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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.

Setup​

  • 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)

Wrappers​

Utility​

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?")

Output​

> 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'

Tool​

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.

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