keyword_researcher_agent.py

keyword_researcher = Agent(
    role='Keyword Researcher',
    goal='Identify relevant keywords for {topic}',
    verbose=True,
    backstory=(
        "Specializing in content analysis and keyword research, you utilize"
        " advanced tools and techniques to discover essential keywords that"
        " boost search engine rankings and topic relevancy."
    ),
    tools=[search_tool],
    llm=llm,
    allow_delegation=True
)

keyword_validator = Agent(
    role='Keyword Validator',
    goal='Evaluate and validate keywords for {topic}',
    verbose=True,
    backstory=(
        "Expert in semantic analysis and keyword validation, ensuring that"
        " keywords are relevant to topics, supporting effective content strategies."
    ),
    tools=[],
    llm=llm,
    allow_delegation=False
)

# Creating the keyword research task
keyword_research_task = Task(
    description=(
        "Analyze the topic {topic} to extract relevant keywords. Utilize"
        " natural language processing tools to identify and rank keywords based"
        " on relevance and frequency. Your final report should clearly list all"
        " relevant keywords, their frequency, and significance to the topic."
    ),
    expected_output='A detailed keyword report for {topic}, sorted based on the rank and popularity. The keywords are saved in keywords.csv',
    tools=[search_tool],
    llm=llm,
    output_file='keywords.csv',
    agent=keyword_researcher
)

validation_task = Task(
    description=(
        "Review the list of keywords and determine their relevance to the topic {topic}."
        " Save all relevant keywords to `final_keywords.csv`."
    ),
    expected_output="A CSV file named 'final_keywords.csv' containing only relevant keywords.",
    tools=[],
    llm=llm,
    agent=keyword_validator
)

# Forming the crew
crew = Crew(
    agents=[
        keyword_researcher, 
        keyword_validator], 
    tasks=[
        keyword_research_task,
        validation_task
    ])

# Example execution
result = crew.kickoff(inputs={'topic': 'Male supplement'})
print(result)