SearchApi
This page covers how to use the SearchApi Google Search API within LangChain. SearchApi is a real-time SERP API for easy SERP scraping.
Setupβ
- Go to https://www.searchapi.io/ to sign up for a free account
- Get the api key and set it as an environment variable (
SEARCHAPI_API_KEY
)
Wrappersβ
Utilityβ
There is a SearchApiAPIWrapper utility which wraps this API. To import this utility:
from langchain_community.utilities import SearchApiAPIWrapper
API Reference:SearchApiAPIWrapper
You can use it as part of a Self Ask chain:
from langchain_community.utilities import SearchApiAPIWrapper
from langchain_openai import OpenAI
from langchain.agents import initialize_agent, Tool
from langchain.agents import AgentType
import os
os.environ["SEARCHAPI_API_KEY"] = ""
os.environ['OPENAI_API_KEY'] = ""
llm = OpenAI(temperature=0)
search = SearchApiAPIWrapper()
tools = [
Tool(
name="Intermediate Answer",
func=search.run,
description="useful for when you need to ask with search"
)
]
self_ask_with_search = initialize_agent(tools, llm, agent=AgentType.SELF_ASK_WITH_SEARCH, verbose=True)
self_ask_with_search.run("Who lived longer: Plato, Socrates, or Aristotle?")
Outputβ
> Entering new AgentExecutor chain...
Yes.
Follow up: How old was Plato when he died?
Intermediate answer: eighty
Follow up: How old was Socrates when he died?
Intermediate answer: | Socrates |
| -------- |
| Born | c. 470 BC Deme Alopece, Athens |
| Died | 399 BC (aged approximately 71) Athens |
| Cause of death | Execution by forced suicide by poisoning |
| Spouse(s) | Xanthippe, Myrto |
Follow up: How old was Aristotle when he died?
Intermediate answer: 62 years
So the final answer is: Plato
> Finished chain.
'Plato'
Toolβ
You can also easily load this wrapper as a Tool (to use with an Agent). You can do this with:
from langchain.agents import load_tools
tools = load_tools(["searchapi"])
API Reference:load_tools
For more information on tools, see this page.