%pip install --quiet datasets langchain-couchbase langchain-openai crewai python-dotenv

Note: you may need to restart the kernel to use updated packages.

import getpass
import json
import logging
import os
import time
from datetime import timedelta

from couchbase.auth import PasswordAuthenticator
from couchbase.cluster import Cluster
from couchbase.diagnostics import PingState, ServiceType
from couchbase.exceptions import (InternalServerFailureException,
                                  QueryIndexAlreadyExistsException,
                                  ServiceUnavailableException)
from couchbase.management.buckets import CreateBucketSettings
from couchbase.management.search import SearchIndex
from couchbase.options import ClusterOptions
from datasets import load_dataset
from dotenv import load_dotenv
from crewai.tools import tool
from langchain_couchbase.vectorstores import CouchbaseVectorStore
from langchain_openai import ChatOpenAI, OpenAIEmbeddings

from crewai import Agent, Crew, Process, Task

logging.basicConfig(
    level=logging.INFO,
    format='%(asctime)s [%(levelname)s] %(message)s',
    datefmt='%Y-%m-%d %H:%M:%S'
)

# Suppress httpx logging
logging.getLogger('httpx').setLevel(logging.CRITICAL)

# Load environment variables
load_dotenv()

# Configuration
OPENAI_API_KEY = os.getenv('OPENAI_API_KEY') or input("Enter your OpenAI API key: ")
if not OPENAI_API_KEY:
    raise ValueError("OPENAI_API_KEY is not set")

CB_HOST = os.getenv('CB_HOST') or input("Enter Couchbase host (default: couchbase://localhost): ") or 'couchbase://localhost'
CB_USERNAME = os.getenv('CB_USERNAME') or input("Enter Couchbase username (default: Administrator): ") or 'Administrator'
CB_PASSWORD = os.getenv('CB_PASSWORD') or getpass.getpass("Enter Couchbase password (default: password): ") or 'password'
CB_BUCKET_NAME = os.getenv('CB_BUCKET_NAME') or input("Enter bucket name (default: vector-search-testing): ") or 'vector-search-testing'
INDEX_NAME = os.getenv('INDEX_NAME') or input("Enter index name (default: vector_search_crew): ") or 'vector_search_crew'
SCOPE_NAME = os.getenv('SCOPE_NAME') or input("Enter scope name (default: shared): ") or 'shared'
COLLECTION_NAME = os.getenv('COLLECTION_NAME') or input("Enter collection name (default: crew): ") or 'crew'

print("Configuration loaded successfully")

Configuration loaded successfully

# Connect to Couchbase
try:
    auth = PasswordAuthenticator(CB_USERNAME, CB_PASSWORD)
    options = ClusterOptions(auth)
    cluster = Cluster(CB_HOST, options)
    cluster.wait_until_ready(timedelta(seconds=5))
    print("Successfully connected to Couchbase")
except Exception as e:
    print(f"Failed to connect to Couchbase: {str(e)}")
    raise

Successfully connected to Couchbase

def check_search_service(cluster):
    """Verify search service availability using ping"""
    try:
        # Get ping result
        ping_result = cluster.ping()
        search_available = False
        
        # Check if search service is responding
        for service_type, endpoints in ping_result.endpoints.items():
            if service_type == ServiceType.Search:
                for endpoint in endpoints:
                    if endpoint.state == PingState.OK:
                        search_available = True
                        print(f"Search service is responding at: {endpoint.remote}")
                        break
                break

        if not search_available:
            raise RuntimeError("Search/FTS service not found or not responding")
        
        print("Search service check passed successfully")
    except Exception as e:
        print(f"Health check failed: {str(e)}")
        raise
try:
    check_search_service(cluster)
except Exception as e:
    print(f"Failed to check search service: {str(e)}")
    raise

Search service is responding at: 18.209.43.8:18094
Search service check passed successfully

def setup_collection(cluster, bucket_name, scope_name, collection_name):
    try:
        # Check if bucket exists, create if it doesn't
        try:
            bucket = cluster.bucket(bucket_name)
            logging.info(f"Bucket '{bucket_name}' exists.")
        except Exception as e:
            logging.info(f"Bucket '{bucket_name}' does not exist. Creating it...")
            bucket_settings = CreateBucketSettings(
                name=bucket_name,
                bucket_type='couchbase',
                ram_quota_mb=1024,
                flush_enabled=True,
                num_replicas=0
            )
            cluster.buckets().create_bucket(bucket_settings)
            bucket = cluster.bucket(bucket_name)
            logging.info(f"Bucket '{bucket_name}' created successfully.")

        bucket_manager = bucket.collections()

        # Check if scope exists, create if it doesn't
        scopes = bucket_manager.get_all_scopes()
        scope_exists = any(scope.name == scope_name for scope in scopes)
        
        if not scope_exists and scope_name != "_default":
            logging.info(f"Scope '{scope_name}' does not exist. Creating it...")
            bucket_manager.create_scope(scope_name)
            logging.info(f"Scope '{scope_name}' created successfully.")

        # Check if collection exists, create if it doesn't
        collections = bucket_manager.get_all_scopes()
        collection_exists = any(
            scope.name == scope_name and collection_name in [col.name for col in scope.collections]
            for scope in collections
        )

        if not collection_exists:
            logging.info(f"Collection '{collection_name}' does not exist. Creating it...")
            bucket_manager.create_collection(scope_name, collection_name)
            logging.info(f"Collection '{collection_name}' created successfully.")
        else:
            logging.info(f"Collection '{collection_name}' already exists. Skipping creation.")

        # Wait for collection to be ready
        collection = bucket.scope(scope_name).collection(collection_name)
        time.sleep(2)  # Give the collection time to be ready for queries

        # Ensure primary index exists
        try:
            cluster.query(f"CREATE PRIMARY INDEX IF NOT EXISTS ON `{bucket_name}`.`{scope_name}`.`{collection_name}`").execute()
            logging.info("Primary index present or created successfully.")
        except Exception as e:
            logging.warning(f"Error creating primary index: {str(e)}")

        # Clear all documents in the collection
        try:
            query = f"DELETE FROM `{bucket_name}`.`{scope_name}`.`{collection_name}`"
            cluster.query(query).execute()
            logging.info("All documents cleared from the collection.")
        except Exception as e:
            logging.warning(f"Error while clearing documents: {str(e)}. The collection might be empty.")

        return collection
    except Exception as e:
        raise RuntimeError(f"Error setting up collection: {str(e)}")
    
setup_collection(cluster, CB_BUCKET_NAME, SCOPE_NAME, COLLECTION_NAME)

2025-04-08 13:41:21 [INFO] Bucket 'vector-search-testing' exists.
2025-04-08 13:41:23 [INFO] Collection 'crew' already exists. Skipping creation.
2025-04-08 13:41:26 [INFO] Primary index present or created successfully.
2025-04-08 13:41:27 [INFO] All documents cleared from the collection.





<couchbase.collection.Collection at 0x314a4c410>

# Load index definition
try:
    with open('crew_index.json', 'r') as file:
        index_definition = json.load(file)
except FileNotFoundError as e:
    print(f"Error: crew_index.json file not found: {str(e)}")
    raise
except json.JSONDecodeError as e:
    print(f"Error: Invalid JSON in crew_index.json: {str(e)}")
    raise
except Exception as e:
    print(f"Error loading index definition: {str(e)}")
    raise

try:
    scope_index_manager = cluster.bucket(CB_BUCKET_NAME).scope(SCOPE_NAME).search_indexes()

    # Check if index already exists
    existing_indexes = scope_index_manager.get_all_indexes()
    index_name = index_definition["name"]

    if index_name in [index.name for index in existing_indexes]:
        logging.info(f"Index '{index_name}' found")
    else:
        logging.info(f"Creating new index '{index_name}'...")

    # Create SearchIndex object from JSON definition
    search_index = SearchIndex.from_json(index_definition)

    # Upsert the index (create if not exists, update if exists)
    scope_index_manager.upsert_index(search_index)
    logging.info(f"Index '{index_name}' successfully created/updated.")

except QueryIndexAlreadyExistsException:
    logging.info(f"Index '{index_name}' already exists. Skipping creation/update.")
except ServiceUnavailableException:
    raise RuntimeError("Search service is not available. Please ensure the Search service is enabled in your Couchbase cluster.")
except InternalServerFailureException as e:
    logging.error(f"Internal server error: {str(e)}")
    raise

2025-04-08 13:41:28 [INFO] Index 'vector_search_crew' found
2025-04-08 13:41:29 [INFO] Index 'vector_search_crew' already exists. Skipping creation/update.

# Initialize OpenAI components
embeddings = OpenAIEmbeddings(
    openai_api_key=OPENAI_API_KEY,
    model="text-embedding-3-small"
)

llm = ChatOpenAI(
    openai_api_key=OPENAI_API_KEY,
    model="gpt-4o",
    temperature=0.2
)

print("OpenAI components initialized")

OpenAI components initialized

# Setup vector store
vector_store = CouchbaseVectorStore(
    cluster=cluster,
    bucket_name=CB_BUCKET_NAME,
    scope_name=SCOPE_NAME,
    collection_name=COLLECTION_NAME,
    embedding=embeddings,
    index_name=INDEX_NAME,
)
print("Vector store initialized")

Vector store initialized

try:
    news_dataset = load_dataset(
        "RealTimeData/bbc_news_alltime", "2024-12", split="train"
    )
    print(f"Loaded the BBC News dataset with {len(news_dataset)} rows")
    logging.info(f"Successfully loaded the BBC News dataset with {len(news_dataset)} rows.")
except Exception as e:
    raise ValueError(f"Error loading the BBC News dataset: {str(e)}")

2025-04-08 13:41:37 [INFO] Successfully loaded the BBC News dataset with 2687 rows.


Loaded the BBC News dataset with 2687 rows

news_articles = news_dataset["content"]
unique_articles = set()
for article in news_articles:
    if article:
        unique_articles.add(article)
unique_news_articles = list(unique_articles)
print(f"We have {len(unique_news_articles)} unique articles in our database.")

We have 1749 unique articles in our database.

batch_size = 50

# Automatic Batch Processing
articles = [article for article in unique_news_articles if article and len(article) <= 50000]

try:
    vector_store.add_texts(
        texts=articles,
        batch_size=batch_size
    )
    logging.info("Document ingestion completed successfully.")
except Exception as e:
    raise ValueError(f"Failed to save documents to vector store: {str(e)}")

2025-04-08 13:43:34 [INFO] Document ingestion completed successfully.

# Create vector retriever
retriever = vector_store.as_retriever(
    search_type="similarity",
)

# Define the search tool using the @tool decorator
@tool("vector_search")
def search_tool(query: str) -> str:
    """Search for relevant documents using vector similarity.
    Input should be a simple text query string.
    Returns a list of relevant document contents.
    Use this tool to find detailed information about topics."""
    # Handle potential non-string query input if needed (similar to original lambda)
    # CrewAI usually passes the string directly based on task description
    # but checking doesn't hurt, though the Agent logic might handle this.
    # query_str = query if isinstance(query, str) else str(query.get('query', '')) # Simplified for now

    # Invoke the retriever
    docs = retriever.invoke(query)

    # Format the results
    formatted_docs = "\n\n".join([
        f"Document {i+1}:\n{'-'*40}\n{doc.page_content}"
        for i, doc in enumerate(docs)
    ])
    return formatted_docs

# Custom response template
response_template = """
Analysis Results
===============
{%- if .Response %}
{{ .Response }}
{%- endif %}

Sources
=======
{%- for tool in .Tools %}
* {{ tool.name }}
{%- endfor %}

Metadata
========
* Confidence: {{ .Confidence }}
* Analysis Time: {{ .ExecutionTime }}
"""

# Create research agent
researcher = Agent(
    role='Research Expert',
    goal='Find and analyze the most relevant documents to answer user queries accurately',
    backstory="""You are an expert researcher with deep knowledge in information retrieval 
    and analysis. Your expertise lies in finding, evaluating, and synthesizing information 
    from various sources. You have a keen eye for detail and can identify key insights 
    from complex documents. You always verify information across multiple sources and 
    provide comprehensive, accurate analyses.""",
    tools=[search_tool],
    llm=llm,
    verbose=True,
    memory=True,
    allow_delegation=False,
    response_template=response_template
)

# Create writer agent
writer = Agent(
    role='Technical Writer',
    goal='Generate clear, accurate, and well-structured responses based on research findings',
    backstory="""You are a skilled technical writer with expertise in making complex 
    information accessible and engaging. You excel at organizing information logically, 
    explaining technical concepts clearly, and creating well-structured documents. You 
    ensure all information is properly cited, accurate, and presented in a user-friendly 
    manner. You have a talent for maintaining the reader's interest while conveying 
    detailed technical information.""",
    llm=llm,
    verbose=True,
    memory=True,
    allow_delegation=False,
    response_template=response_template
)

print("Agents created successfully")

Agents created successfully

def process_query(query, researcher, writer):
    """
    Test the complete RAG system with a user query.
    
    This function tests both the vector search capability and the agent-based processing:
    1. Vector search: Retrieves relevant documents from Couchbase
    2. Agent processing: Uses CrewAI agents to analyze and format the response
    
    The function measures performance and displays detailed outputs from each step.
    """
    print(f"\nQuery: {query}")
    print("-" * 80)
    
    # Create tasks
    research_task = Task(
        description=f"Research and analyze information relevant to: {query}",
        agent=researcher,
        expected_output="A detailed analysis with key findings and supporting evidence"
    )
    
    writing_task = Task(
        description="Create a comprehensive and well-structured response",
        agent=writer,
        expected_output="A clear, comprehensive response that answers the query",
        context=[research_task]
    )
    
    # Create and execute crew
    crew = Crew(
        agents=[researcher, writer],
        tasks=[research_task, writing_task],
        process=Process.sequential,
        verbose=True,
        cache=True,
        planning=True
    )
    
    try:
        start_time = time.time()
        result = crew.kickoff()
        elapsed_time = time.time() - start_time
        
        print(f"\nQuery completed in {elapsed_time:.2f} seconds")
        print("=" * 80)
        print("RESPONSE")
        print("=" * 80)
        print(result)
        
        if hasattr(result, 'tasks_output'):
            print("\n" + "=" * 80)
            print("DETAILED TASK OUTPUTS")
            print("=" * 80)
            for task_output in result.tasks_output:
                print(f"\nTask: {task_output.description[:100]}...")
                print("-" * 40)
                print(f"Output: {task_output.raw}")
                print("-" * 40)
    except Exception as e:
        print(f"Error executing crew: {str(e)}")
        logging.error(f"Crew execution failed: {str(e)}", exc_info=True)

# Disable logging before running the query
logging.disable(logging.CRITICAL)

query = "What are the key details about the FA Cup third round draw? Include information about Manchester United vs Arsenal, Tamworth vs Tottenham, and other notable fixtures."
process_query(query, researcher, writer)

Query: What are the key details about the FA Cup third round draw? Include information about Manchester United vs Arsenal, Tamworth vs Tottenham, and other notable fixtures.
--------------------------------------------------------------------------------

[2025-04-08 13:43:34][INFO]: Planning the crew execution

# Agent: Research Expert
## Task: Research and analyze information relevant to: What are the key details about the FA Cup third round draw? Include information about Manchester United vs Arsenal, Tamworth vs Tottenham, and other notable fixtures.1. Begin by formulating a detailed search query to gather relevant information on the FA Cup third round draw, focusing specifically on Manchester United vs Arsenal, Tamworth vs Tottenham, and notable fixtures. 
2. Use the vector_search tool to input the query: 'FA Cup third round draw details including Manchester United vs Arsenal and Tamworth vs Tottenham.' This will initiate a search for documents that are indexed based on relevance to the query. 
3. Examine the list of returned document contents for key details such as match dates, locations, historical significance, and any pertinent statistics or analyses related to the teams involved. 
4. Collect findings from various sources, ensuring to note down key details and supporting evidence such as match previews, expert opinions, and historical clashes between the teams. 
5. Synthesizing all collected data, prepare a structured outline that allocates sections for each match to detail their unique contexts and relevance in the draw. 
6. Finish the task by compiling a comprehensive report featuring the analysis with all relevant data and evidence, ensuring it maintains clarity and accuracy, thus meeting the expectations set by the task description.

# Agent: Research Expert
## Using tool: vector_search
## Tool Input: 
"{\"query\": \"FA Cup third round draw details including Manchester United vs Arsenal and Tamworth vs Tottenham\"}"
## Tool Output: 
Document 1:
----------------------------------------
Holders Manchester United have been drawn away to record 14-time winners Arsenal in the FA Cup third round.

Premier League leaders Liverpool will host League Two Accrington Stanley, while Manchester City welcome 'Class of 92'-owned Salford City.

Tamworth, one of only two non-league clubs remaining in the competition, are at home to Tottenham.

The third-round ties will be played over the weekend of Saturday, 11 January.

The third round is when the 44 Premier League and Championship clubs enter the competition, joining the 20 lower-league and non-league clubs who made it through last weekend's second-round ties.

There were audible groans from the watching supporters inside Old Trafford as Manchester United, who beat rivals Manchester City to lift the trophy for a 13th time in May, were confirmed as Arsenal's opponents.

Tamworth, the lowest-ranked team remaining in the cup, will host Ange Postecoglou's Spurs as reward for their penalty shootout win against League One side Burton Albion, while fellow National League outfit Dagenham & Redbridge will go to Championship Millwall.

Everton full-back Ashley Young, 39, could face his 18-year-old son Tyler after the Toffees drew Peterborough at home.

"Wow...dreams might come true," posted former England international Young on X.

Elsewhere, Chelsea host League Two's bottom club Morecambe, whose fellow fourth-tier strugglers Bromley travel to face Newcastle United at St James' Park.

Document 2:
----------------------------------------
Adam Idah won last season's Scottish Cup for Celtic with a last-gasp goal against Rangers at Hampden in May

Holders Celtic will host Kilmarnock in the fourth round of the Scottish Cup, while Rangers welcome Highland League side Fraserburgh to Ibrox. There will be a Dundee derby at Dens Park, St Johnstone take on Motherwell in Perth and Aberdeen make the short trip to Elgin City. Hibernian will be at home against Clydebank, currently unbeaten in the West of Scotland Football League, and Hearts visit Highland League leaders Brechin City. Championship pace-setters Falkirk won 3-1 at East Kilbride on Monday evening and will meet league rivals Raith Rovers next. Musselburgh Athletic of the East of Scotland Premier Division go to Hamilton Accies and Lowland League representatives Broxburn Athletic have a home tie with Ayr United. The fourth-round matches will be played on the weekend of 18-19 January.

Former Scotland forward Steven Naismith, who won the trophy with Rangers in 2009, conducted the draw at East Kilbride's K-Park

Fraserburgh manager says the prospect of facing Rangers is "a bit surreal". "It's something many, many at our level only dream of," Cowie told BBC Radio Scotland's Good Morning Scotland. "We've got quite a few in the club who are Rangers supporters, so for them it truly is a dream come true, but we're just humbled to have been given this opportunity. Like I said, just to be in the draw, but to pull out a tie such as that one it's going to be incredible. "It'll be rewarding in so many ways, obviously financially, it'll be great for a club and give us a boost during these difficult times, but also in terms of memories, this tie will create for players, supporters and the like. It's truly got to be a great occasion for the club." With almost seven weeks to go until the trip to Ibrox, Cowie says Fraserburgh will "have to try and keep a lid on it" with Highland League and Aberdeenshire Shield games to come first. "The Rangers game is a bit away yet, we've got some league games and cup games that we want to do well in beforehand," he added. "We haven't been together since, so there will be a bit of excitement, but we've got a good group, so hopefully we'll manage to focus on tonight's game [against Keith] and put the Rangers game to the side slightly."

Document 3:
----------------------------------------
Watch a "lovely finish" from Isiah Noel-Williams as Kettering Town take a shock lead against Doncaster Rovers in the second round of the FA Cup.

Available to UK users only.

Document 4:
----------------------------------------
Man Utd are better with Rashford - Amorim

This video can not be played To play this video you need to enable JavaScript in your browser. I just want to help Marcus - Amorim on Rashford

Manchester United manager Ruben Amorim says the club are "better" with Marcus Rashford after the forward suggested he could leave Old Trafford. The England international, 27, said on Tuesday that he was "ready for a new challenge and the next steps" in his career. It came two days after Rashford was dropped for United's derby win against Manchester City at Etihad Stadium. Rashford's last Premier League start came in a 4-0 win against Everton on 1 December, when he scored twice. Amorim suggested the club want the striker - who came through United's youth ranks - to stay, saying: "I don't talk about the future, we talk about the present. "This kind of club needs big talent and he's a big talent, so he just needs to perform at the highest level and that is my focus. I just want to help Marcus." Asked about Rashford's desire for a "new challenge", Amorim said: "I think it's right. We have here a new challenge, it's a tough one. "For me it's the biggest challenge in football because we are in a difficult situation and I already said this is one of the biggest clubs in the world. "I really hope all my players are ready for this new challenge." Amorim added the club will "try different things" to help Rashford find the "best levels he has shown in the past". "Nothing has changed - we believe in Marcus," said Amorim. "It's hard to explain to you guys what I am going to do. I'm a little bit emotional so in the moment I will decide what to do. "It's a hard situation to comment [on]. If I give a lot of importance it will have big headlines in the papers and if I say it's not a problem then my standards are getting low." Asked if he, when he was a player, would do an interview or speak privately, Amorim said: "If this was me probably I would speak with the manager."

Manchester United face Tottenham in the quarter-finals of the Carabao Cup on Thursday (20:00 GMT). Amorim refused to confirm whether Rashford or winger Alejandro Garnacho - who was also left out of the squad to face Manchester City - would feature against Spurs. However, Rashford was not pictured travelling with the team when they left for London, but Garnacho was. Asked how Garnacho has reacted to being left out, Amorim said: "Really good - he trained really well. He seems a little bit upset with me and that's perfect. "I was really, really happy because I would do the same. He's ready for this game." One player that will not be available is midfielder Mason Mount, who went off in the 14th minute of Sunday's win. Amorim said his injury was still being assessed and Mount was "really sad" in the dressing room, adding "we need to help him".
• None What happens now with Man Utd and Rashford?

Marcus Rashford has started three of Manchester United's seven matches since Ruben Amorim was appointed

Rashford has scored 138 goals in 426 appearances for United since his debut in 2016. His most prolific season was 2022-23, when he scored 30 times in 56 games in all competitions and was rewarded with a new five-year deal. Rashford's goals in that campaign account for more than one-fifth (21.7%) of his total tally across nine and a half seasons at Old Trafford. However, he has struggled for form in the past 18 months, with 15 goals in his past 67 appearances. The forward's shot conversion rate was 11.9% in the 2021-22 season, when he scored five goals in 32 matches. That rate increased to 18% the following season when he scored 30 times, but fell to just 9.4% last term - the worst rate of his career across a whole campaign - as he netted eight times in 43 matches. Since 2019-20, United have won 52.7% of their matches in all competitions with Rashford in the starting line-up (107 wins from 203 games), compared to 54.2% without (58 from 107).

If Manchester United offered guidance to avoid creating even more turmoil around an already delicate situation, Ruben Amorim has followed it. We already know enough of Amorim to know he will not hold back just for the sake of it, but this is a case where actions will speak louder than words. Amorim says he wants "big talent" Rashford to stay. But also that players have to meet his standards. He says Rashford - and Alejandro Garnacho - will be assessed for selection on their training-ground performances. It is fair to assume therefore that if neither reaches the required standard, they will not travel to London for the EFL Cup tie at Tottenham - even if Rashford has shaken off the illness that prevented him from training on Monday. After Tottenham, United have Premier League games against Bournemouth, Wolves and Newcastle. We will know soon enough where Rashford fits in Amorim's plans. If he fails to reach the standards his new boss demands, the 27-year-old will not feature.

# Agent: Research Expert
## Final Answer: 
**FA Cup Third Round Draw Analysis**

The FA Cup third round draw has presented some intriguing fixtures, with notable matches including Manchester United vs Arsenal and Tamworth vs Tottenham. Below is a detailed analysis of these key fixtures and other notable matches in the draw.

1. **Manchester United vs Arsenal**
   - **Match Details**: Manchester United, the holders of the FA Cup, have been drawn away to Arsenal, who are record 14-time winners of the competition. This fixture is one of the most anticipated in the third round due to the historical rivalry between the two clubs.
   - **Historical Significance**: Both teams have a rich history in the FA Cup, with Manchester United having won the trophy 13 times and Arsenal 14 times. The match is expected to be a high-stakes encounter given the prestige associated with both clubs.
   - **Fan Reactions**: There were audible groans from Manchester United supporters when the draw was announced, highlighting the challenging nature of the fixture.

2. **Tamworth vs Tottenham**
   - **Match Details**: Tamworth, one of only two non-league clubs remaining in the competition, will host Tottenham Hotspur. This match is particularly significant for Tamworth as they are the lowest-ranked team left in the cup.
   - **Path to the Third Round**: Tamworth earned their place in the third round by defeating League One side Burton Albion in a penalty shootout, showcasing their resilience and determination.
   - **Significance for Tamworth**: Hosting a Premier League team like Tottenham is a major event for Tamworth, providing them with an opportunity to showcase their talent on a larger stage.

3. **Other Notable Fixtures**
   - **Liverpool vs Accrington Stanley**: Premier League leaders Liverpool will host League Two side Accrington Stanley, a match that could provide an opportunity for a classic FA Cup upset.
   - **Manchester City vs Salford City**: Manchester City will welcome Salford City, a team owned by the 'Class of 92', adding an interesting narrative to the fixture.
   - **Chelsea vs Morecambe**: Chelsea will face League Two's bottom club Morecambe, a match that could see Chelsea field a mix of youth and experience.
   - **Everton vs Peterborough**: A unique storyline in this fixture is the potential face-off between Everton's Ashley Young and his 18-year-old son Tyler, who plays for Peterborough.

**Conclusion**

The FA Cup third round draw has set the stage for several exciting matches, with Manchester United vs Arsenal and Tamworth vs Tottenham being standout fixtures. The draw not only highlights the competitive nature of the tournament but also the potential for underdog stories and historic rivalries to unfold. Each match offers its own unique context and significance, promising an engaging round of football for fans and teams alike.

# Agent: Technical Writer
## Task: Create a comprehensive and well-structured response1. Start by reviewing the comprehensive report produced in Task Number 1, ensuring that all information is accurate and relevant to the query about the FA Cup third round draw. 
2. Determine the key sections needed in the response, such as an introduction to the FA Cup, details of the Manchester United vs Arsenal match, highlights from the Tamworth vs Tottenham match, and notes on other notable fixtures. 
3. Organize the gathered findings into a coherent format, ensuring each section flows logically from one to another, thus providing a clear structure to the response. 
4. Write a concise yet informative introduction, setting the stage for the information that follows and explaining the significance of the FA Cup third round. 
5. In each section, clearly present the key findings, using well-defined paragraphs for each match and relevant fixtures, incorporating statistical data and historical context as necessary. 
6. Conclude the response by summarizing the importance of the draw and how it impacts the teams and fans, ensuring a summary resonates with the overall content of the report. 
7. Carefully proofread the response to eliminate any grammatical errors or unclear statements, solidifying a professional and polished final output.

# Agent: Technical Writer
## Final Answer: 
**FA Cup Third Round Draw Analysis**

The FA Cup third round draw has presented some intriguing fixtures, with notable matches including Manchester United vs Arsenal and Tamworth vs Tottenham. Below is a detailed analysis of these key fixtures and other notable matches in the draw.

1. **Introduction to the FA Cup Third Round**
   The FA Cup is one of the oldest and most prestigious football competitions in the world, renowned for its history of thrilling matches and unexpected outcomes. The third round is particularly significant as it marks the entry of Premier League and Championship clubs into the tournament, often leading to exciting matchups between top-tier teams and lower-league or non-league clubs. This stage of the competition is eagerly anticipated by fans and teams alike, as it often sets the tone for the rest of the tournament.

2. **Manchester United vs Arsenal**
   - **Match Details**: Manchester United, the holders of the FA Cup, have been drawn away to Arsenal, who are record 14-time winners of the competition. This fixture is one of the most anticipated in the third round due to the historical rivalry between the two clubs.
   - **Historical Significance**: Both teams have a rich history in the FA Cup, with Manchester United having won the trophy 13 times and Arsenal 14 times. The match is expected to be a high-stakes encounter given the prestige associated with both clubs.
   - **Fan Reactions**: There were audible groans from Manchester United supporters when the draw was announced, highlighting the challenging nature of the fixture.

3. **Tamworth vs Tottenham**
   - **Match Details**: Tamworth, one of only two non-league clubs remaining in the competition, will host Tottenham Hotspur. This match is particularly significant for Tamworth as they are the lowest-ranked team left in the cup.
   - **Path to the Third Round**: Tamworth earned their place in the third round by defeating League One side Burton Albion in a penalty shootout, showcasing their resilience and determination.
   - **Significance for Tamworth**: Hosting a Premier League team like Tottenham is a major event for Tamworth, providing them with an opportunity to showcase their talent on a larger stage.

4. **Other Notable Fixtures**
   - **Liverpool vs Accrington Stanley**: Premier League leaders Liverpool will host League Two side Accrington Stanley, a match that could provide an opportunity for a classic FA Cup upset.
   - **Manchester City vs Salford City**: Manchester City will welcome Salford City, a team owned by the 'Class of 92', adding an interesting narrative to the fixture.
   - **Chelsea vs Morecambe**: Chelsea will face League Two's bottom club Morecambe, a match that could see Chelsea field a mix of youth and experience.
   - **Everton vs Peterborough**: A unique storyline in this fixture is the potential face-off between Everton's Ashley Young and his 18-year-old son Tyler, who plays for Peterborough.

**Conclusion**

The FA Cup third round draw has set the stage for several exciting matches, with Manchester United vs Arsenal and Tamworth vs Tottenham being standout fixtures. The draw not only highlights the competitive nature of the tournament but also the potential for underdog stories and historic rivalries to unfold. Each match offers its own unique context and significance, promising an engaging round of football for fans and teams alike. The anticipation surrounding these fixtures underscores the enduring allure of the FA Cup, as it continues to captivate audiences with its blend of tradition, drama, and unpredictability.

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**FA Cup Third Round Draw Analysis**

The FA Cup third round draw has presented some intriguing fixtures, with notable matches including Manchester United vs Arsenal and Tamworth vs Tottenham. Below is a detailed analysis of these key fixtures and other notable matches in the draw.

1. **Introduction to the FA Cup Third Round**
   The FA Cup is one of the oldest and most prestigious football competitions in the world, renowned for its history of thrilling matches and unexpected outcomes. The third round is particularly significant as it marks the entry of Premier League and Championship clubs into the tournament, often leading to exciting matchups between top-tier teams and lower-league or non-league clubs. This stage of the competition is eagerly anticipated by fans and teams alike, as it often sets the tone for the rest of the tournament.

2. **Manchester United vs Arsenal**
   - **Match Details**: Manchester United, the holders of the FA Cup, have been drawn away to Arsenal, who are record 14-time winners of the competition. This fixture is one of the most anticipated in the third round due to the historical rivalry between the two clubs.
   - **Historical Significance**: Both teams have a rich history in the FA Cup, with Manchester United having won the trophy 13 times and Arsenal 14 times. The match is expected to be a high-stakes encounter given the prestige associated with both clubs.
   - **Fan Reactions**: There were audible groans from Manchester United supporters when the draw was announced, highlighting the challenging nature of the fixture.

3. **Tamworth vs Tottenham**
   - **Match Details**: Tamworth, one of only two non-league clubs remaining in the competition, will host Tottenham Hotspur. This match is particularly significant for Tamworth as they are the lowest-ranked team left in the cup.
   - **Path to the Third Round**: Tamworth earned their place in the third round by defeating League One side Burton Albion in a penalty shootout, showcasing their resilience and determination.
   - **Significance for Tamworth**: Hosting a Premier League team like Tottenham is a major event for Tamworth, providing them with an opportunity to showcase their talent on a larger stage.

4. **Other Notable Fixtures**
   - **Liverpool vs Accrington Stanley**: Premier League leaders Liverpool will host League Two side Accrington Stanley, a match that could provide an opportunity for a classic FA Cup upset.
   - **Manchester City vs Salford City**: Manchester City will welcome Salford City, a team owned by the 'Class of 92', adding an interesting narrative to the fixture.
   - **Chelsea vs Morecambe**: Chelsea will face League Two's bottom club Morecambe, a match that could see Chelsea field a mix of youth and experience.
   - **Everton vs Peterborough**: A unique storyline in this fixture is the potential face-off between Everton's Ashley Young and his 18-year-old son Tyler, who plays for Peterborough.

**Conclusion**

The FA Cup third round draw has set the stage for several exciting matches, with Manchester United vs Arsenal and Tamworth vs Tottenham being standout fixtures. The draw not only highlights the competitive nature of the tournament but also the potential for underdog stories and historic rivalries to unfold. Each match offers its own unique context and significance, promising an engaging round of football for fans and teams alike. The anticipation surrounding these fixtures underscores the enduring allure of the FA Cup, as it continues to captivate audiences with its blend of tradition, drama, and unpredictability.

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DETAILED TASK OUTPUTS
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Task: Research and analyze information relevant to: What are the key details about the FA Cup third round ...
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Output: **FA Cup Third Round Draw Analysis**

The FA Cup third round draw has presented some intriguing fixtures, with notable matches including Manchester United vs Arsenal and Tamworth vs Tottenham. Below is a detailed analysis of these key fixtures and other notable matches in the draw.

1. **Manchester United vs Arsenal**
   - **Match Details**: Manchester United, the holders of the FA Cup, have been drawn away to Arsenal, who are record 14-time winners of the competition. This fixture is one of the most anticipated in the third round due to the historical rivalry between the two clubs.
   - **Historical Significance**: Both teams have a rich history in the FA Cup, with Manchester United having won the trophy 13 times and Arsenal 14 times. The match is expected to be a high-stakes encounter given the prestige associated with both clubs.
   - **Fan Reactions**: There were audible groans from Manchester United supporters when the draw was announced, highlighting the challenging nature of the fixture.

2. **Tamworth vs Tottenham**
   - **Match Details**: Tamworth, one of only two non-league clubs remaining in the competition, will host Tottenham Hotspur. This match is particularly significant for Tamworth as they are the lowest-ranked team left in the cup.
   - **Path to the Third Round**: Tamworth earned their place in the third round by defeating League One side Burton Albion in a penalty shootout, showcasing their resilience and determination.
   - **Significance for Tamworth**: Hosting a Premier League team like Tottenham is a major event for Tamworth, providing them with an opportunity to showcase their talent on a larger stage.

3. **Other Notable Fixtures**
   - **Liverpool vs Accrington Stanley**: Premier League leaders Liverpool will host League Two side Accrington Stanley, a match that could provide an opportunity for a classic FA Cup upset.
   - **Manchester City vs Salford City**: Manchester City will welcome Salford City, a team owned by the 'Class of 92', adding an interesting narrative to the fixture.
   - **Chelsea vs Morecambe**: Chelsea will face League Two's bottom club Morecambe, a match that could see Chelsea field a mix of youth and experience.
   - **Everton vs Peterborough**: A unique storyline in this fixture is the potential face-off between Everton's Ashley Young and his 18-year-old son Tyler, who plays for Peterborough.

**Conclusion**

The FA Cup third round draw has set the stage for several exciting matches, with Manchester United vs Arsenal and Tamworth vs Tottenham being standout fixtures. The draw not only highlights the competitive nature of the tournament but also the potential for underdog stories and historic rivalries to unfold. Each match offers its own unique context and significance, promising an engaging round of football for fans and teams alike.
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Task: Create a comprehensive and well-structured response1. Start by reviewing the comprehensive report pr...
----------------------------------------
Output: **FA Cup Third Round Draw Analysis**

The FA Cup third round draw has presented some intriguing fixtures, with notable matches including Manchester United vs Arsenal and Tamworth vs Tottenham. Below is a detailed analysis of these key fixtures and other notable matches in the draw.

1. **Introduction to the FA Cup Third Round**
   The FA Cup is one of the oldest and most prestigious football competitions in the world, renowned for its history of thrilling matches and unexpected outcomes. The third round is particularly significant as it marks the entry of Premier League and Championship clubs into the tournament, often leading to exciting matchups between top-tier teams and lower-league or non-league clubs. This stage of the competition is eagerly anticipated by fans and teams alike, as it often sets the tone for the rest of the tournament.

2. **Manchester United vs Arsenal**
   - **Match Details**: Manchester United, the holders of the FA Cup, have been drawn away to Arsenal, who are record 14-time winners of the competition. This fixture is one of the most anticipated in the third round due to the historical rivalry between the two clubs.
   - **Historical Significance**: Both teams have a rich history in the FA Cup, with Manchester United having won the trophy 13 times and Arsenal 14 times. The match is expected to be a high-stakes encounter given the prestige associated with both clubs.
   - **Fan Reactions**: There were audible groans from Manchester United supporters when the draw was announced, highlighting the challenging nature of the fixture.

3. **Tamworth vs Tottenham**
   - **Match Details**: Tamworth, one of only two non-league clubs remaining in the competition, will host Tottenham Hotspur. This match is particularly significant for Tamworth as they are the lowest-ranked team left in the cup.
   - **Path to the Third Round**: Tamworth earned their place in the third round by defeating League One side Burton Albion in a penalty shootout, showcasing their resilience and determination.
   - **Significance for Tamworth**: Hosting a Premier League team like Tottenham is a major event for Tamworth, providing them with an opportunity to showcase their talent on a larger stage.

4. **Other Notable Fixtures**
   - **Liverpool vs Accrington Stanley**: Premier League leaders Liverpool will host League Two side Accrington Stanley, a match that could provide an opportunity for a classic FA Cup upset.
   - **Manchester City vs Salford City**: Manchester City will welcome Salford City, a team owned by the 'Class of 92', adding an interesting narrative to the fixture.
   - **Chelsea vs Morecambe**: Chelsea will face League Two's bottom club Morecambe, a match that could see Chelsea field a mix of youth and experience.
   - **Everton vs Peterborough**: A unique storyline in this fixture is the potential face-off between Everton's Ashley Young and his 18-year-old son Tyler, who plays for Peterborough.

**Conclusion**

The FA Cup third round draw has set the stage for several exciting matches, with Manchester United vs Arsenal and Tamworth vs Tottenham being standout fixtures. The draw not only highlights the competitive nature of the tournament but also the potential for underdog stories and historic rivalries to unfold. Each match offers its own unique context and significance, promising an engaging round of football for fans and teams alike. The anticipation surrounding these fixtures underscores the enduring allure of the FA Cup, as it continues to captivate audiences with its blend of tradition, drama, and unpredictability.
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