĻŋ āĻ•āϰāĻŦ⧇āύ āĻāχ āĻ˛ā§āϝāĻžāĻŦ⧇, āφāĻĒāύāĻŋ āĻāĻ•āϟāĻŋ **Weather MCP Server** āϤ⧈āϰāĻŋ āĻ•āϰāĻŦ⧇āύ āϝāĻž āĻĒā§āϰāĻĻāĻ°ā§āĻļāύ āĻ•āϰāĻŦ⧇: - āĻ•āĻžāĻ¸ā§āϟāĻŽ MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āĻŦāĻžāĻ¸ā§āϤāĻŦāĻžāϝāĻŧāύ - Microsoft Foundry Toolkit Agent Builder āĻāϰ āϏāĻžāĻĨ⧇ āχāĻ¨ā§āϟāĻŋāĻ—ā§āϰ⧇āĻļāύ - āĻĒ⧇āĻļāĻžāĻĻāĻžāϰ āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚ āĻ•āĻžāĻœā§‡āϰ āĻĒā§āϰāĻŦāĻžāĻš - āφāϧ⧁āύāĻŋāĻ• MCP SDK āĻŦā§āϝāĻŦāĻšāĻžāϰ⧇āϰ āĻĒā§āϝāĻžāϟāĻžāĻ°ā§āύ --- ## 🔧 āĻŽā§‚āϞ āωāĻĒāĻžāĻĻāĻžāύāϏāĻŽā§‚āĻšā§‡āϰ āĻ“āĻ­āĻžāϰāĻ­āĻŋāω ### 🐍 MCP āĻĒāĻžāχāĻĨāύ SDK āĻŽāĻĄā§‡āϞ āĻ•āύāĻŸā§‡āĻ•ā§āϏāϟ āĻĒā§āϰ⧋āĻŸā§‹āĻ•āϞ āĻĒāĻžāχāĻĨāύ SDK āĻ•āĻžāĻ¸ā§āϟāĻŽ MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āϤ⧈āϰāĻŋāϰ āĻ­āĻŋāĻ¤ā§āϤāĻŋ āĻĒā§āϰāĻĻāĻžāύ āĻ•āϰ⧇āĨ¤ āφāĻĒāύāĻŋ āϏāĻ‚āĻ¸ā§āĻ•āϰāĻŖ 1.9.3 āĻŦā§āϝāĻŦāĻšāĻžāϰ āĻ•āϰāĻŦ⧇āύ āϝāĻž āωāĻ¨ā§āύāϤ āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚ āϏ⧁āĻŦāĻŋāϧāĻž āĻĒā§āϰāĻĻāĻžāύ āĻ•āϰ⧇āĨ¤ ### 🔍 MCP Inspector āĻāĻ•āϟāĻŋ āĻļāĻ•ā§āϤāĻŋāĻļāĻžāϞ⧀ āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚ āϟ⧁āϞ āϝāĻž āĻĒā§āϰāĻĻāĻžāύ āĻ•āϰ⧇: - āϰāĻŋāϝāĻŧ⧇āϞ-āϟāĻžāχāĻŽ āϏāĻžāĻ°ā§āĻ­āĻžāϰ āĻŽāύāĻŋāϟāϰāĻŋāĻ‚ - āϟ⧁āϞ āĻ•āĻžāĻ°ā§āϝāĻ•āϰ⧀ āĻĒā§āϰāĻĻāĻ°ā§āĻļāύ - āύ⧇āϟāĻ“āϝāĻŧāĻžāĻ°ā§āĻ• āĻ…āύ⧁āϰ⧋āϧ/āĻĒā§āϰāϤāĻŋāĻ•ā§āϰāĻŋāϝāĻŧāĻž āĻĒāϰāĻŋāĻĻāĻ°ā§āĻļāύ - āχāĻ¨ā§āϟāĻžāϰ⧇āĻ•ā§āϟāĻŋāĻ­ āĻŸā§‡āĻ¸ā§āϟāĻŋāĻ‚ āĻĒāϰāĻŋāĻŦ⧇āĻļ --- ## 📖 āϧāĻžāĻĒ⧇ āϧāĻžāĻĒ⧇ āĻŦāĻžāĻ¸ā§āϤāĻŦāĻžāϝāĻŧāύ ### āϧāĻžāĻĒ ā§§: Agent Builder-āĻ āĻāĻ•āϟāĻŋ WeatherAgent āϤ⧈āϰāĻŋ āĻ•āϰ⧁āύ 1. VS Code-āĻ Microsoft Foundry Toolkit āĻāĻ•ā§āϏāĻŸā§‡āύāĻļāύ āĻŽāĻžāĻ§ā§āϝāĻŽā§‡ **Agent Builder āϞāĻžā§āϚ āĻ•āϰ⧁āύ** 2. āύāĻŋāĻŽā§āύāϞāĻŋāĻ–āĻŋāϤ āĻ•āύāĻĢāĻŋāĻ—āĻžāϰ⧇āĻļāύ⧇āϰ āϏāĻžāĻĨ⧇ **āĻāĻ•āϟāĻŋ āύāϤ⧁āύ āĻāĻœā§‡āĻ¨ā§āϟ āϤ⧈āϰāĻŋ āĻ•āϰ⧁āύ:** - āĻāĻœā§‡āĻ¨ā§āĻŸā§‡āϰ āύāĻžāĻŽ: `WeatherAgent` ![Agent Creation](../../../../translated_images/bn/Agent.c9c33f6a412b4cde.webp) ### āϧāĻžāĻĒ ā§¨: MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āĻĒā§āϰāĻ•āĻ˛ā§āĻĒ āĻļ⧁āϰ⧁ āĻ•āϰ⧁āύ 1. Agent Builder-āĻ **Tools → Add Tool** āϝāĻžāύ 2. āωāĻĒāϞāĻŦā§āϧ āĻ…āĻĒāĻļāύ āĻĨ⧇āϕ⧇ **"MCP Server" āύāĻŋāĻ°ā§āĻŦāĻžāϚāύ āĻ•āϰ⧁āύ** 3. **"Create A new MCP Server" āύāĻŋāĻ°ā§āĻŦāĻžāϚāύ āĻ•āϰ⧁āύ** 4. `python-weather` āĻŸā§‡āĻŽāĻĒā§āϞ⧇āϟ āύāĻŋāĻ°ā§āĻŦāĻžāϚāύ āĻ•āϰ⧁āύ 5. āφāĻĒāύāĻžāϰ āϏāĻžāĻ°ā§āĻ­āĻžāϰ⧇āϰ āύāĻžāĻŽ āĻĻāĻŋāύ: `weather_mcp` ![Python Template Selection](../../../../translated_images/bn/Pythontemplate.9d0a2913c6491500.webp) ### āϧāĻžāĻĒ ā§Š: āĻĒā§āϰāĻ•āĻ˛ā§āĻĒ āϖ⧁āϞ⧁āύ āĻāĻŦāĻ‚ āĻĒāĻ°ā§āϝāĻžāϞ⧋āϚāύāĻž āĻ•āϰ⧁āύ 1. VS Code-āĻ āϤ⧈āϰāĻŋ āĻšāĻ“āϝāĻŧāĻž āĻĒā§āϰāĻ•āĻ˛ā§āĻĒ āϖ⧁āϞ⧁āύ 2. āĻĒā§āϰāĻ•āĻ˛ā§āĻĒ⧇āϰ āĻ•āĻžāĻ āĻžāĻŽā§‹ āĻĒāĻ°ā§āϝāĻžāϞ⧋āϚāύāĻž āĻ•āϰ⧁āύ: ``` weather_mcp/ ├── src/ │ ├── __init__.py │ └── server.py ├── inspector/ │ ├── package.json │ └── package-lock.json ├── .vscode/ │ ├── launch.json │ └── tasks.json ├── pyproject.toml └── README.md ``` ### āϧāĻžāĻĒ ā§Ē: āϏāĻ°ā§āĻŦāĻļ⧇āώ MCP SDK āĻ āφāĻĒāĻ—ā§āϰ⧇āĻĄ āĻ•āϰ⧁āύ > **🔍 āϕ⧇āύ āφāĻĒāĻ—ā§āϰ⧇āĻĄ āĻ•āϰāĻŦ⧇āύ?** āωāĻ¨ā§āύāϤ āĻŦ⧈āĻļāĻŋāĻˇā§āĻŸā§āϝ āĻāĻŦāĻ‚ āωāĻ¨ā§āύāϤ āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚ āĻ•ā§āώāĻŽāϤāĻžāϰ āϜāĻ¨ā§āϝ āφāĻŽāϰāĻž āϏāĻ°ā§āĻŦāĻļ⧇āώ MCP SDK (v1.9.3) āĻāĻŦāĻ‚ Inspector āϏāĻžāĻ°ā§āĻ­āĻŋāϏ (0.14.0) āĻŦā§āϝāĻŦāĻšāĻžāϰ āĻ•āϰāϤ⧇ āϚāĻžāχāĨ¤ #### ā§Ēa. āĻĒāĻžāχāĻĨāύ āĻĄāĻŋāĻĒ⧇āĻ¨ā§āĻĄā§‡āĻ¨ā§āϏāĻŋ āφāĻĒāĻĄā§‡āϟ āĻ•āϰ⧁āύ **`pyproject.toml` āϏāĻŽā§āĻĒāĻžāĻĻāύāĻž āĻ•āϰ⧁āύ:** [./code/weather_mcp/pyproject.toml](../../../../10-StreamliningAIWorkflowsBuildingAnMCPServerWithAIToolkit/lab3/code/weather_mcp/pyproject.toml) āφāĻĒāĻĄā§‡āϟ āĻ•āϰ⧁āύ #### ā§Ēb. Inspector āĻ•āύāĻĢāĻŋāĻ—āĻžāϰ⧇āĻļāύ āφāĻĒāĻĄā§‡āϟ āĻ•āϰ⧁āύ **`inspector/package.json` āϏāĻŽā§āĻĒāĻžāĻĻāύāĻž āĻ•āϰ⧁āύ:** [./code/weather_mcp/inspector/package.json](../../../../10-StreamliningAIWorkflowsBuildingAnMCPServerWithAIToolkit/lab3/code/weather_mcp/inspector/package.json) āφāĻĒāĻĄā§‡āϟ āĻ•āϰ⧁āύ #### ā§Ēc. Inspector āĻĄāĻŋāĻĒ⧇āĻ¨ā§āĻĄā§‡āĻ¨ā§āϏāĻŋ āφāĻĒāĻĄā§‡āϟ āĻ•āϰ⧁āύ **`inspector/package-lock.json` āϏāĻŽā§āĻĒāĻžāĻĻāύāĻž āĻ•āϰ⧁āύ:** [./code/weather_mcp/inspector/package-lock.json](../../../../10-StreamliningAIWorkflowsBuildingAnMCPServerWithAIToolkit/lab3/code/weather_mcp/inspector/package-lock.json) āφāĻĒāĻĄā§‡āϟ āĻ•āϰ⧁āύ > **📝 āĻĻā§āϰāĻˇā§āϟāĻŦā§āϝ:** āĻāχ āĻĢāĻžāχāϞ⧇ āĻŦāĻŋāĻ¸ā§āϤ⧃āϤ āĻĄāĻŋāĻĒ⧇āĻ¨ā§āĻĄā§‡āĻ¨ā§āϏāĻŋ āϏāĻ‚āĻœā§āĻžāĻž āĻĨāĻžāϕ⧇āĨ¤ āύāĻŋāĻšā§‡ āĻŽā§ŒāϞāĻŋāĻ• āĻ•āĻžāĻ āĻžāĻŽā§‹ āĻĻ⧇āĻ–āĻžāύ⧋ āĻšāϝāĻŧ⧇āϛ⧇ - āϏāĻŽā§āĻĒā§‚āĻ°ā§āĻŖ āĻ•āĻ¨ā§āĻŸā§‡āĻ¨ā§āϟ āϏāĻ āĻŋāĻ• āĻĄāĻŋāĻĒ⧇āĻ¨ā§āĻĄā§‡āĻ¨ā§āϏāĻŋ āϏāĻŽāĻžāϧāĻžāύ āύāĻŋāĻļā§āϚāĻŋāϤ āĻ•āϰ⧇āĨ¤ > **⚡ āϏāĻŽā§āĻĒā§‚āĻ°ā§āĻŖ āĻĒā§āϝāĻžāϕ⧇āϜ āϞāĻ•:** āϏāĻŽā§āĻĒā§‚āĻ°ā§āĻŖ package-lock.json āĻ āĻĒā§āϰāĻžāϝāĻŧ ā§Šā§Ļā§Ļā§Ļ āϞāĻžāχāύ āĻĄāĻŋāĻĒ⧇āĻ¨ā§āĻĄā§‡āĻ¨ā§āϏāĻŋ āϏāĻ‚āĻœā§āĻžāĻž āϰāϝāĻŧ⧇āϛ⧇āĨ¤ āωāĻĒāϰ⧇āϰ āĻ…āĻ‚āĻļ⧇āχ āĻŽā§‚āϞ āĻ•āĻžāĻ āĻžāĻŽā§‹ āĻĻ⧇āĻ–āĻžāύ⧋ āĻšāϝāĻŧ⧇āϛ⧇ - āϏāĻŽā§āĻĒā§‚āĻ°ā§āĻŖ āĻĄāĻŋāĻĒ⧇āĻ¨ā§āĻĄā§‡āĻ¨ā§āϏāĻŋ āϏāĻŽāĻžāϧāĻžāύ⧇āϰ āϜāĻ¨ā§āϝ āĻĒā§āϰāĻĻāĻ¤ā§āϤ āĻĢāĻžāχāϞāϟāĻŋ āĻŦā§āϝāĻŦāĻšāĻžāϰ āĻ•āϰ⧁āύāĨ¤ ### āϧāĻžāĻĒ ā§Ģ: VS Code āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚ āĻ•āύāĻĢāĻŋāĻ—āĻžāϰ āĻ•āϰ⧁āύ *āĻĻā§āϰāĻˇā§āϟāĻŦā§āϝ: āĻ…āύ⧁āĻ—ā§āϰāĻš āĻ•āϰ⧇ āύāĻŋāĻ°ā§āĻĻāĻŋāĻˇā§āϟ āĻĒāĻĨ⧇āϰ āĻĢāĻžāχāϞ āĻ•āĻĒāĻŋ āĻ•āϰ⧇ āϏāĻ‚āĻļā§āϞāĻŋāĻˇā§āϟ āĻ¸ā§āĻĨāĻžāύ⧀āϝāĻŧ āĻĢāĻžāχāϞ āĻĒā§āϰāϤāĻŋāĻ¸ā§āĻĨāĻžāĻĒāύ āĻ•āϰ⧁āύ* #### ā§Ģa. āϞāĻžā§āϚ āĻ•āύāĻĢāĻŋāĻ—āĻžāϰ⧇āĻļāύ āφāĻĒāĻĄā§‡āϟ āĻ•āϰ⧁āύ **`.vscode/launch.json` āϏāĻŽā§āĻĒāĻžāĻĻāύāĻž āĻ•āϰ⧁āύ:** ```json { "version": "0.2.0", "configurations": [ { "name": "Attach to Local MCP", "type": "debugpy", "request": "attach", "connect": { "host": "localhost", "port": 5678 }, "presentation": { "hidden": true }, "internalConsoleOptions": "neverOpen", "postDebugTask": "Terminate All Tasks" }, { "name": "Launch Inspector (Edge)", "type": "msedge", "request": "launch", "url": "http://localhost:6274?timeout=60000&serverUrl=http://localhost:3001/sse#tools", "cascadeTerminateToConfigurations": [ "Attach to Local MCP" ], "presentation": { "hidden": true }, "internalConsoleOptions": "neverOpen" }, { "name": "Launch Inspector (Chrome)", "type": "chrome", "request": "launch", "url": "http://localhost:6274?timeout=60000&serverUrl=http://localhost:3001/sse#tools", "cascadeTerminateToConfigurations": [ "Attach to Local MCP" ], "presentation": { "hidden": true }, "internalConsoleOptions": "neverOpen" } ], "compounds": [ { "name": "Debug in Agent Builder", "configurations": [ "Attach to Local MCP" ], "preLaunchTask": "Open Agent Builder", }, { "name": "Debug in Inspector (Edge)", "configurations": [ "Launch Inspector (Edge)", "Attach to Local MCP" ], "preLaunchTask": "Start MCP Inspector", "stopAll": true }, { "name": "Debug in Inspector (Chrome)", "configurations": [ "Launch Inspector (Chrome)", "Attach to Local MCP" ], "preLaunchTask": "Start MCP Inspector", "stopAll": true } ] } ``` **`.vscode/tasks.json` āϏāĻŽā§āĻĒāĻžāĻĻāύāĻž āĻ•āϰ⧁āύ:** ``` { "version": "2.0.0", "tasks": [ { "label": "Start MCP Server", "type": "shell", "command": "python -m debugpy --listen 127.0.0.1:5678 src/__init__.py sse", "isBackground": true, "options": { "cwd": "${workspaceFolder}", "env": { "PORT": "3001" } }, "problemMatcher": { "pattern": [ { "regexp": "^.*$", "file": 0, "location": 1, "message": 2 } ], "background": { "activeOnStart": true, "beginsPattern": ".*", "endsPattern": "Application startup complete|running" } } }, { "label": "Start MCP Inspector", "type": "shell", "command": "npm run dev:inspector", "isBackground": true, "options": { "cwd": "${workspaceFolder}/inspector", "env": { "CLIENT_PORT": "6274", "SERVER_PORT": "6277", } }, "problemMatcher": { "pattern": [ { "regexp": "^.*$", "file": 0, "location": 1, "message": 2 } ], "background": { "activeOnStart": true, "beginsPattern": "Starting MCP inspector", "endsPattern": "Proxy server listening on port" } }, "dependsOn": [ "Start MCP Server" ] }, { "label": "Open Agent Builder", "type": "shell", "command": "echo ${input:openAgentBuilder}", "presentation": { "reveal": "never" }, "dependsOn": [ "Start MCP Server" ], }, { "label": "Terminate All Tasks", "command": "echo ${input:terminate}", "type": "shell", "problemMatcher": [] } ], "inputs": [ { "id": "openAgentBuilder", "type": "command", "command": "ai-mlstudio.agentBuilder", "args": { "initialMCPs": [ "local-server-weather_mcp" ], "triggeredFrom": "vsc-tasks" } }, { "id": "terminate", "type": "command", "command": "workbench.action.tasks.terminate", "args": "terminateAll" } ] } ``` --- ## 🚀 āφāĻĒāύāĻžāϰ MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āϚāĻžāϞāĻžāύ⧋ āĻāĻŦāĻ‚ āĻĒāϰ⧀āĻ•ā§āώāĻž āĻ•āϰāĻž ### āϧāĻžāĻĒ ā§Ŧ: āĻĄāĻŋāĻĒ⧇āĻ¨ā§āĻĄā§‡āĻ¨ā§āϏāĻŋ āχāύāĻ¸ā§āϟāϞ āĻ•āϰ⧁āύ āĻ•āύāĻĢāĻŋāĻ—āĻžāϰ⧇āĻļāύ āĻĒāϰāĻŋāĻŦāĻ°ā§āϤāύ⧇āϰ āĻĒāϰ āύāĻŋāĻšā§‡āϰ āĻ•āĻŽāĻžāĻ¨ā§āĻĄāϗ⧁āϞāĻŋ āϚāĻžāϞāĻžāύ: **āĻĒāĻžāχāĻĨāύ āĻĄāĻŋāĻĒ⧇āĻ¨ā§āĻĄā§‡āĻ¨ā§āϏāĻŋ āχāύāĻ¸ā§āϟāϞ āĻ•āϰ⧁āύ:** ```bash uv sync ``` **Inspector āĻĄāĻŋāĻĒ⧇āĻ¨ā§āĻĄā§‡āĻ¨ā§āϏāĻŋ āχāύāĻ¸ā§āϟāϞ āĻ•āϰ⧁āύ:** ```bash cd inspector npm install ``` ### āϧāĻžāĻĒ ā§­: Agent Builder āĻĻāĻŋāϝāĻŧ⧇ āĻĄāĻŋāĻŦāĻžāĻ— āĻ•āϰ⧁āύ 1. **F5 āϚāĻžāĻĒ⧁āύ** āĻ…āĻĨāĻŦāĻž **"Debug in Agent Builder"** āĻ•āύāĻĢāĻŋāĻ—āĻžāϰ⧇āĻļāύ⧇āϰ āĻŦā§āϝāĻŦāĻšāĻžāϰ āĻ•āϰ⧁āύ 2. āĻĄāĻŋāĻŦāĻžāĻ— āĻĒā§āϝāĻžāύ⧇āϞ āĻĨ⧇āϕ⧇ āĻ•āĻŽā§āĻĒāĻžāωāĻ¨ā§āĻĄ āĻ•āύāĻĢāĻŋāĻ—āĻžāϰ⧇āĻļāύ āύāĻŋāĻ°ā§āĻŦāĻžāϚāύ āĻ•āϰ⧁āύ 3. āϏāĻžāĻ°ā§āĻ­āĻžāϰ āĻļ⧁āϰ⧁ āĻšāĻ“āϝāĻŧāĻž āĻāĻŦāĻ‚ Agent Builder āĻ–ā§‹āϞāĻžāϰ āĻ…āĻĒ⧇āĻ•ā§āώāĻž āĻ•āϰ⧁āύ 4. āĻ­āĻžāĻ™ā§āĻ—āĻ­āĻžāĻ™ā§āĻ—āĻž āĻĒā§āϰāĻžāĻ•ā§ƒāϤāĻŋāĻ• āĻ­āĻžāώāĻžāϰ āĻĒā§āϰāĻļā§āύ⧇āϰ āĻŽāĻžāĻ§ā§āϝāĻŽā§‡ āφāĻĒāύāĻžāϰ weather MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āĻĒāϰ⧀āĻ•ā§āώāĻž āĻ•āϰ⧁āύ āĻāχāϰāĻ•āĻŽ āχāύāĻĒ⧁āϟ āĻĻāĻŋāύ SYSTEM_PROMPT ``` You are my weather assistant ``` USER_PROMPT ``` How's the weather like in Seattle ``` ![Agent Builder Debug Result](../../../../translated_images/bn/Result.6ac570f7d2b1d538.webp) ### āϧāĻžāĻĒ ā§Ž: MCP Inspector āĻĻāĻŋāϝāĻŧ⧇ āĻĄāĻŋāĻŦāĻžāĻ— āĻ•āϰ⧁āύ 1. **"Debug in Inspector"** āĻ•āύāĻĢāĻŋāĻ—āĻžāϰ⧇āĻļāύ āĻŦā§āϝāĻŦāĻšāĻžāϰ āĻ•āϰ⧁āύ (Edge āĻ…āĻĨāĻŦāĻž Chrome) 2. `http://localhost:6274` āĻ Inspector āχāĻ¨ā§āϟāĻžāϰāĻĢ⧇āϏ āϖ⧁āϞ⧁āύ 3. āχāĻ¨ā§āϟāĻžāϰ⧇āĻ•ā§āϟāĻŋāĻ­ āĻŸā§‡āĻ¸ā§āϟāĻŋāĻ‚ āĻĒāϰāĻŋāĻŦ⧇āĻļ āĻ…āĻ¨ā§āĻŦ⧇āώāĻŖ āĻ•āϰ⧁āύ: - āωāĻĒāϞāĻŦā§āϧ āϟ⧁āϞāϗ⧁āϞāĻŋ āĻĻ⧇āϖ⧁āύ - āϟ⧁āϞ āĻ•āĻžāĻ°ā§āϝāĻ•āϰ⧀ āĻĒāϰ⧀āĻ•ā§āώāĻž āĻ•āϰ⧁āύ - āύ⧇āϟāĻ“āϝāĻŧāĻžāĻ°ā§āĻ• āĻ…āύ⧁āϰ⧋āϧ āĻĒāĻ°ā§āϝāĻŦ⧇āĻ•ā§āώāĻŖ āĻ•āϰ⧁āύ - āϏāĻžāĻ°ā§āĻ­āĻžāϰ āĻĒā§āϰāϤāĻŋāĻ•ā§āϰāĻŋāϝāĻŧāĻž āĻĄāĻŋāĻŦāĻžāĻ— āĻ•āϰ⧁āύ ![MCP Inspector Interface](../../../../translated_images/bn/Inspector.5672415cd02fe873.webp) --- ## đŸŽ¯ āĻĒā§āϰāϧāĻžāύ āĻļ⧇āĻ–āĻžāϰ āĻĢāϞāĻžāĻĢāϞāϏāĻŽā§‚āĻš āĻāχ āĻ˛ā§āϝāĻžāĻŦ āϏāĻŽā§āĻĒāĻ¨ā§āύ āĻ•āϰ⧇ āφāĻĒāύāĻŋ: - [x] **āĻŽāĻžāχāĻ•ā§āϰ⧋āϏāĻĢāϟ āĻĢāĻžāωāĻ¨ā§āĻĄā§āϰāĻŋ āϟ⧁āϞāĻ•āĻŋāϟ āĻŸā§‡āĻŽāĻĒā§āϞ⧇āϟ āĻŦā§āϝāĻŦāĻšāĻžāϰ āĻ•āϰ⧇ āĻ•āĻžāĻ¸ā§āϟāĻŽ MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āϤ⧈āϰāĻŋ āĻ•āϰ⧇āϛ⧇āύ** - [x] **āωāĻ¨ā§āύāϤ āĻ•āĻ°ā§āĻŽāĻ•ā§āώāĻŽāϤāĻžāϰ āϜāĻ¨ā§āϝ āϏāĻ°ā§āĻŦāĻļ⧇āώ MCP SDK (v1.9.3) āϤ⧇ āφāĻĒāĻ—ā§āϰ⧇āĻĄ āĻ•āϰ⧇āϛ⧇āύ** - [x] **Agent Builder āĻāĻŦāĻ‚ Inspector āĻĻ⧁āχ āĻĒāϰāĻŋāĻŦ⧇āĻļ⧇āϰ āϜāĻ¨ā§āϝ āĻĒ⧇āĻļāĻžāĻĻāĻžāϰ āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚ āĻ•āĻžāĻœā§‡āϰ āĻĒā§āϰāĻŦāĻžāĻš āĻ•āύāĻĢāĻŋāĻ—āĻžāϰ āĻ•āϰ⧇āϛ⧇āύ** - [x] **āχāĻ¨ā§āϟāĻžāϰ⧇āĻ•ā§āϟāĻŋāĻ­ āϏāĻžāĻ°ā§āĻ­āĻžāϰ āĻĒāϰ⧀āĻ•ā§āώāĻžāϰ āϜāĻ¨ā§āϝ MCP Inspector āϏ⧇āϟāφāĻĒ āĻ•āϰ⧇āϛ⧇āύ** - [x] **MCP āωāĻ¨ā§āύāϝāĻŧāύ⧇āϰ āϜāĻ¨ā§āϝ VS Code āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚ āĻ•āύāĻĢāĻŋāĻ—āĻžāϰ⧇āĻļāύ āĻĒāĻžāϰāĻĻāĻ°ā§āĻļā§€ āĻšāϝāĻŧ⧇āϛ⧇āύ** ## 🔧 āωāĻ¨ā§āύāϤ āĻĢāĻŋāϚāĻžāϰāϏāĻŽā§‚āĻš āĻ…āĻ¨ā§āĻŦ⧇āώāĻŖ | āĻĢāĻŋāϚāĻžāϰ | āĻŦāĻŋāĻŦāϰāĻŖ | āĻŦā§āϝāĻŦāĻšāĻžāϰ⧇āϰ āĻ•ā§āώ⧇āĻ¤ā§āϰ | |---------|-------------|----------| | **MCP āĻĒāĻžāχāĻĨāύ SDK v1.9.3** | āϏāĻ°ā§āĻŦāĻļ⧇āώ āĻĒā§āϰ⧋āĻŸā§‹āĻ•āϞ āĻŦāĻžāĻ¸ā§āϤāĻŦāĻžāϝāĻŧāύ | āφāϧ⧁āύāĻŋāĻ• āϏāĻžāĻ°ā§āĻ­āĻžāϰ āωāĻ¨ā§āύāϝāĻŧāύ | | **MCP Inspector 0.14.0** | āχāĻ¨ā§āϟāĻžāϰ⧇āĻ•ā§āϟāĻŋāĻ­ āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚ āϟ⧁āϞ | āϰāĻŋāϝāĻŧ⧇āϞ-āϟāĻžāχāĻŽ āϏāĻžāĻ°ā§āĻ­āĻžāϰ āĻĒāϰ⧀āĻ•ā§āώāĻŖ | | **VS Code āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚** | āχāĻ¨ā§āϟāĻŋāĻ—ā§āϰ⧇āĻŸā§‡āĻĄ āĻĄā§‡āϭ⧇āϞāĻĒāĻŽā§‡āĻ¨ā§āϟ āĻāύāĻ­āĻžāϝāĻŧāϰāύāĻŽā§‡āĻ¨ā§āϟ | āĻĒ⧇āĻļāĻžāĻĻāĻžāϰ āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚ āĻ•āĻžāĻœā§‡āϰ āĻĒā§āϰāĻŦāĻžāĻš | | **Agent Builder āχāĻ¨ā§āϟāĻŋāĻ—ā§āϰ⧇āĻļāύ** | āϏāϰāĻžāϏāϰāĻŋ Microsoft Foundry Toolkit āϏāĻ‚āϝ⧋āĻ— | āĻāĻœā§‡āĻ¨ā§āĻŸā§‡āϰ āϏāĻŽā§āĻĒā§‚āĻ°ā§āĻŖ āĻĒāϰ⧀āĻ•ā§āώāĻŖ | ## 📚 āĻ…āϤāĻŋāϰāĻŋāĻ•ā§āϤ āϏāĻŽā§āĻĒāĻĻ - [MCP āĻĒāĻžāχāĻĨāύ SDK āĻĄāϕ⧁āĻŽā§‡āĻ¨ā§āĻŸā§‡āĻļāύ](https://modelcontextprotocol.io/docs/sdk/python) - [Microsoft Foundry Toolkit āĻāĻ•ā§āϏāĻŸā§‡āύāĻļāύ āĻ—āĻžāχāĻĄ](https://code.visualstudio.com/docs/ai/ai-toolkit) - [VS Code āĻĄāĻŋāĻŦāĻžāĻ—āĻŋāĻ‚ āĻĄāϕ⧁āĻŽā§‡āĻ¨ā§āĻŸā§‡āĻļāύ](https://code.visualstudio.com/docs/editor/debugging) - [āĻŽāĻĄā§‡āϞ āĻ•āύāĻŸā§‡āĻ•ā§āϏāϟ āĻĒā§āϰ⧋āĻŸā§‹āĻ•āϞ āĻ¸ā§āĻĒ⧇āϏāĻŋāĻĢāĻŋāϕ⧇āĻļāύ](https://modelcontextprotocol.io/docs/concepts/architecture) --- **🎉 āĻ…āĻ­āĻŋāύāĻ¨ā§āĻĻāύ!** āφāĻĒāύāĻŋ āϏāĻĢāϞāĻ­āĻžāĻŦ⧇ āĻ˛ā§āϝāĻžāĻŦ ā§Š āĻļ⧇āώ āĻ•āϰ⧇āϛ⧇āύ āĻāĻŦāĻ‚ āĻāĻ–āύ āĻĒ⧇āĻļāĻžāĻĻāĻžāϰ āωāĻ¨ā§āύāϝāĻŧāύ āĻ•āĻžāĻœā§‡āϰ āĻĒā§āϰāĻŦāĻžāĻš āĻŦā§āϝāĻŦāĻšāĻžāϰ āĻ•āϰ⧇ āĻ•āĻžāĻ¸ā§āϟāĻŽ MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āϤ⧈āϰāĻŋ, āĻĄāĻŋāĻŦāĻžāĻ— āĻ“ āĻĄāĻŋāĻĒā§āϞāϝāĻŧ āĻ•āϰāϤ⧇ āĻĒāĻžāϰāĻŦ⧇āύāĨ¤ ### 🔜 āĻĒāϰāĻŦāĻ°ā§āϤ⧀ āĻŽāĻĄāĻŋāωāϞ⧇ āϚāϞ⧁āύ āφāĻĒāύāĻžāϰ MCP āĻĻāĻ•ā§āώāϤāĻžāϗ⧁āϞ⧋ āĻŦāĻžāĻ¸ā§āϤāĻŦ-āϜāĻ—āϤ⧇āϰ āωāĻ¨ā§āύāϝāĻŧāύ āĻ•āĻžāĻœā§‡ āĻĒā§āϰāϝāĻŧā§‹āĻ— āĻ•āϰāϤ⧇ āĻĒā§āϰāĻ¸ā§āϤ⧁āϤ? āϚāϞ⧁āύ **[āĻŽāĻĄāĻŋāωāϞ ā§Ē: āĻŦā§āϝāĻŦāĻšāĻžāϰāĻŋāĻ• MCP āωāĻ¨ā§āύāϝāĻŧāύ - āĻ•āĻžāĻ¸ā§āϟāĻŽ GitHub āĻ•ā§āϞ⧋āύ āϏāĻžāĻ°ā§āĻ­āĻžāϰ](../lab4/README.md)** āϝ⧇āĻ–āĻžāύ⧇ āφāĻĒāύāĻŋ: - GitHub āϰāĻŋāĻĒā§‹āϜāĻŋāϟāϰāĻŋ āĻ…āĻĒāĻžāϰ⧇āĻļāύ āĻ¸ā§āĻŦāϝāĻŧāĻ‚āĻ•ā§āϰāĻŋāϝāĻŧ āĻ•āϰāĻžāϰ āĻĒā§āϰ⧋āĻĄāĻžāĻ•āĻļāύ-āϰ⧇āĻĄāĻŋ MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āϤ⧈āϰāĻŋ āĻ•āϰāĻŦ⧇āύ - MCP āĻŽāĻžāĻ§ā§āϝāĻŽā§‡ GitHub āϰāĻŋāĻĒā§‹āϜāĻŋāϟāϰāĻŋ āĻ•ā§āϞ⧋āύāĻŋāĻ‚ āĻĢāĻžāĻ‚āĻļāύāĻžāϞāĻŋāϟāĻŋ āĻŦāĻžāĻ¸ā§āϤāĻŦāĻžāϝāĻŧāύ āĻ•āϰāĻŦ⧇āύ - VS Code āĻāĻŦāĻ‚ GitHub Copilot Agent Mode āϏāĻŽāĻ¨ā§āĻŦāϝāĻŧ⧇ āĻ•āĻžāĻ¸ā§āϟāĻŽ MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āχāĻ¨ā§āϟāĻŋāĻ—ā§āϰ⧇āϟ āĻ•āϰāĻŦ⧇āύ - āĻĒā§āϰ⧋āĻĄāĻžāĻ•āĻļāύ āĻĒāϰāĻŋāĻŦ⧇āĻļ⧇ āĻ•āĻžāĻ¸ā§āϟāĻŽ MCP āϏāĻžāĻ°ā§āĻ­āĻžāϰ āĻĒāϰ⧀āĻ•ā§āώāĻž āĻ“ āĻĄāĻŋāĻĒā§āϞāϝāĻŧ āĻ•āϰāĻŦ⧇āύ - āĻĄā§‡āϭ⧇āϞāĻĒāĻžāϰ⧇āϰ āϜāĻ¨ā§āϝ āĻŦā§āϝāĻŦāĻšāĻžāϰāĻŋāĻ• āĻ“āϝāĻŧāĻžāĻ°ā§āĻ•āĻĢā§āϞ⧋ āĻ…āĻŸā§‹āĻŽā§‡āĻļāύ āĻļāĻŋāĻ–āĻŦ⧇āύ --- **āĻ…āĻ¸ā§āĻŦā§€āĻ•ā§ƒāϤāĻŋ**: āĻāχ āύāĻĨāĻŋāϟāĻŋ AI āĻ…āύ⧁āĻŦāĻžāĻĻ āĻĒāϰāĻŋāώ⧇āĻŦāĻž [Co-op Translator](https://github.com/Azure/co-op-translator) āĻŦā§āϝāĻŦāĻšāĻžāϰ āĻ•āϰ⧇ āĻ…āύ⧂āĻĻāĻŋāϤ āĻšāϝāĻŧ⧇āϛ⧇āĨ¤ āϝāĻĻāĻŋāĻ“ āφāĻŽāϰāĻž āĻļ⧁āĻĻā§āϧāϤāĻžāϰ āϜāĻ¨ā§āϝ āĻšā§‡āĻˇā§āϟāĻž āĻ•āϰāĻŋ, āĻ…āύ⧁āĻ—ā§āϰāĻš āĻ•āϰ⧇ āĻŽāύ⧇ āϰāĻžāĻ–āĻŦ⧇āύ āϝ⧇ āĻ¸ā§āĻŦāϝāĻŧāĻ‚āĻ•ā§āϰāĻŋāϝāĻŧ āĻ…āύ⧁āĻŦāĻžāĻĻ⧇ āĻ¤ā§āϰ⧁āϟāĻŋ āĻŦāĻž āĻ…āϏāĻ™ā§āĻ—āϤāĻŋ āĻĨāĻžāĻ•āϤ⧇ āĻĒāĻžāϰ⧇āĨ¤ āĻŽā§‚āϞ āύāĻĨāĻŋāϟāĻŋ āϤāĻžāϰ āĻ¸ā§āĻŦāĻ­āĻžāώāĻžāϝāĻŧ āĻ•āĻ°ā§āϤ⧃āĻ¤ā§āĻŦāĻĒā§‚āĻ°ā§āĻŖ āĻ‰ā§ŽāϏ āĻšāĻŋāϏ⧇āĻŦ⧇ āĻŦāĻŋāĻŦ⧇āϚāĻŋāϤ āĻšāĻ“āϝāĻŧāĻž āωāϚāĻŋāϤāĨ¤ āϗ⧁āϰ⧁āĻ¤ā§āĻŦāĻĒā§‚āĻ°ā§āĻŖ āϤāĻĨā§āϝ⧇āϰ āϜāĻ¨ā§āϝ āĻĒ⧇āĻļāĻžāĻĻāĻžāϰ āĻŽāĻžāύāĻŦ āĻ…āύ⧁āĻŦāĻžāĻĻ āϏ⧁āĻĒāĻžāϰāĻŋāĻļ āĻ•āϰāĻž āĻšāϝāĻŧāĨ¤ āĻāχ āĻ…āύ⧁āĻŦāĻžāĻĻ⧇āϰ āĻŦā§āϝāĻŦāĻšāĻžāϰ⧇ āĻĒā§āϰāϝāĻŧā§‹āϜāύ⧀āϝāĻŧ āϭ⧁āϞ āĻŦā§‹āĻāĻžāĻŦ⧁āĻāĻŋ āĻŦāĻž āϭ⧁āϞ āĻŦā§āϝāĻžāĻ–ā§āϝāĻžāϰ āϜāĻ¨ā§āϝ āφāĻŽāϰāĻž āĻĻāĻžāϝāĻŧāĻŦāĻĻā§āϧ āύāχāĨ¤