Google Finance
This notebook goes over how to use the Google Finance Tool to get information from the Google Finance page.
To get an SerpApi key key, sign up at: https://serpapi.com/users/sign_up.
To use the tool with Langchain install following packages
%pip install --upgrade --quiet google-search-results langchain-community
Note: you may need to restart the kernel to use updated packages.
Then set the environment variable SERPAPI_API_KEY to your SerpApi key or pass the key in as a argument to the wrapper serp_api_key="your secret key".
import os
os.environ["SERPAPI_API_KEY"] = ""
from langchain_community.tools.google_finance import GoogleFinanceQueryRun
from langchain_community.utilities.google_finance import GoogleFinanceAPIWrapper
tool = GoogleFinanceQueryRun(api_wrapper=GoogleFinanceAPIWrapper())
API Reference:GoogleFinanceQueryRun | GoogleFinanceAPIWrapper
tool.run("Google")
'\nQuery: Google\nstock: GOOGL:NASDAQ\nprice: $159.96\npercentage: 0.94\nmovement: Up\nus: price = 42210.57, movement = Down\neurope: price = 23638.56, movement = Up\nasia: price = 38183.26, movement = Up\n'
In order to create an agent that uses the Google Finance tool install Langgraph
%pip install --upgrade --quiet langgraph langchain-openai
Note: you may need to restart the kernel to use updated packages.
and use the create_react_agent
functionality to initialize a ReAct agent. You will also need to set up your OPEN_API_KEY (visit https://platform.openai.com) in order to access OpenAI's chat models.
import os
os.environ["OPENAI_API_KEY"] = ""
os.environ["SERP_API_KEY"] = ""
from langchain.chat_models import init_chat_model
llm = init_chat_model("gpt-4o-mini", model_provider="openai")
API Reference:init_chat_model
from langchain_community.agent_toolkits.load_tools import load_tools
tools = load_tools(["google-scholar", "google-finance"], llm=llm)
API Reference:load_tools
from langgraph.prebuilt import create_react_agent
agent = create_react_agent(llm, tools)
events = agent.stream(
{"messages": [("user", "What is Google's stock?")]},
stream_mode="values",
)
for event in events:
event["messages"][-1].pretty_print()
API Reference:create_react_agent
================================[1m Human Message [0m=================================
What is Google's stock?
==================================[1m Ai Message [0m==================================
Tool Calls:
google_finance (call_8m0txCtxNuQaAv9UlomPhSA1)
Call ID: call_8m0txCtxNuQaAv9UlomPhSA1
Args:
query: Google
=================================[1m Tool Message [0m=================================
Name: google_finance
Query: Google
stock: GOOGL:NASDAQ
price: $159.96
percentage: 0.94
movement: Up
us: price = 42210.57, movement = Down
europe: price = 23638.56, movement = Up
asia: price = 38183.26, movement = Up
==================================[1m Ai Message [0m==================================
Google's stock, listed as GOOGL on NASDAQ, is currently priced at $159.96, with a movement up by 0.94%.
Related
- Tool conceptual guide
- Tool how-to guides