wehub-resource-sync
2840 lines
348 KiB
Plaintext
2840 lines
348 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Build your first Agent with memory ft. MCP"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"<img src=\"assets/agent-crashcourse2.gif\" width=\"400\" height=\"300\">"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 34,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"True"
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]
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},
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"execution_count": 34,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"from crewai import Crew, Process, Task, Agent\n",
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"from dotenv import load_dotenv\n",
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"\n",
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"load_dotenv()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Setup a local LLM"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 35,
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"metadata": {},
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"outputs": [],
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"source": [
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"from crewai import LLM\n",
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"\n",
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"llm = LLM(\n",
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" model=\"ollama/llama3.2\",\n",
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" base_url=\"http://localhost:11434\"\n",
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")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Simple QA crew"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 43,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008080; text-decoration-color: #008080\">╭──────────────────────────────────────────── Crew Execution Started ─────────────────────────────────────────────╮</span>\n",
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"<span style=\"color: #008080; text-decoration-color: #008080\">│</span> <span style=\"color: #008080; text-decoration-color: #008080\">│</span>\n",
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"<span style=\"color: #008080; text-decoration-color: #008080\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">Name: </span><span style=\"color: #008080; text-decoration-color: #008080\">crew</span> <span style=\"color: #008080; text-decoration-color: #008080\">│</span>\n",
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"<span style=\"color: #008080; text-decoration-color: #008080\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">ID: </span><span style=\"color: #008080; text-decoration-color: #008080\">205863a2-c452-466a-82f4-c6c3f3620ea7</span> <span style=\"color: #008080; text-decoration-color: #008080\">│</span>\n",
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"<span style=\"color: #008080; text-decoration-color: #008080\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">Tool Args: </span> <span style=\"color: #008080; text-decoration-color: #008080\">│</span>\n",
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080\">╭─────────────────────────────────────────────── 🤖 Agent Started ────────────────────────────────────────────────╮</span>\n",
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"<span style=\"color: #800080; text-decoration-color: #800080\">│</span> <span style=\"color: #800080; text-decoration-color: #800080\">│</span>\n",
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"\u001b[35m│\u001b[0m \u001b[35m│\u001b[0m\n",
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">The capital of Spain is Madrid.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
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|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">ID: </span><span style=\"color: #008000; text-decoration-color: #008000\">205863a2-c452-466a-82f4-c6c3f3620ea7</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">Tool Args: </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">Final Output: The capital of Spain is Madrid.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\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[32m205863a2-c452-466a-82f4-c6c3f3620ea7\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: The capital of Spain is Madrid.\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
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||
"\u001b[32m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
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||
]
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||
},
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||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"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": {
|
||
"text/html": [
|
||
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|
||
"<span style=\"color: #008080; text-decoration-color: #008080\">│</span> <span style=\"color: #008080; text-decoration-color: #008080\">│</span>\n",
|
||
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|
||
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|
||
"<span style=\"color: #008080; text-decoration-color: #008080\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">ID: </span><span style=\"color: #008080; text-decoration-color: #008080\">779faaeb-5a67-41e0-9f33-35282486146b</span> <span style=\"color: #008080; text-decoration-color: #008080\">│</span>\n",
|
||
"<span style=\"color: #008080; text-decoration-color: #008080\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">Tool Args: </span> <span style=\"color: #008080; text-decoration-color: #008080\">│</span>\n",
|
||
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|
||
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|
||
"<span style=\"color: #008080; text-decoration-color: #008080\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
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|
||
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|
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|
||
"\u001b[36m│\u001b[0m \u001b[36m│\u001b[0m\n",
|
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|
||
"\u001b[36m│\u001b[0m \u001b[37mName: \u001b[0m\u001b[36mcrew\u001b[0m \u001b[36m│\u001b[0m\n",
|
||
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|
||
"\u001b[36m│\u001b[0m \u001b[37mTool Args: \u001b[0m \u001b[36m│\u001b[0m\n",
|
||
"\u001b[36m│\u001b[0m \u001b[36m│\u001b[0m\n",
|
||
"\u001b[36m│\u001b[0m \u001b[36m│\u001b[0m\n",
|
||
"\u001b[36m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
|
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|
||
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|
||
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|
||
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|
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||
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|
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
{
|
||
"data": {
|
||
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|
||
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|
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|
||
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|
||
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|
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|
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{
|
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|
||
"<span style=\"color: #800080; text-decoration-color: #800080\">│</span> <span style=\"color: #800080; text-decoration-color: #800080\">│</span>\n",
|
||
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|
||
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|
||
"<span style=\"color: #800080; text-decoration-color: #800080\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">Task: </span><span style=\"color: #00ff00; text-decoration-color: #00ff00\">Search the web for information about Give me a summary of what is happening in Wimbeldon 2025?.</span> <span style=\"color: #800080; text-decoration-color: #800080\">│</span>\n",
|
||
"<span style=\"color: #800080; text-decoration-color: #800080\">│</span> <span style=\"color: #800080; text-decoration-color: #800080\">│</span>\n",
|
||
"<span style=\"color: #800080; text-decoration-color: #800080\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
|
||
"</pre>\n"
|
||
],
|
||
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|
||
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|
||
"\u001b[35m│\u001b[0m \u001b[35m│\u001b[0m\n",
|
||
"\u001b[35m│\u001b[0m \u001b[37mAgent: \u001b[0m\u001b[1;92mWeb Search Agent\u001b[0m \u001b[35m│\u001b[0m\n",
|
||
"\u001b[35m│\u001b[0m \u001b[35m│\u001b[0m\n",
|
||
"\u001b[35m│\u001b[0m \u001b[37mTask: \u001b[0m\u001b[92mSearch the web for information about Give me a summary of what is happening in Wimbeldon 2025?.\u001b[0m \u001b[35m│\u001b[0m\n",
|
||
"\u001b[35m│\u001b[0m \u001b[35m│\u001b[0m\n",
|
||
"\u001b[35m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
|
||
]
|
||
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|
||
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|
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|
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|
||
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|
||
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|
||
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|
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||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
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|
||
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|
||
{
|
||
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|
||
"text/html": [
|
||
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|
||
"UserWarning: install \"ipywidgets\" for Jupyter support\n",
|
||
" warnings.warn('install \"ipywidgets\" for Jupyter support')\n",
|
||
"</pre>\n"
|
||
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|
||
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|
||
"/Users/akshay/Eigen/ai-engineering-hub/agent-with-mcp-memory/.venv/lib/python3.12/site-packages/rich/live.py:231: \n",
|
||
"UserWarning: install \"ipywidgets\" for Jupyter support\n",
|
||
" warnings.warn('install \"ipywidgets\" for Jupyter support')\n"
|
||
]
|
||
},
|
||
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|
||
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|
||
},
|
||
{
|
||
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|
||
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|
||
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|
||
],
|
||
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|
||
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|
||
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|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
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|
||
"<span style=\"color: #800080; text-decoration-color: #800080\">│</span> <span style=\"color: #800080; text-decoration-color: #800080\">│</span>\n",
|
||
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|
||
"<span style=\"color: #800080; text-decoration-color: #800080\">│</span> <span style=\"color: #800080; text-decoration-color: #800080\">│</span>\n",
|
||
"<span style=\"color: #800080; text-decoration-color: #800080\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">Thought: </span><span style=\"color: #00ff00; text-decoration-color: #00ff00\">Action: LinkUp Search</span> <span style=\"color: #800080; text-decoration-color: #800080\">│</span>\n",
|
||
"<span style=\"color: #800080; text-decoration-color: #800080\">│</span> <span style=\"color: #800080; text-decoration-color: #800080\">│</span>\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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]
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},
|
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|
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|
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|
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|
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">Taylor Fritz.\\n- Several British players, including Emma Raducanu, Cameron Norrie, and Sonay Kartal, have </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">both men's and women's draws reaching the fourth round.\\n- Weather has caused some heat-related delays, </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">figures appearing in the Royal Box.\\n- Tickets remain available primarily through debenture holders, with </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">prices varying by court and match day.\\n\\nFor live scores, draws, and detailed schedules, official Wimbledon </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">and LTA websites provide continuous updates.\" sources=[LinkupSource(name='Schedule - The Championships, </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">Wimbledon', url='https://www.wimbledon.com/en_GB/atoz/schedule.html', snippet='We cannot provide a </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">LTA · Draper, Evans &amp; Pinnington Jones Storm Into Round Two 🔥 | Wimbledon 2025 Highlights | LTA\\nFollow </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\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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|
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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)"
|
||
]
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||
},
|
||
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|
||
"cell_type": "markdown",
|
||
"metadata": {},
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"source": [
|
||
"### Knowledge graph based human like memory for Agents"
|
||
]
|
||
},
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||
{
|
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"cell_type": "markdown",
|
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"metadata": {},
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"source": [
|
||
"<img src=\"assets/zep-memory.gif\" width=\"400\" height=\"400\">"
|
||
]
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},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Agents with knowledge graph memory\n"
|
||
]
|
||
},
|
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{
|
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"cell_type": "markdown",
|
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"metadata": {},
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"source": [
|
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"<img src=\"assets/agent-crashcourse1.gif\" width=\"400\" height=\"400\">"
|
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]
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},
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"cell_type": "code",
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" warn(\n"
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"\u001b[32m╭─\u001b[0m\u001b[32m─────────────────────────────────────────────────\u001b[0m\u001b[32m Tool Output \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[92manswer=\"The 2025 FIFA Club World Cup is being held in the United States from June 14 to July 13, 2025, \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mfeaturing an expanded format with 32 clubs competing in 12 venues across 11 US cities. The tournament serves \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mas a prelude to the 2026 FIFA World Cup. Notable teams include Chelsea, Manchester City, and Lionel Messi's \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mInter Miami. The knockout stage began on June 28, with Chelsea and Paris Saint-Germain reaching the final \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mafter PSG defeated Real Madrid 4-0 and Chelsea beat Fluminense 2-0 in the semifinals. Matches are broadcast \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92min China by Migu and in South Korea by Coupang Play. The tournament has faced challenges such as a US heat \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mwave affecting players and coaches. Referees are using body cameras, with some footage shown to audiences. \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mThe final is scheduled for July 13 in New Jersey.\" sources=[LinkupSource(name='FIFA Club World Cup 2025™', \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92murl='https://www.fifa.com/en/tournaments/mens/club-world-cup/usa-2025', snippet='We cannot provide a \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mdescription for this page right now\\nundefined'), LinkupSource(name='2025 FIFA Club World Cup - Wikipedia', \u001b[0m \u001b[32m│\u001b[0m\n",
|
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"\u001b[32m│\u001b[0m \u001b[92murl='https://en.wikipedia.org/wiki/2025_FIFA_Club_World_Cup', snippet='The expanded format and schedule ... \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92m2021 event was canceled due to the COVID-19 pandemic. On June 23, 2023, FIFA confirmed that the United States\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mwould host the 2025 tournament as a prelude to the 2026 FIFA World Cup....\\nThe expanded format and schedule \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mof Club World Cup, to be played in June and July 2021, was confirmed at the March 2019 FIFA Council meeting \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92min Miami. China was appointed as host in October 2019, but the 2021 event was canceled due to the COVID-19 \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mpandemic. On June 23, 2023, FIFA confirmed that the United States would host the 2025 tournament as a prelude\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mto the 2026 FIFA World Cup.\\nOn April 10, 2025, Chinese streaming platform Migu acquired broadcast rights in \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mChina to the FIFA Club World Cup in a direct deal spanning two editions.\\nOn June 11, 2025, Coupang Play in \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mSouth Korea announced it would provide coverage of the FIFA Club...\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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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">╭───────────────────────────────────────────── ✅ Agent Final Answer ─────────────────────────────────────────────╮</span>\n",
|
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">Agent: </span><span style=\"color: #00ff00; text-decoration-color: #00ff00; font-weight: bold\">Helpful Assistant</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">Final Answer:</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">The 2025 FIFA Club World Cup is currently taking place in the United States from June 14 to July 13, 2025. </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">This edition of the tournament features a significant change with an expanded format including 32 clubs </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">competing in 12 venues across 11 US cities. It is designed as a prelude to the 2026 FIFA World Cup.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">Key details and happenings in the tournament:</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The tournament format mirrors that of the FIFA World Cup, with a round-robin group stage followed by </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">knockout rounds, but without a third place playoff.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- Notable clubs participating include European giants Chelsea and Paris Saint-Germain (PSG), as well as </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">Manchester City and Lionel Messi’s Inter Miami from MLS.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The knockout phase started on June 28, 2025.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- Chelsea advanced to the final after defeating Fluminense 2-0 in the semifinals.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- PSG reached the final by delivering a dominant 4-0 victory over Real Madrid.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The final match of the Club World Cup is scheduled for July 13, 2025, in New Jersey.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- Broadcast rights are held in China by the streaming platform Migu and in South Korea by Coupang Play.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The tournament has faced challenges such as a severe heat wave in the US affecting players and coaches.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- An innovative feature introduced this year is referees wearing body cameras, with some footage shared with </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">audiences, adding a new perspective to refereeing.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- There was some team reshuffling as Club Leon was removed from the tournament due to multi-club ownership </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">criteria violations and will be replaced accordingly.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The venues for the event are spread along the US East Coast, to better accommodate European broadcasters </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">and avoid scheduling conflicts with other major tournaments like the 2025 CONCACAF Gold Cup.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">This tournament represents a new milestone for the FIFA Club World Cup with its large scale and high-profile </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">teams, offering fans a month-long festival of top-level club football across multiple major US cities.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">For more detailed schedules, results, and news updates, you can visit FIFA’s official page: </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">https://www.fifa.com/en/tournaments/mens/club-world-cup/usa-2025</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">This comprehensive overview should keep you well informed about what is happening in the FIFA Club World Cup </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">2025.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\u001b[32m╭─\u001b[0m\u001b[32m────────────────────────────────────────────\u001b[0m\u001b[32m ✅ Agent Final Answer \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[37mAgent: \u001b[0m\u001b[1;92mHelpful Assistant\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\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[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",
|
||
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mKey details and happenings in the tournament:\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\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",
|
||
"\u001b[32m│\u001b[0m \u001b[92mknockout 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[92m- Notable clubs participating include European giants Chelsea and Paris Saint-Germain (PSG), as well as \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 started 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",
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"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000\">╭───────────────────────────────────────────── ✅ Agent Final Answer ─────────────────────────────────────────────╮</span>\n",
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">Query: What is happening in FIFA club world cup 2025?</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
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|
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">13, 2025. This edition of the tournament features a significant change with an expanded format including 32 </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">clubs competing in 12 venues across 11 US cities. It is designed as a prelude to the 2026 FIFA World Cup.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">Key details and happenings in the tournament:</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The tournament format mirrors that of the FIFA World Cup, with a round-robin group stage followed by </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">knockout rounds, but without a third place playoff.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- Notable clubs participating include European giants Chelsea and Paris Saint-Germain (PSG), as well as </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">Manchester City and Lionel Messi’s Inter Miami from MLS.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The knockout phase started on June 28, 2025.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- Chelsea advanced to the final after defeating Fluminense 2-0 in the semifinals.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- PSG reached the final by delivering a dominant 4-0 victory over Real Madrid.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The final match of the Club World Cup is scheduled for July 13, 2025, in New Jersey.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- Broadcast rights are held in China by the streaming platform Migu and in South Korea by Coupang Play.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The tournament has faced challenges such as a severe heat wave in the US affecting players and coaches.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- An innovative feature introduced this year is referees wearing body cameras, with some footage shared with </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">audiences, adding a new perspective to refereeing.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- There was some team reshuffling as Club Leon was removed from the tournament due to multi-club ownership </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">criteria violations and will be replaced accordingly.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The venues for the event are spread along the US East Coast, to better accommodate European broadcasters </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">and avoid scheduling conflicts with other major tournaments like the 2025 CONCACAF Gold Cup.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">This tournament represents a new milestone for the FIFA Club World Cup with its large scale and high-profile </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">teams, offering fans a month-long festival of top-level club football across multiple major US cities.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">For more detailed schedules, results, and news updates, you can visit FIFA’s official page: </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">https://www.fifa.com/en/tournaments/mens/club-world-cup/usa-2025</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">This comprehensive overview should keep you well informed about what is happening in the FIFA Club World Cup </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">2025.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
|
||
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|
||
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|
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|
||
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|
||
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|
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|
||
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|
||
"\u001b[32m│\u001b[0m \u001b[92mResponse: The 2025 FIFA Club World Cup is currently taking place in the United States from June 14 to July \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92m13, 2025. This edition of the tournament features a significant change with an expanded format including 32 \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mclubs 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[92mKey details and happenings in the tournament:\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",
|
||
"\u001b[32m│\u001b[0m \u001b[92mknockout rounds, but without a third place playoff.\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), as well as \u001b[0m \u001b[32m│\u001b[0m\n",
|
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|
||
"\u001b[32m│\u001b[0m \u001b[92m- The knockout phase started on June 28, 2025.\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[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[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[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[92m- The tournament has faced challenges such as a severe heat wave in the US affecting players and coaches.\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92m- An innovative feature introduced this year is referees wearing body cameras, with some footage shared with \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
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|
||
"\u001b[32m│\u001b[0m \u001b[92m- There was some team reshuffling as Club Leon was removed from the tournament due to multi-club ownership \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
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|
||
"\u001b[32m│\u001b[0m \u001b[92m- The venues for the event are spread along the US East Coast, to better accommodate European broadcasters \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mand avoid scheduling conflicts with other major tournaments like the 2025 CONCACAF Gold Cup.\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mThis tournament represents a new milestone for the FIFA Club World Cup with its large scale and high-profile \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mteams, offering fans a month-long festival of top-level club football across multiple major US cities.\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[92mFor more detailed schedules, results, and news updates, you can visit FIFA’s official page: \u001b[0m \u001b[32m│\u001b[0m\n",
|
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|
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|
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">The 2025 FIFA Club World Cup is currently taking place in the United States from June 14 to July 13, 2025. </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
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|
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|
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|
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|
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|
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|
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|
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"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- Notable clubs participating include European giants Chelsea and Paris Saint-Germain (PSG), alongside </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">Manchester City and Lionel Messi’s Inter Miami from MLS.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The knockout phase began on June 28, 2025.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- Chelsea advanced to the final after defeating Fluminense 2-0 in the semifinals.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- PSG reached the final by delivering a dominant 4-0 victory over Real Madrid.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The final match of the Club World Cup is scheduled for July 13, 2025, in New Jersey.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- Broadcast rights are held in China by the streaming platform Migu and in South Korea by Coupang Play.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- The tournament has faced challenges such as a severe heat wave across the US, impacting players and </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">coaches.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- An innovative feature introduced this year is that referees are wearing body cameras, and some footage is </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">being shared with audiences, providing a new perspective on refereeing.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- There was team reshuffling prior to the tournament as Club Leon was removed due to violations of multi-club</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">ownership criteria and will be replaced accordingly.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">- Venues for the event are spread along the US East Coast to better accommodate European broadcasters and </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">avoid schedule conflicts with other major tournaments like the 2025 CONCACAF Gold Cup.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">This tournament represents a new milestone for the FIFA Club World Cup, showcasing a large scale and </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">high-profile teams, offering fans a month-long festival of top-level club football across multiple major US </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">cities.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">For more detailed schedules, results, and news updates, fans can visit FIFA’s official page at </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #00ff00; text-decoration-color: #00ff00\">https://www.fifa.com/en/tournaments/mens/club-world-cup/usa-2025.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
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||
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|
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|
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|
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|
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|
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|
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|
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|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">- There was team reshuffling prior to the tournament as Club Leon was removed due to violations of multi-club</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">ownership criteria and will be replaced accordingly.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">- Venues for the event are spread along the US East Coast to better accommodate European broadcasters and </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">avoid schedule conflicts with other major tournaments like the 2025 CONCACAF Gold Cup.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">This tournament represents a new milestone for the FIFA Club World Cup, showcasing a large scale and </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">high-profile teams, offering fans a month-long festival of top-level club football across multiple major US </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">cities.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">For more detailed schedules, results, and news updates, fans can visit FIFA’s official page at </span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #c0c0c0; text-decoration-color: #c0c0c0\">https://www.fifa.com/en/tournaments/mens/club-world-cup/usa-2025.</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">│</span> <span style=\"color: #008000; text-decoration-color: #008000\">│</span>\n",
|
||
"<span style=\"color: #008000; text-decoration-color: #008000\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\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[32m40ed7443-2bf9-4a19-b9ca-b9caf3d7280a\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: The 2025 FIFA Club World Cup is currently taking place in the United States from June 14 to \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\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",
|
||
"\u001b[32m│\u001b[0m \u001b[37m- 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[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",
|
||
"\u001b[32m│\u001b[0m \u001b[37mbeing shared with audiences, providing a new perspective on refereeing.\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\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",
|
||
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[37m- 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[37mavoid 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[37mThis tournament represents a new milestone for the FIFA Club World Cup, showcasing a large scale and \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[37mhigh-profile teams, offering fans a month-long festival of top-level club football across multiple major US \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[37mcities.\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[37mFor more detailed schedules, results, and news updates, fans can visit FIFA’s official page at \u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[37mhttps://www.fifa.com/en/tournaments/mens/club-world-cup/usa-2025.\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m│\u001b[0m \u001b[32m│\u001b[0m\n",
|
||
"\u001b[32m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
|
||
"</pre>\n"
|
||
],
|
||
"text/plain": [
|
||
"\n"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"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",
|
||
"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 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
|
||
}
|