Stock-Analysis_with_CrewAI / stock_analysis /stock_analysis_agents.py
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from crewai import Agent
from tools.browser_tools import BrowserTools
from tools.calculator_tools import CalculatorTools
from tools.search_tools import SearchTools
from tools.sec_tools import SECTools
# from langchain.llms.ollama import Ollama
from langchain_groq import ChatGroq
from dotenv import load_dotenv
import os
load_dotenv()
from langchain.tools.yahoo_finance_news import YahooFinanceNewsTool
llm = ChatGroq(temperature=0, groq_api_key=os.getenv("GROQ_API_KEY"), model_name="mixtral-8x7b-32768")
# llm = Ollama(model="crew-mistral")
class StockAnalysisAgents():
def financial_analyst(self):
return Agent(
role='The Best Financial Analyst',
goal="""Impress all customers with your financial data
and market trends analysis""",
backstory="""The most seasoned financial analyst with
lots of expertise in stock market analysis and investment
strategies that is working for a super important customer.""",
verbose=True,
tools=[
BrowserTools.scrape_and_summarize_website,
SearchTools.search_internet,
CalculatorTools.calculate,
SECTools.search_10q,
SECTools.search_10k
],
llm=llm,
max_iter=30
)
def research_analyst(self):
return Agent(
role='Staff Research Analyst',
goal="""Being the best at gather, interpret data and amaze
your customer with it""",
backstory="""Known as the BEST research analyst, you're
skilled in sifting through news, company announcements,
and market sentiments. Now you're working on a super
important customer""",
verbose=True,
tools=[
BrowserTools.scrape_and_summarize_website,
SearchTools.search_internet,
SearchTools.search_news,
YahooFinanceNewsTool(),
SECTools.search_10q,
SECTools.search_10k
],
llm=llm,
max_iter=30
)
def investment_advisor(self):
return Agent(
role='Private Investment Advisor',
goal="""Impress your customers with full analyses over stocks
and completer investment recommendations""",
backstory="""You're the most experienced investment advisor
and you combine various analytical insights to formulate
strategic investment advice. You are now working for
a super important customer you need to impress.""",
verbose=True,
tools=[
BrowserTools.scrape_and_summarize_website,
SearchTools.search_internet,
SearchTools.search_news,
CalculatorTools.calculate,
YahooFinanceNewsTool()
],
llm=llm,
max_iter=30
)