{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Build your first Agent with memory ft. MCP"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![](\"assets/agent-crashcourse2.gif\")
"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from crewai import Crew, Process, Task, Agent\n",
"from dotenv import load_dotenv\n",
"\n",
"load_dotenv()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Setup a local LLM"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"from crewai import LLM\n",
"\n",
"llm = LLM(\n",
" model=\"ollama/llama3.2\",\n",
" base_url=\"http://localhost:11434\"\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Simple QA crew"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
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"│ Tool Args: │\n",
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"\n"
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"╭─────────────────────────────────────────────── 🤖 Agent Started ────────────────────────────────────────────────╮\n",
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"\u001b[35m│\u001b[0m \u001b[35m│\u001b[0m\n",
"\u001b[35m│\u001b[0m \u001b[37mTask: \u001b[0m\u001b[92mProvide an answer to the user's What is the capital of Spain?.\u001b[0m \u001b[35m│\u001b[0m\n",
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"╭───────────────────────────────────────────── ✅ Agent Final Answer ─────────────────────────────────────────────╮\n",
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"│ The capital of Spain is Madrid. │\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mFinal Answer:\u001b[0m \u001b[32m│\u001b[0m\n",
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"╭──────────────────────────────────────────────── Task Completion ────────────────────────────────────────────────╮\n",
"│ │\n",
"│ Task Completed │\n",
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"│ Agent: Virtual Assistant │\n",
"│ Tool Args: │\n",
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"│ │\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
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"╭──────────────────────────────────────────────── Crew Completion ────────────────────────────────────────────────╮\n",
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"│ Tool Args: │\n",
"│ Final Output: The capital of Spain is Madrid. │\n",
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"\n"
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"\u001b[32m╭─\u001b[0m\u001b[32m───────────────────────────────────────────────\u001b[0m\u001b[32m Crew Completion \u001b[0m\u001b[32m───────────────────────────────────────────────\u001b[0m\u001b[32m─╮\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
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"output_type": "stream",
"text": [
"The capital of Spain is Madrid.\n"
]
}
],
"source": [
"virtual_assistant = Agent(\n",
" role=\"Virtual Assistant\",\n",
" goal=\"Help the user with their questions\",\n",
" backstory=\"You are an agent that can help the user with their questions.\",\n",
" allow_delegation=False,\n",
" llm=llm\n",
")\n",
"\n",
"assistant_task = Task(\n",
" description=\"Provide an answer to the user's {query}.\",\n",
" agent=virtual_assistant,\n",
" expected_output=\"A concise answer to the user's query.\",\n",
")\n",
"\n",
"crew = Crew(\n",
" agents=[virtual_assistant],\n",
" tasks=[assistant_task],\n",
" verbose=True,\n",
")\n",
"\n",
"result = crew.kickoff(inputs={\"query\": \"What is the capital of Spain?\"})\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Tracing and observability"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"OPIK: Existing Opik clients will not use updated values for \"url\", \"api_key\", \"workspace\".\n",
"OPIK: Opik is already configured. You can check the settings by viewing the config file at /Users/akshay/.opik.config\n"
]
}
],
"source": [
"import opik\n",
"\n",
"opik.configure(use_local=False)\n",
"\n",
"from opik.integrations.crewai import track_crewai\n",
"\n",
"track_crewai(project_name=\"crewai-integration-demo\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Web Search tool"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"print(os.getenv(\"LINKUP_API_KEY\"))\n"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"from pydantic import BaseModel, Field\n",
"from linkup import LinkupClient\n",
"from typing import Type\n",
"from crewai.tools import BaseTool\n",
"import os\n",
"\n",
"class LinkUpSearchInput(BaseModel):\n",
" \"\"\"Input schema for LinkUp Search Tool.\"\"\"\n",
" query: str = Field(description=\"The search query to perform\")\n",
" depth: str = Field(default=\"standard\",\n",
" description=\"Depth of search: 'standard' or 'deep'\")\n",
" output_type: str = Field(\n",
" default=\"searchResults\", description=\"Output type: 'searchResults', 'sourcedAnswer', or 'structured'\")\n",
"\n",
"\n",
"class LinkUpSearchTool(BaseTool):\n",
" name: str = \"LinkUp Search\"\n",
" description: str = \"Search the web for information using LinkUp and return comprehensive results\"\n",
" args_schema: Type[BaseModel] = LinkUpSearchInput\n",
"\n",
" def __init__(self):\n",
" super().__init__()\n",
"\n",
" def _run(self, query: str, depth: str = \"standard\", output_type: str = \"searchResults\") -> str:\n",
" \"\"\"Execute LinkUp search and return results.\"\"\"\n",
" try:\n",
" # Initialize LinkUp client with API key from environment variables\n",
" linkup_client = LinkupClient(api_key=os.getenv(\"LINKUP_API_KEY\"))\n",
"\n",
" # Perform search\n",
" search_response = linkup_client.search(\n",
" query=query,\n",
" depth=depth,\n",
" output_type=output_type\n",
" )\n",
"\n",
" return str(search_response)\n",
" except Exception as e:\n",
" return f\"Error occurred while searching: {str(e)}\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Crew with tools"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
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"\u001b[35m│\u001b[0m \u001b[35m│\u001b[0m\n",
"\u001b[35m│\u001b[0m \u001b[37mUsing Tool: \u001b[0m\u001b[1;92mLinkUp Search\u001b[0m \u001b[35m│\u001b[0m\n",
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"╭────────────────────────────────────────────────── Tool Output ──────────────────────────────────────────────────╮\n",
"│ │\n",
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"│ know about The Championships, Wimbledon 2025 including key dates, draws, order of play, scores and who is set │\n",
"│ to play.\\nEmma Raducanu, Cam Norrie & Sonay Kartal Into The Third Round 🍓 | Wimbledon 2025 Highlights | LTA │\n",
"│ · Draper, Evans & Pinnington Jones Storm Into Round Two 🔥 | Wimbledon 2025 Highlights | LTA\\nRaducanu, │\n",
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"\u001b[32m│\u001b[0m \u001b[92mLTA · Draper, Evans & Pinnington Jones Storm Into Round Two 🔥 | Wimbledon 2025 Highlights | LTA\\nFollow \u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[92mto play.\\nEmma Raducanu, Cam Norrie & Sonay Kartal Into The Third Round 🍓 | Wimbledon 2025 Highlights | LTA \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m· Draper, Evans & Pinnington Jones Storm Into Round Two 🔥 | Wimbledon 2025 Highlights | LTA\\nRaducanu, \u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[92murl='https://sports.yahoo.com/tennis/breaking-news/article/wimbledon-2025-london-weather-results-in-multiple-\u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[92mback in the second set, taking it 6-4 to take the game to a final set. After a fantastic, back-and-forth \u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[92mto her first Wimbledon final.\\nSabalenka fought back in the second set, taking it 6-4 to take the game to a \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mfinal set. After a fantastic, back-and-forth match, it was Anisimova who prevailed. She took down the No. 1 \u001b[0m \u001b[32m│\u001b[0m\n",
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"╭───────────────────────────────────────────── ✅ Agent Final Answer ─────────────────────────────────────────────╮\n",
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"│ Wimbledon 2025 is underway at the All England Club in London, running from June 30 to July 13. The tournament │\n",
"│ has experienced some weather-related heat delays affecting matches. In the women's singles, Amanda Anisimova │\n",
"│ defeated top seed Aryna Sabalenka in a thrilling three-set match (6-4, 4-6, 6-4) to advance to her first │\n",
"│ Wimbledon final, while Iga Swiatek also reached the final after a dominant win (6-2, 6-0) over Belinda │\n",
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"│ Norrie having strong runs before being eliminated. The tournament has drawn a mix of sports stars, │\n",
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"╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mAgent: \u001b[0m\u001b[1;92mWeb Search Agent\u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[37mFinal Answer:\u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[92mWimbledon final, while Iga Swiatek also reached the final after a dominant win (6-2, 6-0) over Belinda \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mBencic. This ensures a first-time women's Wimbledon champion in 2025, as defending champions have exited \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mearly. On the men's side, Carlos Alcaraz, the two-time defending champion aiming for a three-peat, advanced \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mto the semifinals alongside Novak Djokovic, who will face Jannik Sinner in the other semifinal. Other notable\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mperformances include American Taylor Fritz reaching the men's semifinals and British players like Cameron \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mNorrie having strong runs before being eliminated. The tournament has drawn a mix of sports stars, \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mcelebrities, and royalty to the royal box. Wimbledon 2025 continues to deliver historic and exciting moments \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mwith the finals imminent.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
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"╭──────────────────────────────────────────────── Task Completion ────────────────────────────────────────────────╮\n",
"│ │\n",
"│ Task Completed │\n",
"│ Name: 8e9b17ee-4cbc-4000-8524-59c7364c18a7 │\n",
"│ Agent: Web Search Agent │\n",
"│ Tool Args: │\n",
"│ │\n",
"│ │\n",
"╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[37mAgent: \u001b[0m\u001b[32mWeb Search Agent\u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
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"╭──────────────────────────────────────────────── Crew Completion ────────────────────────────────────────────────╮\n",
"│ │\n",
"│ Crew Execution Completed │\n",
"│ Name: crew │\n",
"│ ID: 779faaeb-5a67-41e0-9f33-35282486146b │\n",
"│ Tool Args: │\n",
"│ Final Output: Wimbledon 2025 is underway at the All England Club in London, running from June 30 to July 13. │\n",
"│ The tournament has experienced some weather-related heat delays affecting matches. In the women's singles, │\n",
"│ Amanda Anisimova defeated top seed Aryna Sabalenka in a thrilling three-set match (6-4, 4-6, 6-4) to advance │\n",
"│ to her first Wimbledon final, while Iga Swiatek also reached the final after a dominant win (6-2, 6-0) over │\n",
"│ Belinda Bencic. This ensures a first-time women's Wimbledon champion in 2025, as defending champions have │\n",
"│ exited early. On the men's side, Carlos Alcaraz, the two-time defending champion aiming for a three-peat, │\n",
"│ advanced to the semifinals alongside Novak Djokovic, who will face Jannik Sinner in the other semifinal. │\n",
"│ Other notable performances include American Taylor Fritz reaching the men's semifinals and British players │\n",
"│ like Cameron Norrie having strong runs before being eliminated. The tournament has drawn a mix of sports │\n",
"│ stars, celebrities, and royalty to the royal box. Wimbledon 2025 continues to deliver historic and exciting │\n",
"│ moments with the finals imminent. │\n",
"│ │\n",
"│ │\n",
"╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
"\n"
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"\u001b[32m╭─\u001b[0m\u001b[32m───────────────────────────────────────────────\u001b[0m\u001b[32m Crew Completion \u001b[0m\u001b[32m───────────────────────────────────────────────\u001b[0m\u001b[32m─╮\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[1;32mCrew Execution Completed\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mName: \u001b[0m\u001b[32mcrew\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mID: \u001b[0m\u001b[32m779faaeb-5a67-41e0-9f33-35282486146b\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mTool Args: \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mFinal Output: Wimbledon 2025 is underway at the All England Club in London, running from June 30 to July 13. \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mThe tournament has experienced some weather-related heat delays affecting matches. In the women's singles, \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mAmanda Anisimova defeated top seed Aryna Sabalenka in a thrilling three-set match (6-4, 4-6, 6-4) to advance \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mto her first Wimbledon final, while Iga Swiatek also reached the final after a dominant win (6-2, 6-0) over \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mBelinda Bencic. This ensures a first-time women's Wimbledon champion in 2025, as defending champions have \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mexited early. On the men's side, Carlos Alcaraz, the two-time defending champion aiming for a three-peat, \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37madvanced to the semifinals alongside Novak Djokovic, who will face Jannik Sinner in the other semifinal. \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mOther notable performances include American Taylor Fritz reaching the men's semifinals and British players \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mlike Cameron Norrie having strong runs before being eliminated. The tournament has drawn a mix of sports \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mstars, celebrities, and royalty to the royal box. Wimbledon 2025 continues to deliver historic and exciting \u001b[0m \u001b[32m│\u001b[0m\n",
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"Wimbledon 2025 is underway at the All England Club in London, running from June 30 to July 13. The tournament has experienced some weather-related heat delays affecting matches. In the women's singles, Amanda Anisimova defeated top seed Aryna Sabalenka in a thrilling three-set match (6-4, 4-6, 6-4) to advance to her first Wimbledon final, while Iga Swiatek also reached the final after a dominant win (6-2, 6-0) over Belinda Bencic. This ensures a first-time women's Wimbledon champion in 2025, as defending champions have exited early. On the men's side, Carlos Alcaraz, the two-time defending champion aiming for a three-peat, advanced to the semifinals alongside Novak Djokovic, who will face Jannik Sinner in the other semifinal. Other notable performances include American Taylor Fritz reaching the men's semifinals and British players like Cameron Norrie having strong runs before being eliminated. The tournament has drawn a mix of sports stars, celebrities, and royalty to the royal box. Wimbledon 2025 continues to deliver historic and exciting moments with the finals imminent.\n"
]
}
],
"source": [
"web_search_agent = Agent(\n",
" role=\"Web Search Agent\",\n",
" goal=\"Search the web for information\",\n",
" backstory=\"You are an agent that can search the web for information.\",\n",
" allow_delegation=False,\n",
" tools=[LinkUpSearchTool()],\n",
")\n",
"\n",
"web_search_task = Task(\n",
" description=\"Search the web for information about {query}.\",\n",
" agent=web_search_agent,\n",
" expected_output=\"A concise answer to the user's query based on the search results.\",\n",
")\n",
"\n",
"crew = Crew(\n",
" agents=[web_search_agent],\n",
" tasks=[web_search_task],\n",
" verbose=True,\n",
")\n",
"\n",
"result = crew.kickoff(inputs={\"query\": \"Give me a summary of what is happening in Wimbeldon 2025?\"})\n",
"print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### CrewAI meets MCP\n",
"\n",
"Using MCP servers as tools with Crew Agents"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Available tools: ['web_search']\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/akshay/Eigen/ai-engineering-hub/agent-with-mcp-memory/.venv/lib/python3.12/site-packages/pydantic/fields.py:1093: PydanticDeprecatedSince20: Using extra keyword arguments on `Field` is deprecated and will be removed. Use `json_schema_extra` instead. (Extra keys: 'items', 'anyOf', 'enum', 'properties'). Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.11/migration/\n",
" warn(\n"
]
}
],
"source": [
"from crewai import Agent\n",
"from crewai_tools import MCPServerAdapter\n",
"\n",
"\n",
"# 2. SSE Server:\n",
"server_params = {\n",
" \"url\": \"http://localhost:8080/sse\",\n",
" \"transport\": \"sse\"\n",
"}\n",
"\n",
"with MCPServerAdapter(server_params) as mcp_tools:\n",
" print(f\"Available tools: {[tool.name for tool in mcp_tools]}\")"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Available tools: ['web_search']\n"
]
},
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"│ ID: 13cf4d2e-3e8e-40fe-9918-8446032896ce │\n",
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"│ Task: Search the web for information about Give me a summary of what is happening in Wimbledon 2025?. │\n",
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" warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
"\n"
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"╭──────────────────────────────────────────── 🔧 Agent Tool Execution ────────────────────────────────────────────╮\n",
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"╭────────────────────────────────────────────────── Tool Output ──────────────────────────────────────────────────╮\n",
"│ │\n",
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"│ progressed to later rounds.\\n- The tournament has seen many upsets, with only nine of the top 32 seeds in │\n",
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"╭───────────────────────────────────────────── ✅ Agent Final Answer ─────────────────────────────────────────────╮\n",
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"│ Final Answer: │\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mFinal Answer:\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mWimbledon 2025 is currently taking place from June 30 to July 13. The women's semifinals were held on July \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m10, where Amanda Anisimova defeated top seed Aryna Sabalenka 6-4, 4-6, 6-4 to reach her first Wimbledon \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mfinal, and Iga Swiatek advanced after a 6-2, 6-0 win over Belinda Bencic. The men's semifinals are scheduled \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mfor July 11, featuring Novak Djokovic vs. Jannik Sinner and Carlos Alcaraz vs. Taylor Fritz. Several British \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mplayers, including Emma Raducanu, Cameron Norrie, and Sonay Kartal, have progressed to later rounds. The \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mtournament has seen many upsets, with only nine of the top 32 seeds in both the men's and women's draws \u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[92mSabalenka-Anisimova match. Celebrity and royal attendance continues, with notable figures appearing in the \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mRoyal Box. Tickets mostly remain available through debenture holders, with prices varying. For live scores, \u001b[0m \u001b[32m│\u001b[0m\n",
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"│ held on July 10, where Amanda Anisimova defeated top seed Aryna Sabalenka 6-4, 4-6, 6-4 to reach her first │\n",
"│ Wimbledon final, and Iga Swiatek advanced after a 6-2, 6-0 win over Belinda Bencic. The men's semifinals are │\n",
"│ scheduled for July 11, featuring Novak Djokovic vs. Jannik Sinner and Carlos Alcaraz vs. Taylor Fritz. │\n",
"│ Several British players, including Emma Raducanu, Cameron Norrie, and Sonay Kartal, have progressed to later │\n",
"│ rounds. The tournament has seen many upsets, with only nine of the top 32 seeds in both the men's and women's │\n",
"│ draws reaching the fourth round. Weather delays due to heat have occurred, especially during the │\n",
"│ Sabalenka-Anisimova match. Celebrity and royal attendance continues, with notable figures appearing in the │\n",
"│ Royal Box. Tickets mostly remain available through debenture holders, with prices varying. For live scores, │\n",
"│ draws, and detailed schedules, the official Wimbledon and LTA websites provide continuous updates. │\n",
"│ │\n",
"│ │\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[37mWimbledon final, and Iga Swiatek advanced after a 6-2, 6-0 win over Belinda Bencic. The men's semifinals are \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mscheduled for July 11, featuring Novak Djokovic vs. Jannik Sinner and Carlos Alcaraz vs. Taylor Fritz. \u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[37mrounds. The tournament has seen many upsets, with only nine of the top 32 seeds in both the men's and women's\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mdraws reaching the fourth round. Weather delays due to heat have occurred, especially during the \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mSabalenka-Anisimova match. Celebrity and royal attendance continues, with notable figures appearing in the \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mRoyal Box. Tickets mostly remain available through debenture holders, with prices varying. For live scores, \u001b[0m \u001b[32m│\u001b[0m\n",
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"Wimbledon 2025 is currently taking place from June 30 to July 13. The women's semifinals were held on July 10, where Amanda Anisimova defeated top seed Aryna Sabalenka 6-4, 4-6, 6-4 to reach her first Wimbledon final, and Iga Swiatek advanced after a 6-2, 6-0 win over Belinda Bencic. The men's semifinals are scheduled for July 11, featuring Novak Djokovic vs. Jannik Sinner and Carlos Alcaraz vs. Taylor Fritz. Several British players, including Emma Raducanu, Cameron Norrie, and Sonay Kartal, have progressed to later rounds. The tournament has seen many upsets, with only nine of the top 32 seeds in both the men's and women's draws reaching the fourth round. Weather delays due to heat have occurred, especially during the Sabalenka-Anisimova match. Celebrity and royal attendance continues, with notable figures appearing in the Royal Box. Tickets mostly remain available through debenture holders, with prices varying. For live scores, draws, and detailed schedules, the official Wimbledon and LTA websites provide continuous updates.\n"
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"source": [
"# Example usage (uncomment and adapt once server_params is set):\n",
"with MCPServerAdapter(server_params) as mcp_tools:\n",
" print(f\"Available tools: {[tool.name for tool in mcp_tools]}\")\n",
"\n",
" web_search_agent = Agent(\n",
" role=\"Web Search Agent\",\n",
" goal=\"Search the web for information\",\n",
" backstory=\"You are an agent that can search the web for information.\",\n",
" allow_delegation=False,\n",
" tools=[mcp_tools[\"web_search\"]],\n",
" )\n",
"\n",
" web_search_task = Task(\n",
" description=\"Search the web for information about {query}.\",\n",
" agent=web_search_agent,\n",
" expected_output=\"A concise answer to the user's query based on the search results.\",\n",
" )\n",
"\n",
" crew = Crew(\n",
" agents=[web_search_agent],\n",
" tasks=[web_search_task],\n",
" verbose=True,\n",
" )\n",
"\n",
" result = crew.kickoff(inputs={\"query\": \"Give me a summary of what is happening in Wimbledon 2025?\"})\n",
" print(result)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Knowledge graph based human like memory for Agents"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![](\"assets/zep-memory.gif\")
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Agents with knowledge graph memory\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![](\"assets/agent-crashcourse1.gif\")
"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
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"/Users/akshay/Eigen/ai-engineering-hub/agent-with-mcp-memory/.venv/lib/python3.12/site-packages/pydantic/fields.py:1093: PydanticDeprecatedSince20: Using extra keyword arguments on `Field` is deprecated and will be removed. Use `json_schema_extra` instead. (Extra keys: 'items', 'anyOf', 'enum', 'properties'). Deprecated in Pydantic V2.0 to be removed in V3.0. See Pydantic V2 Migration Guide at https://errors.pydantic.dev/2.11/migration/\n",
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"╭─────────────────────────────────────────────── 🤖 Agent Started ────────────────────────────────────────────────╮\n",
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"│ Task: Process the user query 'What is happening in FIFA club world cup 2025?' and provide a helpful response. │\n",
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"\u001b[35m│\u001b[0m \u001b[35m│\u001b[0m\n",
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"\u001b[35m│\u001b[0m \u001b[35m│\u001b[0m\n",
"\u001b[35m│\u001b[0m \u001b[37mTask: \u001b[0m\u001b[92mProcess the user query 'What is happening in FIFA club world cup 2025?' and provide a helpful response.\u001b[0m \u001b[35m│\u001b[0m\n",
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" warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
"\n"
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"╭──────────────────────────────────────────── 🔧 Agent Tool Execution ────────────────────────────────────────────╮\n",
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"│ │\n",
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"│ │\n",
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"│ │\n",
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"│ │\n",
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"│ For more detailed schedules, results, and news updates, fans can visit FIFA’s official page at │\n",
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"\u001b[32m│\u001b[0m \u001b[92mThe 2025 FIFA Club World Cup is currently taking place in the United States from June 14 to July 13, 2025. \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mThis edition of the tournament features a significant change with an expanded format including 32 clubs \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mcompeting in 12 venues across 11 US cities. It is designed as a prelude to the 2026 FIFA World Cup.\u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m- The tournament format mirrors that of the FIFA World Cup, with a round-robin group stage followed by \u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m- Notable clubs participating include European giants Chelsea and Paris Saint-Germain (PSG), alongside \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mManchester City and Lionel Messi’s Inter Miami from MLS.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m- The knockout phase began on June 28, 2025.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m- Chelsea advanced to the final after defeating Fluminense 2-0 in the semifinals.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m- PSG reached the final by delivering a dominant 4-0 victory over Real Madrid.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m- The final match of the Club World Cup is scheduled for July 13, 2025, in New Jersey.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m- Broadcast rights are held in China by the streaming platform Migu and in South Korea by Coupang Play.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m- The tournament has faced challenges such as a severe heat wave across the US, impacting players and \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mcoaches.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m- An innovative feature introduced this year is that referees are wearing body cameras, and some footage is \u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m- There was team reshuffling prior to the tournament as Club Leon was removed due to violations of multi-club\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mownership criteria and will be replaced accordingly.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92m- Venues for the event are spread along the US East Coast to better accommodate European broadcasters and \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mavoid schedule conflicts with other major tournaments like the 2025 CONCACAF Gold Cup.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[92mThis tournament represents a new milestone for the FIFA Club World Cup, showcasing a large scale and \u001b[0m \u001b[32m│\u001b[0m\n",
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"╭──────────────────────────────────────────────── Crew Completion ────────────────────────────────────────────────╮\n",
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"│ ID: 40ed7443-2bf9-4a19-b9ca-b9caf3d7280a │\n",
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"│ │\n",
"│ Key details and happenings in the tournament include: │\n",
"│ │\n",
"│ - The tournament format mirrors that of the FIFA World Cup, with a round-robin group stage followed by │\n",
"│ knockout rounds, but without a third-place playoff. │\n",
"│ │\n",
"│ - Notable clubs participating include European giants Chelsea and Paris Saint-Germain (PSG), alongside │\n",
"│ Manchester City and Lionel Messi’s Inter Miami from MLS. │\n",
"│ │\n",
"│ - The knockout phase began on June 28, 2025. │\n",
"│ │\n",
"│ - Chelsea advanced to the final after defeating Fluminense 2-0 in the semifinals. │\n",
"│ │\n",
"│ - PSG reached the final by delivering a dominant 4-0 victory over Real Madrid. │\n",
"│ │\n",
"│ - The final match of the Club World Cup is scheduled for July 13, 2025, in New Jersey. │\n",
"│ │\n",
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"│ │\n",
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"│ │\n",
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"│ │\n",
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"│ ownership criteria and will be replaced accordingly. │\n",
"│ │\n",
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"│ │\n",
"│ This tournament represents a new milestone for the FIFA Club World Cup, showcasing a large scale and │\n",
"│ high-profile teams, offering fans a month-long festival of top-level club football across multiple major US │\n",
"│ cities. │\n",
"│ │\n",
"│ For more detailed schedules, results, and news updates, fans can visit FIFA’s official page at │\n",
"│ https://www.fifa.com/en/tournaments/mens/club-world-cup/usa-2025. │\n",
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"\u001b[32m│\u001b[0m \u001b[37mJuly 13, 2025. This edition of the tournament features a significant change with an expanded format including\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37m32 clubs competing in 12 venues across 11 US cities. It is designed as a prelude to the 2026 FIFA World Cup.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mKey details and happenings in the tournament include:\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37m- The tournament format mirrors that of the FIFA World Cup, with a round-robin group stage followed by \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mknockout rounds, but without a third-place playoff.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37m- Notable clubs participating include European giants Chelsea and Paris Saint-Germain (PSG), alongside \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mManchester City and Lionel Messi’s Inter Miami from MLS.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37m- The knockout phase began on June 28, 2025.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37m- Chelsea advanced to the final after defeating Fluminense 2-0 in the semifinals.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37m- PSG reached the final by delivering a dominant 4-0 victory over Real Madrid.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37m- The final match of the Club World Cup is scheduled for July 13, 2025, in New Jersey.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37m- The tournament has faced challenges such as a severe heat wave across the US, impacting players and \u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mcoaches.\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37m- An innovative feature introduced this year is that referees are wearing body cameras, and some footage is \u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37m- There was team reshuffling prior to the tournament as Club Leon was removed due to violations of multi-club\u001b[0m \u001b[32m│\u001b[0m\n",
"\u001b[32m│\u001b[0m \u001b[37mownership criteria and will be replaced accordingly.\u001b[0m \u001b[32m│\u001b[0m\n",
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"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
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"The 2025 FIFA Club World Cup is currently taking place in the United States from June 14 to July 13, 2025. This edition of the tournament features a significant change with an expanded format including 32 clubs competing in 12 venues across 11 US cities. It is designed as a prelude to the 2026 FIFA World Cup.\n",
"\n",
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"\n",
"- The tournament format mirrors that of the FIFA World Cup, with a round-robin group stage followed by knockout rounds, but without a third-place playoff.\n",
"\n",
"- Notable clubs participating include European giants Chelsea and Paris Saint-Germain (PSG), alongside Manchester City and Lionel Messi’s Inter Miami from MLS.\n",
"\n",
"- The knockout phase began on June 28, 2025.\n",
"\n",
"- Chelsea advanced to the final after defeating Fluminense 2-0 in the semifinals.\n",
"\n",
"- PSG reached the final by delivering a dominant 4-0 victory over Real Madrid.\n",
"\n",
"- The final match of the Club World Cup is scheduled for July 13, 2025, in New Jersey.\n",
"\n",
"- Broadcast rights are held in China by the streaming platform Migu and in South Korea by Coupang Play.\n",
"\n",
"- The tournament has faced challenges such as a severe heat wave across the US, impacting players and coaches.\n",
"\n",
"- An innovative feature introduced this year is that referees are wearing body cameras, and some footage is being shared with audiences, providing a new perspective on refereeing.\n",
"\n",
"- There was team reshuffling prior to the tournament as Club Leon was removed due to violations of multi-club ownership criteria and will be replaced accordingly.\n",
"\n",
"- Venues for the event are spread along the US East Coast to better accommodate European broadcasters and avoid schedule conflicts with other major tournaments like the 2025 CONCACAF Gold Cup.\n",
"\n",
"This tournament represents a new milestone for the FIFA Club World Cup, showcasing a large scale and high-profile teams, offering fans a month-long festival of top-level club football across multiple major US cities.\n",
"\n",
"For more detailed schedules, results, and news updates, fans can visit FIFA’s official page at https://www.fifa.com/en/tournaments/mens/club-world-cup/usa-2025.\n"
]
}
],
"source": [
"from crewai import Agent, Task, Crew\n",
"\n",
"from crewai_tools import MCPServerAdapter\n",
"\n",
"# MCP configuration for websearch and memory MCP servers\n",
"server_params = [\n",
" {\n",
" \"url\": \"http://localhost:8000/sse\",\n",
" \"transport\": \"sse\"\n",
" },\n",
" {\n",
" \"url\": \"http://localhost:8080/sse\",\n",
" \"transport\": \"sse\"\n",
" }\n",
" ]\n",
"\n",
"# Create agents under the MCP context manager\n",
"with MCPServerAdapter(server_params) as mcp_tools:\n",
" # Assistant Agent\n",
" assistant_agent = Agent(\n",
" role=\"Helpful Assistant\",\n",
" goal=\"Provide accurate and helpful responses to user queries\",\n",
" backstory=\"I am a helpful AI assistant that can search the web when needed to provide accurate information.\",\n",
" allow_delegation=False,\n",
" tools=[mcp_tools[\"web_search\"]]\n",
" )\n",
"\n",
" # Memory Manager Agent \n",
" memory_manager = Agent(\n",
" role=\"Memory Manager\",\n",
" goal=\"Store and manage conversation history\",\n",
" backstory=\"I am responsible for maintaining the conversation memory by storing relevant information.\",\n",
" allow_delegation=False,\n",
" tools=[mcp_tools[\"add_memory\"]]\n",
" )\n",
"\n",
" # Response Generator Agent\n",
" response_generator = Agent(\n",
" role=\"Response Generator\",\n",
" goal=\"Generate coherent responses using memory context\",\n",
" backstory=\"I analyze memory nodes to generate contextually relevant responses.\",\n",
" allow_delegation=False,\n",
" tools=[mcp_tools[\"search_memory_nodes\"]]\n",
" )\n",
"\n",
" # Define tasks\n",
" assistant_task = Task(\n",
" description=\"Process the user query '{query}' and provide a helpful response. Search the web if needed.\",\n",
" agent=assistant_agent,\n",
" expected_output=\"A detailed response addressing the user's query\"\n",
" )\n",
"\n",
" memory_task = Task(\n",
" description=\"Store the query '{query}' and response in memory for future reference\",\n",
" agent=memory_manager,\n",
" expected_output=\"Confirmation of memory storage\"\n",
" )\n",
"\n",
" response_gen_task = Task(\n",
" description=\"Generate a response for '{query}' using relevant information from memory\",\n",
" agent=response_generator,\n",
" expected_output=\"A coherent response incorporating context from memory\"\n",
" )\n",
"\n",
" # Create crew with all agents and tasks\n",
" crew = Crew(\n",
" agents=[assistant_agent, memory_manager, response_generator],\n",
" tasks=[assistant_task, memory_task, response_gen_task],\n",
" verbose=True\n",
" )\n",
"\n",
" # Example usage\n",
" result = crew.kickoff(\n",
" inputs={\n",
" \"query\": \"What is happening in FIFA club world cup 2025?\",\n",
" }\n",
" )\n",
" print(result)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from crewai import Agent\n",
"from crewai_tools import MCPServerAdapter\n",
"\n",
"\n",
"server_params = [\n",
" {\n",
" \"url\": \"http://localhost:8000/sse\",\n",
" \"transport\": \"sse\"\n",
" },\n",
" {\n",
" \"url\": \"http://localhost:8080/sse\",\n",
" \"transport\": \"sse\"\n",
" }\n",
" ]\n",
"\n",
"\n",
"# Example usage (uncomment and adapt once server_params is set):\n",
"with MCPServerAdapter(server_params) as mcp_tools:\n",
" print(f\"Available tools: {[tool.name for tool in mcp_tools]}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from crewai import Agent\n",
"from crewai_tools import MCPServerAdapter\n",
"\n",
"\n",
"# 2. SSE Server:\n",
"server_params = {\n",
" \"url\": \"http://localhost:8000/sse\",\n",
" \"transport\": \"sse\"\n",
"}\n",
"\n",
"with MCPServerAdapter(server_params) as mcp_tools:\n",
" print(f\"Available tools: {[tool.name for tool in mcp_tools]}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from crewai import Agent, Task, Crew\n",
"\n",
"from crewai_tools import MCPServerAdapter\n",
"\n",
"# MCP configuration for websearch and memory MCP servers\n",
"server_params = [\n",
" {\n",
" \"url\": \"http://localhost:8000/sse\",\n",
" \"transport\": \"sse\"\n",
" }\n",
" ]\n",
"\n",
"# Create agents under the MCP context manager\n",
"with MCPServerAdapter(server_params) as mcp_tools:\n",
" print(f\"Available tools: {[tool.name for tool in mcp_tools]}\")\n",
" # Assistant Agent\n",
" memory_manager = Agent(\n",
" role=\"Clears memory\",\n",
" goal=\"Clear the memory\",\n",
" backstory=\"I am a helpful AI assistant that can clear the memory.\",\n",
" allow_delegation=False,\n",
" tools=[mcp_tools[\"clear_graph\"]]\n",
" )\n",
"\n",
"\n",
" memory_task = Task(\n",
" description=\"Clear the memory\",\n",
" agent=memory_manager,\n",
" expected_output=\"Confirmation of memory cleared\"\n",
" )\n",
"\n",
" # Create crew with all agents and tasks\n",
" crew = Crew(\n",
" agents=[memory_manager],\n",
" tasks=[ memory_task],\n",
" verbose=True\n",
" )\n",
"\n",
" # Example usage\n",
" result = crew.kickoff(\n",
" inputs={\n",
" \n",
" }\n",
" )\n",
" print(result)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from crewai import Agent, Task, Crew\n",
"\n",
"from crewai_tools import MCPServerAdapter\n",
"\n",
"# MCP configuration for websearch and memory MCP servers\n",
"server_params = [\n",
" {\n",
" \"url\": \"http://localhost:8000/sse\",\n",
" \"transport\": \"sse\"\n",
" }\n",
" ]\n",
"\n",
"# Create agents under the MCP context manager\n",
"with MCPServerAdapter(server_params) as mcp_tools:\n",
" print(f\"Available tools: {[tool.name for tool in mcp_tools]}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}