Monday, June 30, 2025

Building an API-Ready Agent with CrewAI: A Local HTTP Automation Example

 

🔧 Building an API-Ready Agent with CrewAI: A Local HTTP Automation Example

When integrating agents with external APIs, dealing with connectivity errors (like Tunnel connection failed: 404 Not Found) is common, especially in environments with strict proxy configurations.

However, using CrewAI, you can create a local and modular agent system that programmatically interacts with REST APIs using structured tools and workflows.

In this blog, we’ll walk you through how to build a CrewAI-based agent that can perform HTTP GET, POST, and PUT requests using a custom tool and simple YAML-based task-agent configurations.

✅ Project Overview

We’ll create:

  1. A custom tool for handling REST API requests
  2. An agent that uses this tool
  3. Task definitions for GET, POST, and PUT operations
  4. A Crew that runs these tasks in sequence
  5. A CLI runner for user input and agent execution

Create a folder with name simple-crewai-restapi
and execute below command to create env for this project

python -m venv env

.\env\Scripts\activate

Prepare requirements.txt with for the give module to install
pip install -r requirements.txt

crewai
requests
dotenv
crewai[tools]

execute command (env) C:\vscode-python-workspace\simple-crewai>crewai

Note:- if you get this error ValueError: The onnxruntime python package is not installed. Please install it with pip install onnxruntime

install following old packages

pip install onnxruntime==1.20.0

and reconfirm you are able to execute crewai commmand properly

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(env) C:\vscode-python-workspace\simple-crewai>crewai
Usage: crewai [OPTIONS] COMMAND [ARGS]...
 
  Top-level command group for crewai.
 
Options:
  --version  Show the version and exit.
  --help     Show this message and exit.
 
Commands:
  chat               Start a conversation with the Crew, collecting...
  create             Create a new crew, or flow.
  deploy             Deploy the Crew CLI group.
  flow               Flow related commands.
  install            Install the Crew.
  log-tasks-outputs  Retrieve your latest crew.kickoff() task outputs.
  login              Sign Up/Login to CrewAI+.
  org                Organization management commands.
  replay             Replay the crew execution from a specific task.
  reset-memories     Reset the crew memories (long, short, entity,...
  run                Run the Crew.
  signup             Sign Up/Login to CrewAI+.
  test               Test the crew and evaluate the results.
  tool               Tool Repository related commands.
  train              Train the crew.
  update             Update the pyproject.toml of the Crew project to use...
  version            Show the installed version of crewai.
 
(env) C:\vscode-python-workspace\simple-crewai>

🛠️ Step 1: Create a Custom HTTP Tool

Create a new file at src/my_project/tools/HttpAgentTool.py:

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# src/my_project/tools/HttpAgentTool.py
from typing import ClassVar, Dict, Any
import requests
import json
from crewai.tools import BaseTool
 
class HttpAgentTool(BaseTool):
 
    inputs: ClassVar[Dict[str, Any]] = {'method': '', 'url': '', 'data': {}}
    def __init__(self,input_data):
        super().__init__()
        HttpAgentTool.inputs = input_data       
        print("self.input_data",self.inputs)      
 
 
    name: str = "REST API Tool" # The name of the tool
    description: str = "A tool for executing REST API requests (GET, POST, PUT). Expects 'method' (string, e.g., 'GET', 'POST', 'PUT'), 'url' (string), and optionally 'data' (dictionary for POST/PUT)."
 
 
    def _run(self):
        method = HttpAgentTool.inputs.get("method")
        url = HttpAgentTool.inputs.get("url")
        data = HttpAgentTool.inputs.get("data", {})
        headers = {"Content-Type": "application/json"}
 
        try:
            method = method.upper()
            if method == "POST":
                response = requests.post(url, json=data, headers=headers)
            elif method == "PUT":
                response = requests.put(url, json=data, headers=headers)
            elif method == "GET":
                response = requests.get(url, headers=headers)
            else:
                return {"error": f"Unsupported method: {method}"}
            response.raise_for_status()
            return response.json()
        except requests.exceptions.RequestException as e:
            return f"Error during request to {url}: {e}"
        except json.JSONDecodeError:
            return f"Failed to decode JSON from response. Text: {response.text}"

🧠 Step 2: Define the Agent agents.yaml in side config folder.

Create your agent configuration in agents.yaml:

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simple_api_agent:
  role: 'API Interaction Specialist'
  goal: 'Interact with APIs by making GET, POST, and PUT requests as instructed.'
  backstory: >
    An expert in handling API requests, you can understand user requirements
    for interacting with web services. You formulate and execute the necessary
    HTTP requests to fetch or send data, ensuring every request is sent correctly.

📋 Step 3: Define the Tasks mytasks.yaml in side config folder.

In tasks.yaml, define your REST API operation tasks:

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http_get_task:
  description: >
    Execute an HTTP GET request to the URL: {url}.
    The method for the request is {method}.
  expected_output: >
    The JSON response from the API. If the request fails, provide
    a detailed error message.
 
http_post_task:
  description: >
    Execute an HTTP POST request to the URL: {url}.
    The method for the request is {method}.
    The JSON data for the request body is: {data}
  expected_output: >
    The JSON response from the API after the POST operation. If the
    request fails, provide a detailed error message.
 
http_put_task:
  description: >
    Execute an HTTP PUT request to the URL: {url}.
    The method for the request is {method}.
    The JSON data for the request body is: {data}
  expected_output: >
    The JSON response from the API after the PUT operation. If the
    request fails, provide a detailed error message.

🧩 Step 4: Assemble the Crew

In ApiInteractionCrew.py, define the agents and tasks using CrewAI’s project base class:

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# ApiInteractionCrew.py
from crewai import Agent, Crew, Task, Process
from crewai.project import CrewBase, agent, task, crew
from HttpAgentTool import HttpAgentTool
 
@CrewBase
class ApiInteractionCrew:
    def __init__(self, input_data):
        self.input_data = input_data      
    @agent
    def simple_api_agent(self, gemini_llm) -> Agent:
        return Agent(
            config=self.agents_config['simple_api_agent'],
            tools=[HttpAgentTool(self.input_data)],
            llm=gemini_llm,
            verbose=True,
        )
 
    @task
    def http_get_task(self, agent: Agent) -> Task:
        return Task(
            config=self.tasks_config['http_get_task'],
            agent=agent
        )
 
    @task
    def http_post_task(self, agent: Agent) -> Task:
        return Task(
            config=self.tasks_config['http_post_task'],
            agent=agent
        )
 
    @task
    def http_put_task(self, agent: Agent) -> Task:
        return Task(
            config=self.tasks_config['http_put_task'],
            agent=agent
        )

🚀 Step 5: Create a Main Script and Run the Agent via CLI

Create a main.py script in your project root to launch the crew with dynamic input:

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# main.py
import json
from ApiInteractionCrew import ApiInteractionCrew
from crewai import Crew
import os
from crewai import Agent, Task, Crew, Process, LLM
from dotenv import load_dotenv
 
load_dotenv() # Load environment variables from .env
 
# Read your API key from the environment variable
GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY")
#print("\n--- gemini_api_key:", GOOGLE_API_KEY)
 
 
# Use Gemini 1.5 Pro or other Gemini models
# Note the format: 'gemini/model-name'
gemini_llm = LLM(
    model='gemini/gemini-2.5-flash-preview-05-20',  # Or 'gemini/gemini-1.5-flash', etc.
    api_key=GOOGLE_API_KEY,
    temperature=0.7,  # Adjust temperature for creativity (0.0 to 1.0)
    # Add other parameters as needed, e.g., max_tokens, top_p, etc.
)
 
def run():
    method = input("Enter HTTP method (GET, POST, PUT): ").strip().upper()
    url = input("Enter the API URL: ").strip()
 
    data = {}
    if method in ["POST", "PUT"]:
        json_input = input("Enter JSON request data: ").strip()
        try:
            data = json.loads(json_input)
        except json.JSONDecodeError:
            print("Invalid JSON format. Exiting.")
            return
 
    inputs = {
        "method": method,
        "url": url,
        "data": data
    }
 
    crew_factory = ApiInteractionCrew(inputs)
    agent = crew_factory.simple_api_agent(gemini_llm)
 
    task_description = ""
    expected_output_description = ""
    if method == "GET":
        task_description = f"Perform a GET request to the URL: {url}. Use the 'REST API Tool' with method='GET' and url='{url}'."
        expected_output_description = "The JSON response from the GET request."
    elif method == "POST":
        task_description = f"Perform a POST request to the URL: {url} with the following JSON data: {json.dumps(data)}. Use the 'REST API Tool' with method='POST', url='{url}', and data={json.dumps(data)}."
        expected_output_description = "The JSON response from the POST request."
    elif method == "PUT":
        task_description = f"Perform a PUT request to the URL: {url} with the following JSON data: {json.dumps(data)}. Use the 'REST API Tool' with method='PUT', url='{url}', and data={json.dumps(data)}."
        expected_output_description = "The JSON response from the PUT request."
 
    if not task_description:
        task = None # Ensure task is None if method is unsupported
    else:
        task = Task(
            description=task_description,
            agent=agent,
            expected_output=expected_output_description
        )
 
    if task is None: # Check if task was successfully created
        print(f"Unsupported method '{method}'. Exiting.")
        return
 
    crew = Crew(
        agents=[agent],
        tasks=[task],
        verbose=True
    )
    crew.kickoff(inputs=inputs)
 
if __name__ == "__main__":
    run()

🧪 Step 6: Run the Program and Test It Out

From your terminal, run:

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python main.py

You’ll be prompted to enter:

  • HTTP Method (GET, POST, or PUT)
  • API Endpoint (e.g., https://api.restful-api.dev/objects/7)
  • JSON Body (for POST or PUT)

The crew will then sequentially run the tasks using your input and print the output for each REST operation.

🏁 Conclusion

With HttpAgentTool and CrewAI, you can quickly prototype intelligent agents that automate API interactions. This modular setup keeps things clean, scalable, and easy to maintain — perfect for backend automations, API testing, or bot development.

Need to expand it? Add error handling, support for DELETE, authentication headers, or even multiple agents for parallel tasks!

Code available on https://github.com/shdhumale/simple-crewai-restapi.git

Get Output:-

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(env) C:\vscode-python-workspace\simple-crewai-restapi>python main.py
 
Enter HTTP method (GET, POST, PUT): get
Enter the API URL: https://api.restful-api.dev/objects/7
self.input_data {'method': 'GET', 'url': 'https://api.restful-api.dev/objects/7', 'data': {}}
╭───────────────────────────────────────────────────────── Crew Execution Started ──────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Crew Execution Started                                                                                                                   │
│  Name: crew                                                                                                                               │
│  ID: ee6a5d1d-933c-4cf9-aec0-563f5602f018                                                                                                 │
│  Tool Args:                                                                                                                               │
│                                                                                                                                           │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: a55dd394-9d6e-405f-8fd1-aa266b08089a
    Status: Executing Task...
╭──────────────────────────────────────────────────────────── � Agent Started ─────────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Agent: API Interaction Specialist                                                                                                        │
│                                                                                                                                           │
│  Task: Perform a GET request to the URL: https://api.restful-api.dev/objects/7. Use the 'REST API Tool' with method='GET' and             │
│  url='https://api.restful-api.dev/objects/7'.                                                                                             │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: a55dd394-9d6e-405f-8fd1-aa266b08089a
    Status: Executing Task...
    └── � Used REST API Tool (1)
╭───────────────────────────────────────────────────────── � Agent Tool Execution ─────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Agent: API Interaction Specialist                                                                                                        │
│                                                                                                                                           │
│  Thought: Action: REST API Tool                                                                                                           │
│                                                                                                                                           │
│  Using Tool: REST API Tool                                                                                                                │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────────────────────────────────────────────── Tool Input ────────────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  "{\"method\": \"GET\", \"url\": \"https://api.restful-api.dev/objects/7\"}"                                                              │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────────────────────────────────────────────── Tool Output ───────────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  {'id': '7', 'name': 'Apple MacBook Pro 16', 'data': {'year': 2019, 'price': 1849.99, 'CPU model': 'Intel Core i9', 'Hard disk size': '1  │
│  TB'}}                                                                                                                                    │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: a55dd394-9d6e-405f-8fd1-aa266b08089a
    Status: Executing Task...
    └── � Used REST API Tool (1)
╭────────────────────────────────────────────────────────── <img draggable="false" role="img" class="emoji" alt="✅" src="https://s0.wp.com/wp-content/mu-plugins/wpcom-smileys/twemoji/2/svg/2705.svg"> Agent Final Answer ──────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Agent: API Interaction Specialist                                                                                                        │
│                                                                                                                                           │
│  Final Answer:                                                                                                                            │
│  {"id": "7", "name": "Apple MacBook Pro 16", "data": {"year": 2019, "price": 1849.99, "CPU model": "Intel Core i9", "Hard disk size": "1  │
│  TB"}}                                                                                                                                    │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: a55dd394-9d6e-405f-8fd1-aa266b08089a
    Assigned to: API Interaction Specialist
    Status: <img draggable="false" role="img" class="emoji" alt="✅" src="https://s0.wp.com/wp-content/mu-plugins/wpcom-smileys/twemoji/2/svg/2705.svg"> Completed
    └── � Used REST API Tool (1)
╭───────────────────────────────────────────────────────────── Task Completion ─────────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Task Completed                                                                                                                           │
│  Name: a55dd394-9d6e-405f-8fd1-aa266b08089a                                                                                               │
│  Agent: API Interaction Specialist                                                                                                        │
│  Tool Args:                                                                                                                               │
│                                                                                                                                           │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
╭───────────────────────────────────────────────────────────── Crew Completion ─────────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Crew Execution Completed                                                                                                                 │
│  Name: crew                                                                                                                               │
│  ID: ee6a5d1d-933c-4cf9-aec0-563f5602f018                                                                                                 │
│  Tool Args:                                                                                                                               │
│  Final Output: {"id": "7", "name": "Apple MacBook Pro 16", "data": {"year": 2019, "price": 1849.99, "CPU model": "Intel Core i9", "Hard   │
│  disk size": "1 TB"}}                                                                                                                     │
│                                                                                                                                           │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Output for POST:-

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(env) C:\vscode-python-workspace\simple-crewai-restapi>python main.py
Enter HTTP method (GET, POST, PUT): post
Enter the API URL: https://api.restful-api.dev/objects
Enter JSON request data: {"name": "Apple MacBook Pro 16","data": {"year": 2019,"price": 1849.99,"CPU model": "Intel Core i9","Hard disk size"
: "1 TB"}}
self.input_data {'method': 'POST', 'url': 'https://api.restful-api.dev/objects', 'data': {'name': 'Apple MacBook Pro 16', 'data': {'year': 20
19, 'price': 1849.99, 'CPU model': 'Intel Core i9', 'Hard disk size': '1 TB'}}}
╭───────────────────────────────────────────────────────── Crew Execution Started ──────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Crew Execution Started                                                                                                                   │
│  Name: crew                                                                                                                               │
│  ID: 69a85079-4d09-4097-853e-6b0d40e8eca7                                                                                                 │
│  Tool Args:                                                                                                                               │
│                                                                                                                                           │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: 065cc2b1-c7c9-40ce-b997-cba03c0aed70
    Status: Executing Task...
╭──────────────────────────────────────────────────────────── � Agent Started ─────────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Agent: API Interaction Specialist                                                                                                        │
│                                                                                                                                           │
│  Task: Perform a POST request to the URL: https://api.restful-api.dev/objects with the following JSON data: {"name": "Apple MacBook Pro   │
│  16", "data": {"year": 2019, "price": 1849.99, "CPU model": "Intel Core i9", "Hard disk size": "1 TB"}}. Use the 'REST API Tool' with     │
│  method='POST', url='https://api.restful-api.dev/objects', and data={"name": "Apple MacBook Pro 16", "data": {"year": 2019, "price":      │
│  1849.99, "CPU model": "Intel Core i9", "Hard disk size": "1 TB"}}.                                                                       │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: 065cc2b1-c7c9-40ce-b997-cba03c0aed70
    Status: Executing Task...
    └── � Used REST API Tool (1)
╭───────────────────────────────────────────────────────── � Agent Tool Execution ─────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Agent: API Interaction Specialist                                                                                                        │
│                                                                                                                                           │
│  Thought: Action: REST API Tool                                                                                                           │
│                                                                                                                                           │
│  Using Tool: REST API Tool                                                                                                                │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────────────────────────────────────────────── Tool Input ────────────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  "{\"method\": \"POST\", \"url\": \"https://api.restful-api.dev/objects\", \"data\": {\"name\": \"Apple MacBook Pro 16\", \"data\": {\"y  │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────────────────────────────────────────────── Tool Output ───────────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  {'id': 'ff8081819782e69e0197c10d23b92a69', 'name': 'Apple MacBook Pro 16', 'createdAt': '2025-06-30T13:35:53.273+00:00', 'data':         │
│  {'year': 2019, 'price': 1849.99, 'CPU model': 'Intel Core i9', 'Hard disk size': '1 TB'}}                                                │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: 065cc2b1-c7c9-40ce-b997-cba03c0aed70
    Status: Executing Task...
    └── � Used REST API Tool (1)
╭────────────────────────────────────────────────────────── <img draggable="false" role="img" class="emoji" alt="✅" src="https://s0.wp.com/wp-content/mu-plugins/wpcom-smileys/twemoji/2/svg/2705.svg"> Agent Final Answer ──────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Agent: API Interaction Specialist                                                                                                        │
│                                                                                                                                           │
│  Final Answer:                                                                                                                            │
│  {"id": "ff8081819782e69e0197c10d23b92a69", "name": "Apple MacBook Pro 16", "createdAt": "2025-06-30T13:35:53.273+00:00", "data":         │
│  {"year": 2019, "price": 1849.99, "CPU model": "Intel Core i9", "Hard disk size": "1 TB"}}                                                │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: 065cc2b1-c7c9-40ce-b997-cba03c0aed70
    Assigned to: API Interaction Specialist
    Status: <img draggable="false" role="img" class="emoji" alt="✅" src="https://s0.wp.com/wp-content/mu-plugins/wpcom-smileys/twemoji/2/svg/2705.svg"> Completed
    └── � Used REST API Tool (1)
╭───────────────────────────────────────────────────────────── Task Completion ─────────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Task Completed                                                                                                                           │
│  Name: 065cc2b1-c7c9-40ce-b997-cba03c0aed70                                                                                               │
│  Agent: API Interaction Specialist                                                                                                        │
│  Tool Args:                                                                                                                               │
│                                                                                                                                           │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
╭───────────────────────────────────────────────────────────── Crew Completion ─────────────────────────────────────────────────────────────╮
│                                                                                                                                           │
│  Crew Execution Completed                                                                                                                 │
│  Name: crew                                                                                                                               │
│  ID: 69a85079-4d09-4097-853e-6b0d40e8eca7                                                                                                 │
│  Tool Args:                                                                                                                               │
│  Final Output: {"id": "ff8081819782e69e0197c10d23b92a69", "name": "Apple MacBook Pro 16", "createdAt": "2025-06-30T13:35:53.273+00:00",   │
│  "data": {"year": 2019, "price": 1849.99, "CPU model": "Intel Core i9", "Hard disk size": "1 TB"}}                                        │
│                                                                                                                                           │
│                                                                                                                                           │
╰───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

Output for PUT:-

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(env) C:\vscode-python-workspace\simple-crewai-restapi>python main.py
Enter HTTP method (GET, POST, PUT): post
Enter the API URL: https://api.restful-api.dev/objects
Enter JSON request data: {"name": "Apple MacBook Pro 16","data": {"year": 2019,"price": 1849.99,"CPU model": "Intel Co
re i9","Hard disk size": "1 TB"}}
self.input_data {'method': 'POST', 'url': 'https://api.restful-api.dev/objects', 'data': {'name': 'Apple MacBook Pro 1
6', 'data': {'year': 2019, 'price': 1849.99, 'CPU model': 'Intel Core i9', 'Hard disk size': '1 TB'}}}
╭────────────────────────────────────────────── Crew Execution Started ──────────────────────────────────────────────╮
│                                                                                                                    │
│  Crew Execution Started                                                                                            │
│  Name: crew                                                                                                        │
│  ID: d1f9d61b-56b0-4b41-a5c4-d83c6a87f94b                                                                          │
│  Tool Args:                                                                                                        │
│                                                                                                                    │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: 38dcdcd3-e4de-4003-9088-68b6b582c065
    Status: Executing Task...
╭───────────────────────────────────────────────── � Agent Started ─────────────────────────────────────────────────╮
│                                                                                                                    │
│  Agent: API Interaction Specialist                                                                                 │
│                                                                                                                    │
│  Task: Perform a POST request to the URL: https://api.restful-api.dev/objects with the following JSON data:        │
│  {"name": "Apple MacBook Pro 16", "data": {"year": 2019, "price": 1849.99, "CPU model": "Intel Core i9", "Hard     │
│  disk size": "1 TB"}}. Use the 'REST API Tool' with method='POST', url='https://api.restful-api.dev/objects', and  │
│  data={"name": "Apple MacBook Pro 16", "data": {"year": 2019, "price": 1849.99, "CPU model": "Intel Core i9",      │
│  "Hard disk size": "1 TB"}}.                                                                                       │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: 38dcdcd3-e4de-4003-9088-68b6b582c065
    Status: Executing Task...
    └── � Used REST API Tool (1)
╭───────────────────────────────────────────── � Agent Tool Execution ──────────────────────────────────────────────╮
│                                                                                                                    │
│  Agent: API Interaction Specialist                                                                                 │
│                                                                                                                    │
│  Thought: Action: REST API Tool                                                                                    │
│                                                                                                                    │
│  Using Tool: REST API Tool                                                                                         │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭──────────────────────────────────────────────────── Tool Input ────────────────────────────────────────────────────╮
│                                                                                                                    │
│  "{\"method\": \"POST\", \"url\": \"https://api.restful-api.dev/objects\", \"data\": {\"name\": \"Apple MacBook P  │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────────────────────────────────── Tool Output ────────────────────────────────────────────────────╮
│                                                                                                                    │
│  {'id': 'ff8081819782e69e0197c11916ee2a86', 'name': 'Apple MacBook Pro 16', 'createdAt':                           │
│  '2025-06-30T13:48:56.431+00:00', 'data': {'year': 2019, 'price': 1849.99, 'CPU model': 'Intel Core i9', 'Hard     │
│  disk size': '1 TB'}}                                                                                              │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: 38dcdcd3-e4de-4003-9088-68b6b582c065
    Status: Executing Task...
    └── � Used REST API Tool (1)
╭────────────────────────────────────────────── <img draggable="false" role="img" class="emoji" alt="✅" src="https://s0.wp.com/wp-content/mu-plugins/wpcom-smileys/twemoji/2/svg/2705.svg"> Agent Final Answer ───────────────────────────────────────────────╮
│                                                                                                                    │
│  Agent: API Interaction Specialist                                                                                 │
│                                                                                                                    │
│  Final Answer:                                                                                                     │
│  {'id': 'ff8081819782e69e0197c11916ee2a86', 'name': 'Apple MacBook Pro 16', 'createdAt':                           │
│  '2025-06-30T13:48:56.431+00:00', 'data': {'year': 2019, 'price': 1849.99, 'CPU model': 'Intel Core i9', 'Hard     │
│  disk size': '1 TB'}}                                                                                              │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: 38dcdcd3-e4de-4003-9088-68b6b582c065
    Assigned to: API Interaction Specialist
    Status: <img draggable="false" role="img" class="emoji" alt="✅" src="https://s0.wp.com/wp-content/mu-plugins/wpcom-smileys/twemoji/2/svg/2705.svg"> Completed
    └── � Used REST API Tool (1)
╭───────────────────────────────────────────────── Task Completion ──────────────────────────────────────────────────╮
│                                                                                                                    │
│  Task Completed                                                                                                    │
│  Name: 38dcdcd3-e4de-4003-9088-68b6b582c065                                                                        │
│  Agent: API Interaction Specialist                                                                                 │
│  Tool Args:                                                                                                        │
│                                                                                                                    │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
╭───────────────────────────────────────────────── Crew Completion ──────────────────────────────────────────────────╮
 
(env) C:\vscode-python-workspace\simple-crewai-restapi>python main.py
Enter HTTP method (GET, POST, PUT): put
Enter the API URL: https://api.restful-api.dev/objects/ff8081819782e69e0197c11916ee2a86
Enter JSON request data: {"name": "Apple MacBook Pro 16","data": {"year": 2019,"price": 2049.99,"CPU model": "Intel Co
re i9","Hard disk size": "1 TB","color": "silver"}}
self.input_data {'method': 'PUT', 'url': 'https://api.restful-api.dev/objects/ff8081819782e69e0197c11916ee2a86', 'data
': {'name': 'Apple MacBook Pro 16', 'data': {'year': 2019, 'price': 2049.99, 'CPU model': 'Intel Core i9', 'Hard disk
size': '1 TB', 'color': 'silver'}}}
╭────────────────────────────────────────────── Crew Execution Started ──────────────────────────────────────────────╮
│                                                                                                                    │
│  Crew Execution Started                                                                                            │
│  Name: crew                                                                                                        │
│  ID: 8aec4ca2-d8d2-49dd-b5bb-f253269cadbf                                                                          │
│  Tool Args:                                                                                                        │
│                                                                                                                    │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: a7e7a426-fb2e-442c-9fa2-ae68f5e8d0ce
    Status: Executing Task...
╭───────────────────────────────────────────────── � Agent Started ─────────────────────────────────────────────────╮
│                                                                                                                    │
│  Agent: API Interaction Specialist                                                                                 │
│                                                                                                                    │
│  Task: Perform a PUT request to the URL: https://api.restful-api.dev/objects/ff8081819782e69e0197c11916ee2a86      │
│  with the following JSON data: {"name": "Apple MacBook Pro 16", "data": {"year": 2019, "price": 2049.99, "CPU      │
│  model": "Intel Core i9", "Hard disk size": "1 TB", "color": "silver"}}. Use the 'REST API Tool' with              │
│  method='PUT', url='https://api.restful-api.dev/objects/ff8081819782e69e0197c11916ee2a86', and data={"name":       │
│  "Apple MacBook Pro 16", "data": {"year": 2019, "price": 2049.99, "CPU model": "Intel Core i9", "Hard disk size":  │
│  "1 TB", "color": "silver"}}.                                                                                      │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: a7e7a426-fb2e-442c-9fa2-ae68f5e8d0ce
    Status: Executing Task...
    └── � Used REST API Tool (1)
╭───────────────────────────────────────────── � Agent Tool Execution ──────────────────────────────────────────────╮
│                                                                                                                    │
│  Agent: API Interaction Specialist                                                                                 │
│                                                                                                                    │
│  Thought: Action: REST API Tool                                                                                    │
│                                                                                                                    │
│  Using Tool: REST API Tool                                                                                         │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭──────────────────────────────────────────────────── Tool Input ────────────────────────────────────────────────────╮
│                                                                                                                    │
│  "{\"method\": \"PUT\", \"url\": \"https://api.restful-api.dev/objects/ff8081819782e69e0197c11916ee2a86\", \"data  │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
╭─────────────────────────────────────────────────── Tool Output ────────────────────────────────────────────────────╮
│                                                                                                                    │
│  {'id': 'ff8081819782e69e0197c11916ee2a86', 'name': 'Apple MacBook Pro 16', 'updatedAt':                           │
│  '2025-06-30T13:50:01.065+00:00', 'data': {'year': 2019, 'price': 2049.99, 'CPU model': 'Intel Core i9', 'Hard     │
│  disk size': '1 TB', 'color': 'silver'}}                                                                           │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: a7e7a426-fb2e-442c-9fa2-ae68f5e8d0ce
    Status: Executing Task...
    └── � Used REST API Tool (1)
╭────────────────────────────────────────────── <img draggable="false" role="img" class="emoji" alt="✅" src="https://s0.wp.com/wp-content/mu-plugins/wpcom-smileys/twemoji/2/svg/2705.svg"> Agent Final Answer ───────────────────────────────────────────────╮
│                                                                                                                    │
│  Agent: API Interaction Specialist                                                                                 │
│                                                                                                                    │
│  Final Answer:                                                                                                     │
│  {'id': 'ff8081819782e69e0197c11916ee2a86', 'name': 'Apple MacBook Pro 16', 'updatedAt':                           │
│  '2025-06-30T13:50:01.065+00:00', 'data': {'year': 2019, 'price': 2049.99, 'CPU model': 'Intel Core i9', 'Hard     │
│  disk size': '1 TB', 'color': 'silver'}}                                                                           │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
� Crew: crew
└── � Task: a7e7a426-fb2e-442c-9fa2-ae68f5e8d0ce
    Assigned to: API Interaction Specialist
    Status: <img draggable="false" role="img" class="emoji" alt="✅" src="https://s0.wp.com/wp-content/mu-plugins/wpcom-smileys/twemoji/2/svg/2705.svg"> Completed
    └── � Used REST API Tool (1)
╭───────────────────────────────────────────────── Task Completion ──────────────────────────────────────────────────╮
│                                                                                                                    │
│  Task Completed                                                                                                    │
│  Name: a7e7a426-fb2e-442c-9fa2-ae68f5e8d0ce                                                                        │
│  Agent: API Interaction Specialist                                                                                 │
│  Tool Args:                                                                                                        │
│                                                                                                                    │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
 
╭───────────────────────────────────────────────── Crew Completion ──────────────────────────────────────────────────╮
│                                                                                                                    │
│  Crew Execution Completed                                                                                          │
│  Name: crew                                                                                                        │
│  ID: 8aec4ca2-d8d2-49dd-b5bb-f253269cadbf                                                                          │
│  Tool Args:                                                                                                        │
│  Final Output: {'id': 'ff8081819782e69e0197c11916ee2a86', 'name': 'Apple MacBook Pro 16', 'updatedAt':             │
│  '2025-06-30T13:50:01.065+00:00', 'data': {'year': 2019, 'price': 2049.99, 'CPU model': 'Intel Core i9', 'Hard     │
│  disk size': '1 TB', 'color': 'silver'}}                                                                           │
│                                                                                                                    │
│                                                                                                                    │
╰────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯

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