docs: improve docs about planning LLM usage

2026-10-20 00:45:04 +02:00 · 2025-06-09 10:40:51 -03:00
23 changed files with 147 additions and 1790 deletions
@@ -200,37 +200,6 @@ Deploy the crew or flow to [CrewAI Enterprise](https://app.crewai.com).
    ```
    - Reads your local project configuration.
    - Prompts you to confirm the environment variables (like `OPENAI_API_KEY`, `SERPER_API_KEY`) found locally. These will be securely stored with the deployment on the Enterprise platform. Ensure your sensitive keys are correctly configured locally (e.g., in a `.env` file) before running this.
-
-### 11. Organization Management
-
-Manage your CrewAI Enterprise organizations.
-
-```shell Terminal
-crewai org [COMMAND] [OPTIONS]
-```
-
-#### Commands:
-
- `list`: List all organizations you belong to
-```shell Terminal
-crewai org list
-```
-
- `current`: Display your currently active organization
-```shell Terminal
-crewai org current
-```
-
- `switch`: Switch to a specific organization
-```shell Terminal
-crewai org switch <organization_id>
-```
-
-<Note>
-You must be authenticated to CrewAI Enterprise to use these organization management commands.
-</Note>
-
- **Create a deployment** (continued):
    - Links the deployment to the corresponding remote GitHub repository (it usually detects this automatically).

 - **Deploy the Crew**: Once you are authenticated, you can deploy your crew or flow to CrewAI Enterprise.
@@ -32,7 +32,6 @@ The Enterprise Tools Repository includes:
 - **Customizability**: Provides the flexibility to develop custom tools or utilize existing ones, catering to the specific needs of agents.
 - **Error Handling**: Incorporates robust error handling mechanisms to ensure smooth operation.
 - **Caching Mechanism**: Features intelligent caching to optimize performance and reduce redundant operations.
- **Asynchronous Support**: Handles both synchronous and asynchronous tools, enabling non-blocking operations.

 ## Using CrewAI Tools

@@ -178,62 +177,6 @@ class MyCustomTool(BaseTool):
        return "Tool's result"
 ```

-## Asynchronous Tool Support
-
-CrewAI supports asynchronous tools, allowing you to implement tools that perform non-blocking operations like network requests, file I/O, or other async operations without blocking the main execution thread.
-
-### Creating Async Tools
-
-You can create async tools in two ways:
-
-#### 1. Using the `tool` Decorator with Async Functions
-
-```python Code
-from crewai.tools import tool
-
-@tool("fetch_data_async")
-async def fetch_data_async(query: str) -> str:
-    """Asynchronously fetch data based on the query."""
-    # Simulate async operation
-    await asyncio.sleep(1)
-    return f"Data retrieved for {query}"
-```
-
-#### 2. Implementing Async Methods in Custom Tool Classes
-
-```python Code
-from crewai.tools import BaseTool
-
-class AsyncCustomTool(BaseTool):
-    name: str = "async_custom_tool"
-    description: str = "An asynchronous custom tool"
-    
-    async def _run(self, query: str = "") -> str:
-        """Asynchronously run the tool"""
-        # Your async implementation here
-        await asyncio.sleep(1)
-        return f"Processed {query} asynchronously"
-```
-
-### Using Async Tools
-
-Async tools work seamlessly in both standard Crew workflows and Flow-based workflows:
-
-```python Code
-# In standard Crew
-agent = Agent(role="researcher", tools=[async_custom_tool])
-
-# In Flow
-class MyFlow(Flow):
-    @start()
-    async def begin(self):
-        crew = Crew(agents=[agent])
-        result = await crew.kickoff_async()
-        return result
-```
-
-The CrewAI framework automatically handles the execution of both synchronous and asynchronous tools, so you don't need to worry about how to call them differently.
-
 ### Utilizing the `tool` Decorator

 ```python Code
@@ -9,12 +9,7 @@
  },
  "favicon": "images/favicon.svg",
  "contextual": {
-    "options": [
-      "copy",
-      "view",
-      "chatgpt",
-      "claude"
-    ]
+    "options": ["copy", "view", "chatgpt", "claude"]
  },
  "navigation": {
    "tabs": [
@@ -262,8 +257,7 @@
              "enterprise/features/tool-repository",
              "enterprise/features/webhook-streaming",
              "enterprise/features/traces",
-              "enterprise/features/hallucination-guardrail",
-              "enterprise/features/integrations"
+              "enterprise/features/hallucination-guardrail"
            ]
          },
          {
@@ -1,185 +0,0 @@
---
-title: Integrations
-description: "Connected applications for your agents to take actions."
-icon: "plug"
---
-
-## Overview
-
-Enable your agents to authenticate with any OAuth enabled provider and take actions. From Salesforce and HubSpot to Google and GitHub, we've got you covered with 16+ integrated services.
-
-<Frame>
-  ![Integrations](/images/enterprise/crew_connectors.png)
-</Frame>
-
-## Supported Integrations
-
-### **Communication & Collaboration**
- **Gmail** - Manage emails and drafts
- **Slack** - Workspace notifications and alerts
- **Microsoft** - Office 365 and Teams integration
-
-### **Project Management**
- **Jira** - Issue tracking and project management
- **ClickUp** - Task and productivity management
- **Asana** - Team task and project coordination
- **Notion** - Page and database management
- **Linear** - Software project and bug tracking
- **GitHub** - Repository and issue management
-
-### **Customer Relationship Management**
- **Salesforce** - CRM account and opportunity management
- **HubSpot** - Sales pipeline and contact management
- **Zendesk** - Customer support ticket management
-
-### **Business & Finance**
- **Stripe** - Payment processing and customer management
- **Shopify** - E-commerce store and product management
-
-### **Productivity & Storage**
- **Google Sheets** - Spreadsheet data synchronization
- **Google Calendar** - Event and schedule management
- **Box** - File storage and document management
-
-and more to come!
-
-## Prerequisites
-
-Before using Authentication Integrations, ensure you have:
-
- A [CrewAI Enterprise](https://app.crewai.com) account. You can get started with a free trial.
-
-
-## Setting Up Integrations
-
-### 1. Connect Your Account
-
-1. Navigate to [CrewAI Enterprise](https://app.crewai.com)
-2. Go to **Integrations** tab - https://app.crewai.com/crewai_plus/connectors
-3. Click **Connect** on your desired service from the Authentication Integrations section
-4. Complete the OAuth authentication flow
-5. Grant necessary permissions for your use case
-6. Get your Enterprise Token from your [CrewAI Enterprise](https://app.crewai.com) account page - https://app.crewai.com/crewai_plus/settings/account
-
-<Frame>
-  ![Integrations](/images/enterprise/enterprise_action_auth_token.png)
-</Frame>
-
-### 2. Install Integration Tools
-
-All you need is the latest version of `crewai-tools` package.
-
-```bash
-uv add crewai-tools
-```
-
-## Usage Examples
-
-### Basic Usage
-<Tip>
-  All the services you are authenticated into will be available as tools. So all you need to do is add the `CrewaiEnterpriseTools` to your agent and you are good to go.
-</Tip>
-
-```python
-from crewai import Agent, Task, Crew
-from crewai_tools import CrewaiEnterpriseTools
-
-# Get enterprise tools (Gmail tool will be included)
-enterprise_tools = CrewaiEnterpriseTools(
-    enterprise_token="your_enterprise_token"
-)
-# print the tools
-print(enterprise_tools)
-
-# Create an agent with Gmail capabilities
-email_agent = Agent(
-    role="Email Manager",
-    goal="Manage and organize email communications",
-    backstory="An AI assistant specialized in email management and communication.",
-    tools=[enterprise_tools]
-)
-
-# Task to send an email
-email_task = Task(
-    description="Draft and send a follow-up email to john@example.com about the project update",
-    agent=email_agent,
-    expected_output="Confirmation that email was sent successfully"
-)
-
-# Run the task
-crew = Crew(
-    agents=[email_agent],
-    tasks=[email_task]
-)
-
-# Run the crew
-crew.kickoff()
-```
-
-### Filtering Tools
-
-```python
-from crewai_tools import CrewaiEnterpriseTools
-
-enterprise_tools = CrewaiEnterpriseTools(
-    actions_list=["gmail_find_email"] # only gmail_find_email tool will be available
-)
-gmail_tool = enterprise_tools[0]
-
-gmail_agent = Agent(
-    role="Gmail Manager",
-    goal="Manage gmail communications and notifications",
-    backstory="An AI assistant that helps coordinate gmail communications.",
-    tools=[gmail_tool]
-)
-
-notification_task = Task(
-    description="Find the email from john@example.com",
-    agent=gmail_agent,
-    expected_output="Email found from john@example.com"
-)
-
-# Run the task
-crew = Crew(
-    agents=[slack_agent],
-    tasks=[notification_task]
-)
-```
-
-## Best Practices
-
-### Security
- **Principle of Least Privilege**: Only grant the minimum permissions required for your agents' tasks
- **Regular Audits**: Periodically review connected integrations and their permissions
- **Secure Credentials**: Never hardcode credentials; use CrewAI's secure authentication flow
-
-
-### Filtering Tools
-On a deployed crew, you can specify which actions are avialbel for each integration from the settings page of the service you connected to.
-
-<Frame>
-  ![Integrations](/images/enterprise/filtering_enterprise_action_tools.png)
-</Frame>
-
-
-### Scoped Deployments for multi user organizations
-You can deploy your crew and scope each integration to a specific user. For example, a crew that connects to google can use a specific user's gmail account.
-
-<Tip>
-  This is useful for multi user organizations where you want to scope the integration to a specific user.
-</Tip>
-
-
-Use the `user_bearer_token` to scope the integration to a specific user so that when the crew is kicked off, it will use the user's bearer token to authenticate with the integration. If user is not logged in, then the crew will not use any connected integrations. Use the default bearer token to authenticate with the integrations thats deployed with the crew.
-
-<Frame>
-  ![Integrations](/images/enterprise/user_bearer_token.png)
-</Frame>
-
-
-
-### Getting Help
-
-<Card title="Need Help?" icon="headset" href="mailto:support@crewai.com">
-  Contact our support team for assistance with integration setup or troubleshooting.
-</Card>
@@ -277,23 +277,22 @@ This pattern allows you to combine direct data passing with state updates for ma

 One of CrewAI's most powerful features is the ability to persist flow state across executions. This enables workflows that can be paused, resumed, and even recovered after failures.

-### The @persist() Decorator
+### The @persist Decorator

-The `@persist()` decorator automates state persistence, saving your flow's state at key points in execution.
+The `@persist` decorator automates state persistence, saving your flow's state at key points in execution.

 #### Class-Level Persistence

-When applied at the class level, `@persist()` saves state after every method execution:
+When applied at the class level, `@persist` saves state after every method execution:

 ```python
-from crewai.flow.flow import Flow, listen, start
-from crewai.flow.persistence import persist
+from crewai.flow.flow import Flow, listen, persist, start
 from pydantic import BaseModel

 class CounterState(BaseModel):
    value: int = 0

-@persist()  # Apply to the entire flow class
+@persist  # Apply to the entire flow class
 class PersistentCounterFlow(Flow[CounterState]):
    @start()
    def increment(self):
@@ -320,11 +319,10 @@ print(f"Second run result: {result2}")  # Will be higher due to persisted state

 #### Method-Level Persistence

-For more granular control, you can apply `@persist()` to specific methods:
+For more granular control, you can apply `@persist` to specific methods:

 ```python
-from crewai.flow.flow import Flow, listen, start
-from crewai.flow.persistence import persist
+from crewai.flow.flow import Flow, listen, persist, start

 class SelectivePersistFlow(Flow):
    @start()
@@ -332,7 +330,7 @@ class SelectivePersistFlow(Flow):
        self.state["count"] = 1
        return "First step"

-    @persist()  # Only persist after this method
+    @persist  # Only persist after this method
    @listen(first_step)
    def important_step(self, prev_result):
        self.state["count"] += 1
@@ -1,7 +1,6 @@
 from rich.console import Console
 from rich.table import Table

-from requests import HTTPError
 from crewai.cli.command import BaseCommand, PlusAPIMixin
 from crewai.cli.config import Settings

@@ -17,7 +16,7 @@ class OrganizationCommand(BaseCommand, PlusAPIMixin):
            response = self.plus_api_client.get_organizations()
            response.raise_for_status()
            orgs = response.json()
-
+            
            if not orgs:
                console.print("You don't belong to any organizations yet.", style="yellow")
                return
@@ -27,14 +26,8 @@ class OrganizationCommand(BaseCommand, PlusAPIMixin):
            table.add_column("ID", style="green")
            for org in orgs:
                table.add_row(org["name"], org["uuid"])
-
+            
            console.print(table)
-        except HTTPError as e:
-            if e.response.status_code == 401:
-                console.print("You are not logged in to any organization. Use 'crewai login' to login.", style="bold red")
-                return
-            console.print(f"Failed to retrieve organization list: {str(e)}", style="bold red")
-            raise SystemExit(1)
        except Exception as e:
            console.print(f"Failed to retrieve organization list: {str(e)}", style="bold red")
            raise SystemExit(1)
@@ -44,24 +37,18 @@ class OrganizationCommand(BaseCommand, PlusAPIMixin):
            response = self.plus_api_client.get_organizations()
            response.raise_for_status()
            orgs = response.json()
-
+            
            org = next((o for o in orgs if o["uuid"] == org_id), None)
            if not org:
                console.print(f"Organization with id '{org_id}' not found.", style="bold red")
                return
-
+            
            settings = Settings()
            settings.org_name = org["name"]
            settings.org_uuid = org["uuid"]
            settings.dump()
-
+            
            console.print(f"Successfully switched to {org['name']} ({org['uuid']})", style="bold green")
-        except HTTPError as e:
-            if e.response.status_code == 401:
-                console.print("You are not logged in to any organization. Use 'crewai login' to login.", style="bold red")
-                return
-            console.print(f"Failed to retrieve organization list: {str(e)}", style="bold red")
-            raise SystemExit(1)
        except Exception as e:
            console.print(f"Failed to switch organization: {str(e)}", style="bold red")
            raise SystemExit(1)
@@ -91,7 +91,6 @@ class ToolCommand(BaseCommand, PlusAPIMixin):
            console.print(
                f"[green]Found these tools to publish: {', '.join([e['name'] for e in available_exports])}[/green]"
            )
-        self._print_current_organization()

        with tempfile.TemporaryDirectory() as temp_build_dir:
            subprocess.run(
@@ -137,7 +136,6 @@ class ToolCommand(BaseCommand, PlusAPIMixin):
        )

    def install(self, handle: str):
-        self._print_current_organization()
        get_response = self.plus_api_client.get_tool(handle)

        if get_response.status_code == 404:
@@ -184,7 +182,7 @@ class ToolCommand(BaseCommand, PlusAPIMixin):
        settings.dump()

        console.print(
-            f"Successfully authenticated to the tool repository as {settings.org_name} ({settings.org_uuid}).", style="bold green"
+            "Successfully authenticated to the tool repository.", style="bold green"
        )

    def _add_package(self, tool_details: dict[str, Any]):
@@ -242,10 +240,3 @@ class ToolCommand(BaseCommand, PlusAPIMixin):
        )

        return env
-
-    def _print_current_organization(self):
-        settings = Settings()
-        if settings.org_uuid:
-            console.print(f"Current organization: {settings.org_name} ({settings.org_uuid})", style="bold blue")
-        else:
-            console.print("No organization currently set. We recommend setting one before using: `crewai org switch <org_id>` command.", style="yellow")
@@ -655,6 +655,8 @@ class Crew(FlowTrackable, BaseModel):
            if self.planning:
                self._handle_crew_planning()

+            metrics: List[UsageMetrics] = []
+
            if self.process == Process.sequential:
                result = self._run_sequential_process()
            elif self.process == Process.hierarchical:
@@ -667,8 +669,11 @@ class Crew(FlowTrackable, BaseModel):
            for after_callback in self.after_kickoff_callbacks:
                result = after_callback(result)

-            self.usage_metrics = self.calculate_usage_metrics()
+            metrics += [agent._token_process.get_summary() for agent in self.agents]

+            self.usage_metrics = UsageMetrics()
+            for metric in metrics:
+                self.usage_metrics.add_usage_metrics(metric)
            return result
        except Exception as e:
            crewai_event_bus.emit(
@@ -1,7 +1,5 @@
 from __future__ import annotations

-import asyncio
-
 import inspect
 import textwrap
 from typing import Any, Callable, Optional, Union, get_type_hints
@@ -241,17 +239,7 @@ class CrewStructuredTool:
    ) -> Any:
        """Main method for tool execution."""
        parsed_args = self._parse_args(input)
-
-        if inspect.iscoroutinefunction(self.func):
-            result = asyncio.run(self.func(**parsed_args, **kwargs))
-            return result
-
-        result = self.func(**parsed_args, **kwargs)
-
-        if asyncio.iscoroutine(result):
-            return asyncio.run(result)
-
-        return result
+        return self.func(**parsed_args, **kwargs)

    @property
    def args(self) -> dict:
@@ -20,10 +20,7 @@ from crewai.utilities.errors import AgentRepositoryError
 from crewai.utilities.exceptions.context_window_exceeding_exception import (
    LLMContextLengthExceededException,
 )
-from rich.console import Console
-from crewai.cli.config import Settings

-console = Console()

 def parse_tools(tools: List[BaseTool]) -> List[CrewStructuredTool]:
    """Parse tools to be used for the task."""
@@ -438,13 +435,6 @@ def show_agent_logs(
            )


-def _print_current_organization():
-    settings = Settings()
-    if settings.org_uuid:
-        console.print(f"Fetching agent from organization: {settings.org_name} ({settings.org_uuid})", style="bold blue")
-    else:
-        console.print("No organization currently set. We recommend setting one before using: `crewai org switch <org_id>` command.", style="yellow")
-
 def load_agent_from_repository(from_repository: str) -> Dict[str, Any]:
    attributes: Dict[str, Any] = {}
    if from_repository:
@@ -454,18 +444,15 @@ def load_agent_from_repository(from_repository: str) -> Dict[str, Any]:
        from crewai.cli.plus_api import PlusAPI

        client = PlusAPI(api_key=get_auth_token())
-        _print_current_organization()
        response = client.get_agent(from_repository)
        if response.status_code == 404:
            raise AgentRepositoryError(
-                f"Agent {from_repository} does not exist, make sure the name is correct or the agent is available on your organization."
-                f"\nIf you are using the wrong organization, switch to the correct one using `crewai org switch <org_id>` command.",
+                f"Agent {from_repository} does not exist, make sure the name is correct or the agent is available on your organization"
            )

        if response.status_code != 200:
            raise AgentRepositoryError(
                f"Agent {from_repository} could not be loaded: {response.text}"
-                f"\nIf you are using the wrong organization, switch to the correct one using `crewai org switch <org_id>` command.",
            )

        agent = response.json()
@@ -2126,60 +2126,3 @@ def test_agent_from_repository_agent_not_found(mock_get_agent, mock_get_auth_tok
        match="Agent test_agent does not exist, make sure the name is correct or the agent is available on your organization",
    ):
        Agent(from_repository="test_agent")
-
-
-@patch("crewai.cli.plus_api.PlusAPI.get_agent")
-@patch("crewai.utilities.agent_utils.Settings")
-@patch("crewai.utilities.agent_utils.console")
-def test_agent_from_repository_displays_org_info(mock_console, mock_settings, mock_get_agent, mock_get_auth_token):
-    mock_settings_instance = MagicMock()
-    mock_settings_instance.org_uuid = "test-org-uuid"
-    mock_settings_instance.org_name = "Test Organization"
-    mock_settings.return_value = mock_settings_instance
-
-    mock_get_response = MagicMock()
-    mock_get_response.status_code = 200
-    mock_get_response.json.return_value = {
-        "role": "test role",
-        "goal": "test goal",
-        "backstory": "test backstory",
-        "tools": []
-    }
-    mock_get_agent.return_value = mock_get_response
-
-    agent = Agent(from_repository="test_agent")
-
-    mock_console.print.assert_any_call(
-        "Fetching agent from organization: Test Organization (test-org-uuid)",
-        style="bold blue"
-    )
-
-    assert agent.role == "test role"
-    assert agent.goal == "test goal"
-    assert agent.backstory == "test backstory"
-
-
-@patch("crewai.cli.plus_api.PlusAPI.get_agent")
-@patch("crewai.utilities.agent_utils.Settings")
-@patch("crewai.utilities.agent_utils.console")
-def test_agent_from_repository_without_org_set(mock_console, mock_settings, mock_get_agent, mock_get_auth_token):
-    mock_settings_instance = MagicMock()
-    mock_settings_instance.org_uuid = None
-    mock_settings_instance.org_name = None
-    mock_settings.return_value = mock_settings_instance
-
-    mock_get_response = MagicMock()
-    mock_get_response.status_code = 401
-    mock_get_response.text = "Unauthorized access"
-    mock_get_agent.return_value = mock_get_response
-
-    with pytest.raises(
-        AgentRepositoryError,
-        match="Agent test_agent could not be loaded: Unauthorized access"
-    ):
-        Agent(from_repository="test_agent")
-
-    mock_console.print.assert_any_call(
-        "No organization currently set. We recommend setting one before using: `crewai org switch <org_id>` command.",
-        style="yellow"
-    )
@@ -1,299 +0,0 @@
-interactions:
- request:
-    body: null
-    headers: {}
-    method: GET
-    uri: https://pypi.org/pypi/agentops/json
-  response:
-    body:
-      string: '{"info":{"author":null,"author_email":"Alex Reibman <areibman@gmail.com>,
-        Shawn Qiu <siyangqiu@gmail.com>, Braelyn Boynton <bboynton97@gmail.com>, Howard
-        Gil <howardbgil@gmail.com>, Constantin Teodorescu <teocns@gmail.com>, Pratyush
-        Shukla <ps4534@nyu.edu>, Travis Dent <tcdent@gmail.com>, Dwij Patel <dwijpatel1704@gmail.com>","bugtrack_url":null,"classifiers":["License
-        :: OSI Approved :: MIT License","Operating System :: OS Independent","Programming
-        Language :: Python :: 3","Programming Language :: Python :: 3.10","Programming
-        Language :: Python :: 3.11","Programming Language :: Python :: 3.12","Programming
-        Language :: Python :: 3.13","Programming Language :: Python :: 3.9"],"description":"","description_content_type":null,"docs_url":null,"download_url":null,"downloads":{"last_day":-1,"last_month":-1,"last_week":-1},"dynamic":null,"home_page":null,"keywords":null,"license":null,"license_expression":null,"license_files":["LICENSE"],"maintainer":null,"maintainer_email":null,"name":"agentops","package_url":"https://pypi.org/project/agentops/","platform":null,"project_url":"https://pypi.org/project/agentops/","project_urls":{"Homepage":"https://github.com/AgentOps-AI/agentops","Issues":"https://github.com/AgentOps-AI/agentops/issues"},"provides_extra":null,"release_url":"https://pypi.org/project/agentops/0.4.14/","requires_dist":["httpx<0.29.0,>=0.24.0","opentelemetry-api==1.29.0;
-        python_version < \"3.10\"","opentelemetry-api>1.29.0; python_version >= \"3.10\"","opentelemetry-exporter-otlp-proto-http==1.29.0;
-        python_version < \"3.10\"","opentelemetry-exporter-otlp-proto-http>1.29.0;
-        python_version >= \"3.10\"","opentelemetry-instrumentation==0.50b0; python_version
-        < \"3.10\"","opentelemetry-instrumentation>=0.50b0; python_version >= \"3.10\"","opentelemetry-sdk==1.29.0;
-        python_version < \"3.10\"","opentelemetry-sdk>1.29.0; python_version >= \"3.10\"","opentelemetry-semantic-conventions==0.50b0;
-        python_version < \"3.10\"","opentelemetry-semantic-conventions>=0.50b0; python_version
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-  response:
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-version: 1
@@ -33,9 +33,9 @@ def mock_settings():
 def test_org_list_command(mock_org_command_class, runner):
    mock_org_instance = MagicMock()
    mock_org_command_class.return_value = mock_org_instance
-
+    
    result = runner.invoke(list)
-
+    
    assert result.exit_code == 0
    mock_org_command_class.assert_called_once()
    mock_org_instance.list.assert_called_once()
@@ -45,9 +45,9 @@ def test_org_list_command(mock_org_command_class, runner):
 def test_org_switch_command(mock_org_command_class, runner):
    mock_org_instance = MagicMock()
    mock_org_command_class.return_value = mock_org_instance
-
+    
    result = runner.invoke(switch, ['test-id'])
-
+    
    assert result.exit_code == 0
    mock_org_command_class.assert_called_once()
    mock_org_instance.switch.assert_called_once_with('test-id')
@@ -57,9 +57,9 @@ def test_org_switch_command(mock_org_command_class, runner):
 def test_org_current_command(mock_org_command_class, runner):
    mock_org_instance = MagicMock()
    mock_org_command_class.return_value = mock_org_instance
-
+    
    result = runner.invoke(current)
-
+    
    assert result.exit_code == 0
    mock_org_command_class.assert_called_once()
    mock_org_instance.current.assert_called_once()
@@ -70,7 +70,7 @@ class TestOrganizationCommand(unittest.TestCase):
        with patch.object(OrganizationCommand, '__init__', return_value=None):
            self.org_command = OrganizationCommand()
            self.org_command.plus_api_client = MagicMock()
-
+        
    @patch('crewai.cli.organization.main.console')
    @patch('crewai.cli.organization.main.Table')
    def test_list_organizations_success(self, mock_table, mock_console):
@@ -82,11 +82,11 @@ class TestOrganizationCommand(unittest.TestCase):
        ]
        self.org_command.plus_api_client = MagicMock()
        self.org_command.plus_api_client.get_organizations.return_value = mock_response
-
+        
        mock_console.print = MagicMock()
-
+        
        self.org_command.list()
-
+        
        self.org_command.plus_api_client.get_organizations.assert_called_once()
        mock_table.assert_called_once_with(title="Your Organizations")
        mock_table.return_value.add_column.assert_has_calls([
@@ -105,12 +105,12 @@ class TestOrganizationCommand(unittest.TestCase):
        mock_response.json.return_value = []
        self.org_command.plus_api_client = MagicMock()
        self.org_command.plus_api_client.get_organizations.return_value = mock_response
-
+        
        self.org_command.list()
-
+        
        self.org_command.plus_api_client.get_organizations.assert_called_once()
        mock_console.print.assert_called_once_with(
-            "You don't belong to any organizations yet.",
+            "You don't belong to any organizations yet.", 
            style="yellow"
        )

@@ -118,14 +118,14 @@ class TestOrganizationCommand(unittest.TestCase):
    def test_list_organizations_api_error(self, mock_console):
        self.org_command.plus_api_client = MagicMock()
        self.org_command.plus_api_client.get_organizations.side_effect = requests.exceptions.RequestException("API Error")
-
+        
        with pytest.raises(SystemExit):
            self.org_command.list()
-
+        

        self.org_command.plus_api_client.get_organizations.assert_called_once()
        mock_console.print.assert_called_once_with(
-            "Failed to retrieve organization list: API Error",
+            "Failed to retrieve organization list: API Error", 
            style="bold red"
        )

@@ -140,12 +140,12 @@ class TestOrganizationCommand(unittest.TestCase):
        ]
        self.org_command.plus_api_client = MagicMock()
        self.org_command.plus_api_client.get_organizations.return_value = mock_response
-
+        
        mock_settings_instance = MagicMock()
        mock_settings_class.return_value = mock_settings_instance
-
+        
        self.org_command.switch("test-id")
-
+        
        self.org_command.plus_api_client.get_organizations.assert_called_once()
        mock_settings_instance.dump.assert_called_once()
        assert mock_settings_instance.org_name == "Test Org"
@@ -165,9 +165,9 @@ class TestOrganizationCommand(unittest.TestCase):
        ]
        self.org_command.plus_api_client = MagicMock()
        self.org_command.plus_api_client.get_organizations.return_value = mock_response
-
+        
        self.org_command.switch("non-existent-id")
-
+        
        self.org_command.plus_api_client.get_organizations.assert_called_once()
        mock_console.print.assert_called_once_with(
            "Organization with id 'non-existent-id' not found.",
@@ -181,9 +181,9 @@ class TestOrganizationCommand(unittest.TestCase):
        mock_settings_instance.org_name = "Test Org"
        mock_settings_instance.org_uuid = "test-id"
        mock_settings_class.return_value = mock_settings_instance
-
+        
        self.org_command.current()
-
+        
        self.org_command.plus_api_client.get_organizations.assert_not_called()
        mock_console.print.assert_called_once_with(
            "Currently logged in to organization Test Org (test-id)",
@@ -196,49 +196,11 @@ class TestOrganizationCommand(unittest.TestCase):
        mock_settings_instance = MagicMock()
        mock_settings_instance.org_uuid = None
        mock_settings_class.return_value = mock_settings_instance
-
+        
        self.org_command.current()
-
+        
        assert mock_console.print.call_count == 3
        mock_console.print.assert_any_call(
-            "You're not currently logged in to any organization.",
+            "You're not currently logged in to any organization.", 
            style="yellow"
        )
-
-    @patch('crewai.cli.organization.main.console')
-    def test_list_organizations_unauthorized(self, mock_console):
-        mock_response = MagicMock()
-        mock_http_error = requests.exceptions.HTTPError(
-            "401 Client Error: Unauthorized",
-            response=MagicMock(status_code=401)
-        )
-
-        mock_response.raise_for_status.side_effect = mock_http_error
-        self.org_command.plus_api_client.get_organizations.return_value = mock_response
-
-        self.org_command.list()
-
-        self.org_command.plus_api_client.get_organizations.assert_called_once()
-        mock_console.print.assert_called_once_with(
-            "You are not logged in to any organization. Use 'crewai login' to login.",
-            style="bold red"
-        )
-
-    @patch('crewai.cli.organization.main.console')
-    def test_switch_organization_unauthorized(self, mock_console):
-        mock_response = MagicMock()
-        mock_http_error = requests.exceptions.HTTPError(
-            "401 Client Error: Unauthorized",
-            response=MagicMock(status_code=401)
-        )
-
-        mock_response.raise_for_status.side_effect = mock_http_error
-        self.org_command.plus_api_client.get_organizations.return_value = mock_response
-
-        self.org_command.switch("test-id")
-
-        self.org_command.plus_api_client.get_organizations.assert_called_once()
-        mock_console.print.assert_called_once_with(
-            "You are not logged in to any organization. Use 'crewai login' to login.",
-            style="bold red"
-        )
@@ -56,8 +56,7 @@ def test_create_success(mock_subprocess, capsys, tool_command):

@patch("crewai.cli.tools.main.subprocess.run")
@patch("crewai.cli.plus_api.PlusAPI.get_tool")
-@patch("crewai.cli.tools.main.ToolCommand._print_current_organization")
-def test_install_success(mock_print_org, mock_get, mock_subprocess_run, capsys, tool_command):
+def test_install_success(mock_get, mock_subprocess_run, capsys, tool_command):
    mock_get_response = MagicMock()
    mock_get_response.status_code = 200
    mock_get_response.json.return_value = {
@@ -86,9 +85,6 @@ def test_install_success(mock_print_org, mock_get, mock_subprocess_run, capsys,
        env=unittest.mock.ANY,
    )

-    # Verify _print_current_organization was called
-    mock_print_org.assert_called_once()
-
@patch("crewai.cli.tools.main.subprocess.run")
@patch("crewai.cli.plus_api.PlusAPI.get_tool")
 def test_install_success_from_pypi(mock_get, mock_subprocess_run, capsys, tool_command):
@@ -170,9 +166,7 @@ def test_publish_when_not_in_sync(mock_is_synced, capsys, tool_command):
@patch("crewai.cli.plus_api.PlusAPI.publish_tool")
@patch("crewai.cli.tools.main.git.Repository.is_synced", return_value=False)
@patch("crewai.cli.tools.main.extract_available_exports", return_value=[{"name": "SampleTool"}])
-@patch("crewai.cli.tools.main.ToolCommand._print_current_organization")
 def test_publish_when_not_in_sync_and_force(
-    mock_print_org,
    mock_available_exports,
    mock_is_synced,
    mock_publish,
@@ -208,7 +202,6 @@ def test_publish_when_not_in_sync_and_force(
        encoded_file=unittest.mock.ANY,
        available_exports=[{"name": "SampleTool"}],
    )
-    mock_print_org.assert_called_once()


@patch("crewai.cli.tools.main.get_project_name", return_value="sample-tool")
@@ -336,27 +329,3 @@ def test_publish_api_error(
    assert "Request to Enterprise API failed" in output

    mock_publish.assert_called_once()
-
-
-
-@patch("crewai.cli.tools.main.Settings")
-def test_print_current_organization_with_org(mock_settings, capsys, tool_command):
-    mock_settings_instance = MagicMock()
-    mock_settings_instance.org_uuid = "test-org-uuid"
-    mock_settings_instance.org_name = "Test Organization"
-    mock_settings.return_value = mock_settings_instance
-    tool_command._print_current_organization()
-    output = capsys.readouterr().out
-    assert "Current organization: Test Organization (test-org-uuid)" in output
-
-
-@patch("crewai.cli.tools.main.Settings")
-def test_print_current_organization_without_org(mock_settings, capsys, tool_command):
-    mock_settings_instance = MagicMock()
-    mock_settings_instance.org_uuid = None
-    mock_settings_instance.org_name = None
-    mock_settings.return_value = mock_settings_instance
-    tool_command._print_current_organization()
-    output = capsys.readouterr().out
-    assert "No organization currently set" in output
-    assert "org switch <org_id>" in output
@@ -1765,50 +1765,6 @@ def test_agent_usage_metrics_are_captured_for_hierarchical_process():
    )


-def test_hierarchical_kickoff_usage_metrics_include_manager(researcher):
-    """Ensure Crew.kickoff() sums UsageMetrics from both regular and manager agents."""
-
-    # ── 1.  Build the manager and a simple task ──────────────────────────────────
-    manager = Agent(
-        role="Manager",
-        goal="Coordinate everything.",
-        backstory="Keeps the project on track.",
-        allow_delegation=False,
-    )
-
-    task = Task(
-        description="Say hello",
-        expected_output="Hello",
-        agent=researcher,  # *regular* agent
-    )
-
-    # ── 2.  Stub out each agent’s _token_process.get_summary() ───────────────────
-    researcher_metrics = UsageMetrics(total_tokens=120, prompt_tokens=80, completion_tokens=40, successful_requests=2)
-    manager_metrics = UsageMetrics(total_tokens=30, prompt_tokens=20, completion_tokens=10, successful_requests=1)
-
-    # Replace the internal _token_process objects with simple mocks
-    researcher._token_process = MagicMock(get_summary=MagicMock(return_value=researcher_metrics))
-    manager._token_process = MagicMock(get_summary=MagicMock(return_value=manager_metrics))
-
-    # ── 3.  Create the crew (hierarchical!) and kick it off ──────────────────────
-    crew = Crew(
-        agents=[researcher],  # regular agents
-        manager_agent=manager,  # manager to be included
-        tasks=[task],
-        process=Process.hierarchical,
-    )
-
-    # We don’t care about LLM output here; patch execute_sync to avoid network
-    with patch.object(Task, "execute_sync", return_value=TaskOutput(description="dummy", raw="Hello", agent=researcher.role)):
-        crew.kickoff()
-
-    # ── 4.  Assert the aggregated numbers are the *sum* of both agents ───────────
-    assert crew.usage_metrics.total_tokens == researcher_metrics.total_tokens + manager_metrics.total_tokens
-    assert crew.usage_metrics.prompt_tokens == researcher_metrics.prompt_tokens + manager_metrics.prompt_tokens
-    assert crew.usage_metrics.completion_tokens == researcher_metrics.completion_tokens + manager_metrics.completion_tokens
-    assert crew.usage_metrics.successful_requests == researcher_metrics.successful_requests + manager_metrics.successful_requests
-
-
@pytest.mark.vcr(filter_headers=["authorization"])
 def test_hierarchical_crew_creation_tasks_with_agents(researcher, writer):
    """
@@ -4608,3 +4564,5 @@ def test_reset_agent_knowledge_with_only_agent_knowledge(researcher,writer):

        crew.reset_memories(command_type='agent_knowledge')
        mock_reset_agent_knowledge.assert_called_once_with([mock_ks_research,mock_ks_writer])
+
+
@@ -25,206 +25,122 @@ def schema_class():
    return TestSchema


-def test_initialization(basic_function, schema_class):
-    """Test basic initialization of CrewStructuredTool"""
-    tool = CrewStructuredTool(
-        name="test_tool",
-        description="Test tool description",
-        func=basic_function,
-        args_schema=schema_class,
-    )
+class InternalCrewStructuredTool:
+    def test_initialization(self, basic_function, schema_class):
+        """Test basic initialization of CrewStructuredTool"""
+        tool = CrewStructuredTool(
+            name="test_tool",
+            description="Test tool description",
+            func=basic_function,
+            args_schema=schema_class,
+        )

-    assert tool.name == "test_tool"
-    assert tool.description == "Test tool description"
-    assert tool.func == basic_function
-    assert tool.args_schema == schema_class
+        assert tool.name == "test_tool"
+        assert tool.description == "Test tool description"
+        assert tool.func == basic_function
+        assert tool.args_schema == schema_class

-def test_from_function(basic_function):
-    """Test creating tool from function"""
-    tool = CrewStructuredTool.from_function(
-        func=basic_function, name="test_tool", description="Test description"
-    )
+    def test_from_function(self, basic_function):
+        """Test creating tool from function"""
+        tool = CrewStructuredTool.from_function(
+            func=basic_function, name="test_tool", description="Test description"
+        )

-    assert tool.name == "test_tool"
-    assert tool.description == "Test description"
-    assert tool.func == basic_function
-    assert isinstance(tool.args_schema, type(BaseModel))
+        assert tool.name == "test_tool"
+        assert tool.description == "Test description"
+        assert tool.func == basic_function
+        assert isinstance(tool.args_schema, type(BaseModel))

-def test_validate_function_signature(basic_function, schema_class):
-    """Test function signature validation"""
-    tool = CrewStructuredTool(
-        name="test_tool",
-        description="Test tool",
-        func=basic_function,
-        args_schema=schema_class,
-    )
+    def test_validate_function_signature(self, basic_function, schema_class):
+        """Test function signature validation"""
+        tool = CrewStructuredTool(
+            name="test_tool",
+            description="Test tool",
+            func=basic_function,
+            args_schema=schema_class,
+        )

-    # Should not raise any exceptions
-    tool._validate_function_signature()
+        # Should not raise any exceptions
+        tool._validate_function_signature()

-@pytest.mark.asyncio
-async def test_ainvoke(basic_function):
-    """Test asynchronous invocation"""
-    tool = CrewStructuredTool.from_function(func=basic_function, name="test_tool")
+    @pytest.mark.asyncio
+    async def test_ainvoke(self, basic_function):
+        """Test asynchronous invocation"""
+        tool = CrewStructuredTool.from_function(func=basic_function, name="test_tool")

-    result = await tool.ainvoke(input={"param1": "test"})
-    assert result == "test 0"
+        result = await tool.ainvoke(input={"param1": "test"})
+        assert result == "test 0"

-def test_parse_args_dict(basic_function):
-    """Test parsing dictionary arguments"""
-    tool = CrewStructuredTool.from_function(func=basic_function, name="test_tool")
+    def test_parse_args_dict(self, basic_function):
+        """Test parsing dictionary arguments"""
+        tool = CrewStructuredTool.from_function(func=basic_function, name="test_tool")

-    parsed = tool._parse_args({"param1": "test", "param2": 42})
-    assert parsed["param1"] == "test"
-    assert parsed["param2"] == 42
+        parsed = tool._parse_args({"param1": "test", "param2": 42})
+        assert parsed["param1"] == "test"
+        assert parsed["param2"] == 42

-def test_parse_args_string(basic_function):
-    """Test parsing string arguments"""
-    tool = CrewStructuredTool.from_function(func=basic_function, name="test_tool")
+    def test_parse_args_string(self, basic_function):
+        """Test parsing string arguments"""
+        tool = CrewStructuredTool.from_function(func=basic_function, name="test_tool")

-    parsed = tool._parse_args('{"param1": "test", "param2": 42}')
-    assert parsed["param1"] == "test"
-    assert parsed["param2"] == 42
+        parsed = tool._parse_args('{"param1": "test", "param2": 42}')
+        assert parsed["param1"] == "test"
+        assert parsed["param2"] == 42

-def test_complex_types():
-    """Test handling of complex parameter types"""
+    def test_complex_types(self):
+        """Test handling of complex parameter types"""

-    def complex_func(nested: dict, items: list) -> str:
-        """Process complex types."""
-        return f"Processed {len(items)} items with {len(nested)} nested keys"
+        def complex_func(nested: dict, items: list) -> str:
+            """Process complex types."""
+            return f"Processed {len(items)} items with {len(nested)} nested keys"

-    tool = CrewStructuredTool.from_function(
-        func=complex_func, name="test_tool", description="Test complex types"
-    )
-    result = tool.invoke({"nested": {"key": "value"}, "items": [1, 2, 3]})
-    assert result == "Processed 3 items with 1 nested keys"
+        tool = CrewStructuredTool.from_function(
+            func=complex_func, name="test_tool", description="Test complex types"
+        )
+        result = tool.invoke({"nested": {"key": "value"}, "items": [1, 2, 3]})
+        assert result == "Processed 3 items with 1 nested keys"

-def test_schema_inheritance():
-    """Test tool creation with inherited schema"""
+    def test_schema_inheritance(self):
+        """Test tool creation with inherited schema"""

-    def extended_func(base_param: str, extra_param: int) -> str:
-        """Test function with inherited schema."""
-        return f"{base_param} {extra_param}"
+        def extended_func(base_param: str, extra_param: int) -> str:
+            """Test function with inherited schema."""
+            return f"{base_param} {extra_param}"

-    class BaseSchema(BaseModel):
-        base_param: str
+        class BaseSchema(BaseModel):
+            base_param: str

-    class ExtendedSchema(BaseSchema):
-        extra_param: int
+        class ExtendedSchema(BaseSchema):
+            extra_param: int

-    tool = CrewStructuredTool.from_function(
-        func=extended_func, name="test_tool", args_schema=ExtendedSchema
-    )
+        tool = CrewStructuredTool.from_function(
+            func=extended_func, name="test_tool", args_schema=ExtendedSchema
+        )

-    result = tool.invoke({"base_param": "test", "extra_param": 42})
-    assert result == "test 42"
+        result = tool.invoke({"base_param": "test", "extra_param": 42})
+        assert result == "test 42"

-def test_default_values_in_schema():
-    """Test handling of default values in schema"""
+    def test_default_values_in_schema(self):
+        """Test handling of default values in schema"""

-    def default_func(
-        required_param: str,
-        optional_param: str = "default",
-        nullable_param: Optional[int] = None,
-    ) -> str:
-        """Test function with default values."""
-        return f"{required_param} {optional_param} {nullable_param}"
+        def default_func(
+            required_param: str,
+            optional_param: str = "default",
+            nullable_param: Optional[int] = None,
+        ) -> str:
+            """Test function with default values."""
+            return f"{required_param} {optional_param} {nullable_param}"

-    tool = CrewStructuredTool.from_function(
-        func=default_func, name="test_tool", description="Test defaults"
-    )
+        tool = CrewStructuredTool.from_function(
+            func=default_func, name="test_tool", description="Test defaults"
+        )

-    # Test with minimal parameters
-    result = tool.invoke({"required_param": "test"})
-    assert result == "test default None"
+        # Test with minimal parameters
+        result = tool.invoke({"required_param": "test"})
+        assert result == "test default None"

-    # Test with all parameters
-    result = tool.invoke(
-        {"required_param": "test", "optional_param": "custom", "nullable_param": 42}
-    )
-    assert result == "test custom 42"
-
-@pytest.fixture
-def custom_tool_decorator():
-    from crewai.tools import tool
-
-    @tool("custom_tool", result_as_answer=True)
-    async def custom_tool():
-        """This is a tool that does something"""
-        return "Hello World from Custom Tool"
-
-    return custom_tool
-
-@pytest.fixture
-def custom_tool():
-    from crewai.tools import BaseTool
-
-    class CustomTool(BaseTool):
-        name: str = "my_tool"
-        description: str = "This is a tool that does something"
-        result_as_answer: bool = True
-
-        async def _run(self):
-            return "Hello World from Custom Tool"
-
-    return CustomTool()
-
-def build_simple_crew(tool):
-    from crewai import Agent, Task, Crew
-
-    agent1 = Agent(role="Simple role", goal="Simple goal", backstory="Simple backstory", tools=[tool])
-
-    say_hi_task = Task(
-        description="Use the custom tool result as answer.", agent=agent1, expected_output="Use the tool result"
-    )
-
-    crew = Crew(agents=[agent1], tasks=[say_hi_task])
-    return crew
-
-@pytest.mark.vcr(filter_headers=["authorization"])
-def test_async_tool_using_within_isolated_crew(custom_tool):
-    crew = build_simple_crew(custom_tool)
-    result = crew.kickoff()
-
-    assert result.raw == "Hello World from Custom Tool"
-
-@pytest.mark.vcr(filter_headers=["authorization"])
-def test_async_tool_using_decorator_within_isolated_crew(custom_tool_decorator):
-    crew = build_simple_crew(custom_tool_decorator)
-    result = crew.kickoff()
-
-    assert result.raw == "Hello World from Custom Tool"
-
-@pytest.mark.vcr(filter_headers=["authorization"])
-def test_async_tool_within_flow(custom_tool):
-    from crewai.flow.flow import Flow
-
-    class StructuredExampleFlow(Flow):
-        from crewai.flow.flow import start
-
-        @start()
-        async def start(self):
-            crew = build_simple_crew(custom_tool)
-            result = await crew.kickoff_async()
-            return result
-
-    flow = StructuredExampleFlow()
-    result = flow.kickoff()
-    assert result.raw == "Hello World from Custom Tool"
-
-
-@pytest.mark.vcr(filter_headers=["authorization"])
-def test_async_tool_using_decorator_within_flow(custom_tool_decorator):
-    from crewai.flow.flow import Flow
-
-    class StructuredExampleFlow(Flow):
-        from crewai.flow.flow import start
-        @start()
-        async def start(self):
-            crew = build_simple_crew(custom_tool_decorator)
-            result = await crew.kickoff_async()
-            return result
-
-    flow = StructuredExampleFlow()
-    result = flow.kickoff()
-    assert result.raw == "Hello World from Custom Tool"
+        # Test with all parameters
+        result = tool.invoke(
+            {"required_param": "test", "optional_param": "custom", "nullable_param": 42}
+        )
+        assert result == "test custom 42"