๐ŸŒค๏ธ โ€” ืชื—ื–ื™ืช ืžื–ื’ ืื•ื•ื™ืจ ื‘ื™ืฉืจืืœ

ืคืจื•ื™ืงื˜ ืœื™ืžื•ื“ ื‘ืคื™ืชื•ื— MCP (Model Context Protocol): ืกื•ื›ืŸ (Agent) ืžื‘ื•ืกืก LLM ืฉื™ื•ื“ืข ืœืฉืœื•ืฃ ืชื—ื–ื™ืช ืžื–ื’ ืื•ื•ื™ืจ ืœืขืจื™ื ื‘ื™ืฉืจืืœ ื•ื‘ืืจื”"ื‘, ื•ืœืขื ื•ืช ืขืœื™ื” ื‘ืฉืคื” ื—ื•ืคืฉื™ืช ื‘ืฆ'ืื˜ ืฉื‘ื˜ืจืžื™ื ืœ.

๐ŸŽฏ ืžื˜ืจืช ื”ืคืจื•ื™ืงื˜

ืœื‘ื ื•ืช ืฉืจืช MCP ื™ื™ืขื•ื“ื™ ืฉ"ืžืœืžื“" ืืช ื”-LLM ืœื‘ืฆืข ืžืฉื™ืžื” ืฉื”ื•ื ืœื ื™ื•ื“ืข ืœื‘ื“ โ€” ืœืฉืœื•ืฃ ืชื—ื–ื™ืช ืžื–ื’ ืื•ื•ื™ืจ ืžืืชืจ ื™ืฉืจืืœื™ ืฉืื™ืŸ ืœื• API.

ื”ืกื•ื›ืŸ ืขื•ืฉื” ื–ืืช ื‘ืฉืชื™ ื“ืจื›ื™ื:

  1. ืฉืจืช ื™ืฉืจืืœ (weather-Israel) โ€” ืžืื˜ืžื˜ ื“ืคื“ืคืŸ ืืžื™ืชื™ ืขื Playwright: ืคื•ืชื— ืืช weather2day.co.il/forecast, ืžื—ืคืฉ ืขื™ืจ, ื‘ื•ื—ืจ ืื•ืชื”, ื•ืื– ืžื—ืœืฅ ืืช ืชื•ื›ืŸ ื“ืฃ ื”ืชื—ื–ื™ืช ื•ืžื–ื™ืŸ ืื•ืชื• ืœ-LLM ื›ื“ื™ ืฉื™ืขื ื” ื‘ืขืฆืžื• (ื’ื™ืฉืช RAG).
  2. ืฉืจืช ืืจื”"ื‘ (weather-USA) โ€” ืฉื•ืœืฃ ืชื—ื–ื™ืช ื•ื”ืชืจืขื•ืช ื“ืจืš ื”-API ื”ืจืฉืžื™ ืฉืœ ื”-NWS (National Weather Service).

ื”-Host ืžื—ื‘ืจ ืืช ื›ืœ ื”ืฉืจืชื™ื ืœ-LLM (Gemini, ื“ืจืš ื”-API ื”ืชื•ืื-OpenAI), ืื•ืกืฃ ืžื”ื ืื•ื˜ื•ืžื˜ื™ืช ืืช ื›ืœ ื”-Tools, ื•ืžืจื™ืฅ ืœื•ืœืืช ืฆ'ืื˜ ืฉื‘ื” ื”-LLM ื‘ื•ื—ืจ ื‘ืื™ื–ื” ื›ืœื™ ืœื”ืฉืชืžืฉ ื•ืžืคืขื™ืœ ืื•ืชื ื‘ื–ื” ืื—ืจ ื–ื” ืขื“ ืฉืžืชืงื‘ืœืช ืชืฉื•ื‘ื”.

๐Ÿ—๏ธ ืžื‘ื ื” ื”ืคืจื•ื™ืงื˜

project-template/
โ”œโ”€โ”€ host.py            # ืฆ'ืื˜ ื‘ื˜ืจืžื™ื ืœ ืฉืžื—ื‘ืจ ืืช ื”-LLM ืœื›ืœ ืฉืจืชื™ ื”-MCP
โ”œโ”€โ”€ client.py          # MCP Client ื’ื ืจื™ (ืžืชื—ื‘ืจ ืœืฉืจืช, ืžืจื™ืฅ Tools)
โ”œโ”€โ”€ weather_USA.py     # ืฉืจืช MCP ืœืืจื”"ื‘ โ€” ื“ืจืš NWS API
โ”œโ”€โ”€ weather_Israel.py  # ืฉืจืช MCP ืœื™ืฉืจืืœ โ€” ื“ืจืš ืื˜ืžื•ื˜ ื“ืคื“ืคืŸ (Playwright)
โ”œโ”€โ”€ pyproject.toml     # ืชืœื•ื™ื•ืช ื”ืคืจื•ื™ืงื˜
โ””โ”€โ”€ README.md

ื”-Tools ืฉืœ ืฉืจืช ื™ืฉืจืืœ

# Tool ืชืคืงื™ื“
1 open_weather_forecast_israel ืคื•ืชื— ื“ืคื“ืคืŸ Chromium ื•ืžื ื•ื•ื˜ ืœืืชืจ ื”ืชื—ื–ื™ืช
2 enter_weather_forecast_city_israel ืžืงืœื™ื“ ืฉื ืขื™ืจ ื‘ืฉื“ื” ื”ื—ื™ืคื•ืฉ
3 select_weather_forecast_city_israel ื‘ื•ื—ืจ ืืช ื”ืขื™ืจ ื”ืจืืฉื•ื ื” ืžืจืฉื™ืžืช ื”ื”ืฆืขื•ืช
4 get_weather_forecast_content_israel ืžื—ืœืฅ ืืช ืชื•ื›ืŸ ื“ืฃ ื”ืชื—ื–ื™ืช (ื›ื•ืœืœ iframes) ื•ืžื—ื–ื™ืจ ืื•ืชื• ืœ-LLM

๐Ÿ’ก ืฉืœื•ืฉืช ื”ืจืืฉื•ื ื™ื ื—ื•ืœืงื™ื ืื•ืชื• ื“ืคื“ืคืŸ ื“ืจืš ืžืฆื‘ ื’ืœื•ื‘ืœื™ (_page), ื›ื™ ื›ื•ืœื ืจืฆื™ื ื‘ืื•ืชื• ืชื”ืœื™ืš-ืฉืจืช. ื”ืจื‘ื™ืขื™ ืขื•ื‘ืจ ืขืœ ื›ืœ ื”-frames ื‘ื“ืฃ, ื›ื™ ื”ืชื—ื–ื™ืช ืขืฆืžื” ื ื˜ืขื ืช ื‘ืชื•ืš <iframe> ืฉื”-body ื”ืจืืฉื™ ืœื ืจื•ืื”.

โš™๏ธ ื”ืชืงื ื” ื•ื”ืจืฆื”

ื“ืจื™ืฉื•ืช ืžืงื“ื™ืžื•ืช

ืฉืœื‘ื™ื

# 1. ื”ืชืงื ืช ื”ืชืœื•ื™ื•ืช ื•ื”ืงืžืช ืกื‘ื™ื‘ืช ื”ืขื‘ื•ื“ื”
uv sync

# 2. ื”ืชืงื ืช ื“ืคื“ืคืŸ Chromium ืขื‘ื•ืจ Playwright
uv run playwright install chromium

ื”ื’ื“ืจืช ืžืฉืชื ื™ ืกื‘ื™ื‘ื”

ืฆืจื• ืงื•ื‘ืฅ .env ื‘ืชื™ืงื™ื™ืช ื”ืคืจื•ื™ืงื˜:

GEMINI_API_KEY=your_api_key_here
GEMINI_MODEL=gemini-2.0-flash

ื”ืจืฆื”

uv run host.py

ืœืื—ืจ ื”ื”ืคืขืœื” ืชื•ืคื™ืข ืฉื•ืจืช Query: โ€” ื”ืงืœื™ื“ื• ืฉืืœื” (ืื• quit ืœื™ืฆื™ืื”).

๐Ÿ’ฌ ื“ื•ื’ืžืื•ืช ืœืฉืืœื•ืช ืฉื”ืกื•ื›ืŸ ื™ื•ื“ืข ืœืขื ื•ืช ืขืœื™ื”ืŸ

ืชื—ื–ื™ืช ื‘ื™ืฉืจืืœ (Playwright)

ื ืคืชื— ื—ืœื•ืŸ ื“ืคื“ืคืŸ ืฉื‘ื• ืจื•ืื™ื ืืช ื“ืฃ ื”ืชื—ื–ื™ืช, ื•ื”-LLM ื’ื ืขื•ื ื” ื‘ืฆ'ืื˜.

  • "ืžื” ื”ืชื—ื–ื™ืช ื‘ืชืœ ืื‘ื™ื‘?"
  • "ื›ืžื” ืžืขืœื•ืช ืฆืคื•ื™ื•ืช ืžื—ืจ ื‘ื™ืจื•ืฉืœื™ื?"
  • "ืื™ืš ืžื–ื’ ื”ืื•ื•ื™ืจ ื‘ื—ื™ืคื” ื”ื™ื•ื?"
  • "ืชืคืชื—ื™ ืœื™ ืืช ื”ืชื—ื–ื™ืช ืœื‘ืืจ ืฉื‘ืข"

ืชื—ื–ื™ืช ื•ื”ืชืจืขื•ืช ื‘ืืจื”"ื‘ (NWS API)

  • "What's the weather forecast for San Francisco?" (latitude/longitude)
  • "Are there any weather alerts in California?"
  • "Show me active weather alerts for NY"

๐Ÿงฉ ืื™ืš ื–ื” ืขื•ื‘ื“ (ืชืจืฉื™ื ื–ืจื™ืžื”)

ืžืฉืชืžืฉ โ†’ "ืžื” ื”ืชื—ื–ื™ืช ื‘ืชืœ ืื‘ื™ื‘?"
   โ”‚
   โ–ผ
 Host  โ”€โ”€โ–บ  LLM (Gemini) ื‘ื•ื—ืจ Tools ืœื”ืคืขื™ืœ
   โ”‚
   โ–ผ  (ืฉืจืช ื™ืฉืจืืœ, ื‘ื–ื” ืื—ืจ ื–ื”)
 open โ†’ enter("ืชืœ ืื‘ื™ื‘") โ†’ select โ†’ get_content
   โ”‚
   โ–ผ
 ืชื•ื›ืŸ ื”ืชื—ื–ื™ืช ื—ื•ื–ืจ ืœ-LLM (RAG)
   โ”‚
   โ–ผ
 LLM ื›ื•ืชื‘ ืชืฉื•ื‘ื” ื‘ืฉืคื” ื—ื•ืคืฉื™ืช ื‘ืฆ'ืื˜ โœจ

๐Ÿ“ ื”ืขืจื•ืช

  • ื”-LLM ื”ื•ื ื–ื” ืฉืžื—ืœื™ื˜ ืื™ืœื• Tools ืœื”ืคืขื™ืœ ื•ื‘ืื™ื–ื” ืกื“ืจ โ€” ืœื ื›ืชื‘ื ื• ืœื•ื’ื™ืงื” ืงืฉื™ื—ื”.
  • ืฉื ื™ ืงื‘ืฆื™ ืฉืจืช = ืฉื ื™ ืชื”ืœื™ื›ื™ื ื ืคืจื“ื™ื, ื•ืœื›ืŸ ื›ืœ ืžืฆื‘ ืžืฉื•ืชืฃ (ื›ืžื• ื”ื“ืคื“ืคืŸ ื”ืคืชื•ื—) ื—ื™ ื‘ืชื•ืš ืฉืจืช ืื—ื“ ื‘ืœื‘ื“.

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