diff --git a/MultiDataSource-Agents-Tools/main.py b/MultiDataSource-Agents-Tools/main.py
index d9bd923..0825351 100644
--- a/MultiDataSource-Agents-Tools/main.py
+++ b/MultiDataSource-Agents-Tools/main.py
@@ -70,8 +70,8 @@
 # print(f'6. Response: {response["output"]}')
 
 #Below uses Arxiv and search in research paper
-#response = agent_executor.invoke({"input": "What is the paper 1605.08386 talks about?"}, include_run_info=True)
-#print(f'6. Response: {response["output"]}')
+response = agent_executor.invoke({"input": "What is the paper 1605.08386 talks about?"}, include_run_info=True)
+print(f'6. Response: {response["output"]}')
 
 # use streamlit app to get output and print response
 import streamlit as st
diff --git a/agent-tool-externalApi/.env.example b/agent-tool-externalApi/.env.example
new file mode 100644
index 0000000..16237b2
--- /dev/null
+++ b/agent-tool-externalApi/.env.example
@@ -0,0 +1 @@
+OPENAI_API_KEY=sk-XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
\ No newline at end of file
diff --git a/agent-tool-externalApi/.gitignore b/agent-tool-externalApi/.gitignore
new file mode 100644
index 0000000..88173fe
--- /dev/null
+++ b/agent-tool-externalApi/.gitignore
@@ -0,0 +1,163 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+venv-app/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
diff --git a/agent-tool-externalApi/image-1.png b/agent-tool-externalApi/image-1.png
new file mode 100644
index 0000000..0baa2ef
Binary files /dev/null and b/agent-tool-externalApi/image-1.png differ
diff --git a/agent-tool-externalApi/image.png b/agent-tool-externalApi/image.png
new file mode 100644
index 0000000..63f310c
Binary files /dev/null and b/agent-tool-externalApi/image.png differ
diff --git a/agent-tool-externalApi/main.py b/agent-tool-externalApi/main.py
new file mode 100644
index 0000000..ce4c4cc
--- /dev/null
+++ b/agent-tool-externalApi/main.py
@@ -0,0 +1,215 @@
+#Import Agents and Tools
+from langchain.agents import initialize_agent, Tool, AgentType 
+from langchain_community.agent_toolkits.load_tools import load_tools
+from langchain_community.utilities import TextRequestsWrapper
+from langchain_openai import OpenAI
+
+#import OpenAI API key and other required imports
+import os
+from dotenv import load_dotenv
+from langchain.tools import BaseTool
+import requests
+
+load_dotenv()
+
+#setup the LLM
+llm = OpenAI(temperature=0.0)
+
+# Tools to be added
+
+def get_police_forces():
+    # Fetch police force data from an API
+    url = "https://data.police.uk/api/forces"
+    response = requests.get(url)
+    if response.status_code == 200:
+        return response.json()
+    else:
+        return None
+
+def search_police_forces(name):
+    # Search for a specific police force by name
+    forces = get_police_forces()
+    matching_forces = []
+    if forces:
+        for force in forces:
+            if  name.lower() in force["name"].lower():
+                matching_forces.append(force)
+
+        return matching_forces
+    
+    return None
+
+class search_police_force(BaseTool):
+    name = "search_police_force"
+    description = "Useful for when you need to search for a specific police force by name"
+
+    def _run(self, query:str) -> str:
+        # Use the search_police_force function to search for a police force
+        forces = search_police_forces(query)
+        return forces
+    
+    async def _arun(self, query:str) -> str:
+        # Use the search_police_force function to search for a police force
+        raise NotImplementedError("tool does not support async")
+'''   
+#example usuage
+force_id = "devon"
+police_force_data = search_police_forces(force_id)
+print(police_force_data)
+'''
+
+
+def get_police_force_id(force_id):
+    url=f'https://data.police.uk/api/forces/{force_id}'
+    response = requests.get(url)
+    if response.status_code == 200:
+        return response.json()
+    else:
+        return None
+    
+class get_police_force_details(BaseTool):
+    name = "get_police_force_details"
+    description = "Useful for when you need to get details of a specific police force by ID"
+
+    def _run(self, query:str) -> str:
+        # Use the get_police_force_details function to get details of a police force
+        force_details = get_police_force_id(query)
+        return force_details
+
+    async def _arun(self, query:str) -> str:
+        # Use the get_police_force_details function to get details of a police force
+        raise NotImplementedError("tool does not support async")
+
+'''   
+#example usuage
+force_id = "devon-and-cornwall"
+police_force_data = get_police_force_id(force_id)
+print(police_force_data)
+'''
+
+def get_police_force_people(force_id):
+    url=f'https://data.police.uk/api/forces/{force_id}/people'
+    response = requests.get(url)
+    if response.status_code == 200:
+        return response.json()
+    else:
+        return None
+    
+class get_police_force_peoples(BaseTool):
+    name = "get_police_force_people"
+    description = "Useful for when you need to get people details of a specific police force by ID"
+
+    def _run(self, query:str) -> str:
+        # Use the get_police_force_people function to get details of people in a police force
+        force_people = get_police_force_people(query)
+        return force_people
+
+    async def _arun(self, query:str) -> str:
+        # Use the get_police_force_people function to get details of people in a police force
+        raise NotImplementedError("tool does not support async")
+'''   
+# example usage
+force_id = "devon-and-cornwall"
+police_force_data = get_police_force_people(force_id)
+print(police_force_data)
+'''   
+
+def get_neighbourhoods(force_id):
+    url =f'https://data.police.uk/api/{force_id}/neighbourhoods'
+    cleaned_url = url.replace("'", "")
+    response = requests.get(cleaned_url)
+    neighbourhoods = response.json()
+
+    if response.status_code == 200:
+        names = [neighbourhood['name'] for neighbourhood in neighbourhoods]
+        names_string = ', '.join(names)
+        return names_string
+    else:
+        return None
+    
+class get_police_neighbourhoods(BaseTool):
+    name = "get_police_neighbourhoods"
+    description = "Useful for when you need to get a list of neighbourhoods in a specific police force by ID"
+
+    def _run(self, query:str) -> str:
+        # Use the get_neighbourhoods function to get a list of neighbourhoods in a police force
+        neighbourhoods = get_neighbourhoods(query)
+        return neighbourhoods
+
+    async def _arun(self, query:str) -> str:
+        # Use the get_neighbourhoods function to get a list of neighbourhoods in a police force
+        raise NotImplementedError("tool does not support async")
+
+'''     
+#usage
+force_id = "\'devon-and-cornwall\'"
+neighbourhoods = get_neighbourhoods(force_id)
+print(neighbourhoods)
+'''
+
+def locate_neighbourhood(latlong):
+    url=f'https://data.police.uk/api/locate-neighbourhood?q={latlong}'
+    response = requests.get(url)
+    if response.status_code == 200:
+        return response.json()
+    else:
+        return None
+    
+class locate_police_neighbourhood(BaseTool):
+    name = "locate_police_neighbourhood"
+    description = "Useful for when you need to locate a specific police force neighbourhood by latitude and longitude"
+
+    def _run(self, query:str) -> str:
+        # Use the locate_neighbourhood function to locate a neighbourhood in a police force
+        neighbourhood = locate_neighbourhood(query)
+        return neighbourhood
+
+    async def _arun(self, query:str) -> str:
+        # Use the locate_neighbourhood function to locate a neighbourhood in a police force
+        raise NotImplementedError("tool does not support async")
+'''   
+# example usage
+latlong = "51.509865,-0.118092"
+neighbourhood_data = locate_neighbourhood(latlong)
+print(neighbourhood_data)
+'''
+
+#Load the tools config that are needed
+
+tools =[
+    Tool(
+        name="search_police_force",
+        func=search_police_force().run,
+        description="Useful for when you need to search for a specific police force by name"
+    ),
+    Tool(
+        name="get_police_force_details",
+        func=get_police_force_details().run,
+        description="Useful for when you need to get details of a specific police force by ID"
+    ),
+    Tool(
+        name="get_police_force_people",
+        func=get_police_force_peoples().run,
+        description="Useful for when you need to get people details of a specific police force by ID"
+    ),
+    Tool(
+        name="get_police_neighbourhoods",
+        func=get_police_neighbourhoods().run,
+        description="Useful for when you need to get a list of neighbourhoods in a specific police force by ID"
+    ),
+    Tool(
+        name="locate_police_neighbourhood",
+        func=locate_police_neighbourhood().run,
+        description="Useful for when you need to locate a specific police force neighbourhood by latitude and longitude"
+    ),
+]
+
+tools = [search_police_force(),get_police_force_details(),get_police_neighbourhoods(), locate_police_neighbourhood()]
+agent = initialize_agent(
+    tools,
+    llm,
+    agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION,
+    verbose=True
+)
+response = agent.run("Get the contact number for latitude 50.365, longitude -4.1423 police station")
+print(response)
\ No newline at end of file
diff --git a/agent-tool-externalApi/readme.md b/agent-tool-externalApi/readme.md
new file mode 100644
index 0000000..9d7193d
--- /dev/null
+++ b/agent-tool-externalApi/readme.md
@@ -0,0 +1,25 @@
+# Tools - Methods which call external API to get the output
+
+### Input Query provided
+![alt text](image.png)
+
+
+### Output generated 
+![alt text](image-1.png)
+
+# Usage
+1. Input the OpenAI api key in the .env file. Rename the .env.example for the file
+2. Create the virtual Environment
+   ```bash
+    python -m venv .\venv
+    #activate the environment
+    .\venv\scripts\activate
+    ```
+3. Install the python packages using the requirements.txt file
+   ```bash
+   pip install -r requirements.txt
+   ```
+4. Run the Code using
+   ```bash
+   python main.py
+   ```
\ No newline at end of file
diff --git a/agent-tool-externalApi/requirements.txt b/agent-tool-externalApi/requirements.txt
new file mode 100644
index 0000000..a228868
--- /dev/null
+++ b/agent-tool-externalApi/requirements.txt
@@ -0,0 +1,4 @@
+langchain
+langchain_openai
+langchain_community
+python_dotenv
\ No newline at end of file