Requests
The web contains a lot of information that LLMs do not have access to. In order to easily let LLMs interact with that information, we provide a wrapper around the Python Requests module that takes in a URL and fetches data from that URL.
%pip install --upgrade --quiet langchain-community
from langchain_community.agent_toolkits.load_tools import load_tools
requests_tools = load_tools(["requests_all"], allow_dangerous_tools=True)
requests_tools
API Reference:load_tools
[RequestsGetTool(requests_wrapper=TextRequestsWrapper(headers=None, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
RequestsPostTool(requests_wrapper=TextRequestsWrapper(headers=None, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
RequestsPatchTool(requests_wrapper=TextRequestsWrapper(headers=None, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
RequestsPutTool(requests_wrapper=TextRequestsWrapper(headers=None, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True),
RequestsDeleteTool(requests_wrapper=TextRequestsWrapper(headers=None, aiosession=None, auth=None, response_content_type='text', verify=True), allow_dangerous_requests=True)]
Inside the tool
Each requests tool contains a requests wrapper. You can work with these wrappers directly below
# Each tool wrapps a requests wrapper
requests_tools[0].requests_wrapper
TextRequestsWrapper(headers=None, aiosession=None, auth=None, response_content_type='text', verify=True)
from langchain_community.utilities import TextRequestsWrapper
requests = TextRequestsWrapper()
requests.get("https://www.google.com")
API Reference:TextRequestsWrapper
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If you need the output to be decoded from JSON, you can use the JsonRequestsWrapper.
from langchain_community.utilities.requests import JsonRequestsWrapper
requests = JsonRequestsWrapper()
rval = requests.get("https://api.agify.io/?name=jackson")
print(
f"""
Type - {type(rval)}
Content:
API Reference:JsonRequestsWrapper
{rval}
"""
)
Type - <class 'dict'>
Content:
{'count': 5707, 'name': 'jackson', 'age': 38}
Related
- Tool conceptual guide
- Tool how-to guides