Merge branch 'main' of github.com:crewAIInc/crewAI into lorenze/crewai-create-tool-cli

- Bump crewAI version to 0.141.0 in __init__.py for alignment with updated dependencies.
- Update `crewai-tools` dependency version to 0.51.0 in pyproject.toml and related template files.
- Add new testing dependencies: pytest-split and pytest-xdist for improved test execution.
- Ensure compatibility with the latest package versions in uv.lock and template files.

docs/en/concepts/agents.mdx

@@ -526,6 +526,103 @@ agent = Agent(
 The context window management feature works automatically in the background. You don't need to call any special functions - just set `respect_context_window` to your preferred behavior and CrewAI handles the rest!
 </Note>
 
+## Direct Agent Interaction with `kickoff()`
+
+Agents can be used directly without going through a task or crew workflow using the `kickoff()` method. This provides a simpler way to interact with an agent when you don't need the full crew orchestration capabilities.
+
+### How `kickoff()` Works
+
+The `kickoff()` method allows you to send messages directly to an agent and get a response, similar to how you would interact with an LLM but with all the agent's capabilities (tools, reasoning, etc.).
+
+```python Code
+from crewai import Agent
+from crewai_tools import SerperDevTool
+
+# Create an agent
+researcher = Agent(
+    role="AI Technology Researcher",
+    goal="Research the latest AI developments",
+    tools=[SerperDevTool()],
+    verbose=True
+)
+
+# Use kickoff() to interact directly with the agent
+result = researcher.kickoff("What are the latest developments in language models?")
+
+# Access the raw response
+print(result.raw)
+```
+
+### Parameters and Return Values
+
+| Parameter         | Type                                | Description                                                               |
+| :---------------- | :---------------------------------- | :------------------------------------------------------------------------ |
+| `messages`        | `Union[str, List[Dict[str, str]]]`  | Either a string query or a list of message dictionaries with role/content |
+| `response_format` | `Optional[Type[Any]]`               | Optional Pydantic model for structured output                             |
+
+The method returns a `LiteAgentOutput` object with the following properties:
+
+- `raw`: String containing the raw output text
+- `pydantic`: Parsed Pydantic model (if a `response_format` was provided)
+- `agent_role`: Role of the agent that produced the output
+- `usage_metrics`: Token usage metrics for the execution
+
+### Structured Output
+
+You can get structured output by providing a Pydantic model as the `response_format`:
+
+```python Code
+from pydantic import BaseModel
+from typing import List
+
+class ResearchFindings(BaseModel):
+    main_points: List[str]
+    key_technologies: List[str]
+    future_predictions: str
+
+# Get structured output
+result = researcher.kickoff(
+    "Summarize the latest developments in AI for 2025",
+    response_format=ResearchFindings
+)
+
+# Access structured data
+print(result.pydantic.main_points)
+print(result.pydantic.future_predictions)
+```
+
+### Multiple Messages
+
+You can also provide a conversation history as a list of message dictionaries:
+
+```python Code
+messages = [
+    {"role": "user", "content": "I need information about large language models"},
+    {"role": "assistant", "content": "I'd be happy to help with that! What specifically would you like to know?"},
+    {"role": "user", "content": "What are the latest developments in 2025?"}
+]
+
+result = researcher.kickoff(messages)
+```
+
+### Async Support
+
+An asynchronous version is available via `kickoff_async()` with the same parameters:
+
+```python Code
+import asyncio
+
+async def main():
+    result = await researcher.kickoff_async("What are the latest developments in AI?")
+    print(result.raw)
+
+asyncio.run(main())
+```
+
+<Note>
+The `kickoff()` method uses a `LiteAgent` internally, which provides a simpler execution flow while preserving all of the agent's configuration (role, goal, backstory, tools, etc.).
+</Note>
+
 ## Important Considerations and Best Practices
 
 ### Security and Code Execution

docs/en/enterprise/features/tool-repository.mdx

@@ -40,7 +40,7 @@ This installs the tool and adds it to `pyproject.toml`.
 To create a new tool project:
 
 ```bash
-crewai tool create <tool-name>
+crewai create tool <tool-name>
 ```
 
 This generates a scaffolded tool project locally.
@@ -95,7 +95,7 @@ Deletion is permanent. Deleted tools cannot be restored or re-installed.
 
 ## Security Checks
 
-Every published version undergoes automated security checks, and are only available to install after they pass. 
+Every published version undergoes automated security checks, and are only available to install after they pass.
 
 You can check the security check status of a tool at:
 

docs/pt-BR/enterprise/features/tool-repository.mdx

@@ -40,7 +40,7 @@ Isso instala a ferramenta e a adiciona ao `pyproject.toml`.
 Para criar um novo projeto de ferramenta:
 
 ```bash
-crewai tool create <nome-da-ferramenta>
+crewai create tool <nome-da-ferramenta>
 ```
 
 Isso gera um projeto de ferramenta estruturado localmente.
@@ -104,4 +104,4 @@ Você pode verificar o status das verificações de segurança de uma ferramenta
 
 <Card title="Precisa de ajuda?" icon="headset" href="mailto:support@crewai.com">
   Entre em contato com nossa equipe de suporte para assistência com integração de API ou resolução de problemas.
-</Card>
+</Card>

pyproject.toml

@@ -47,7 +47,7 @@ Documentation = "https://docs.crewai.com"
 Repository = "https://github.com/crewAIInc/crewAI"
 
 [project.optional-dependencies]
-tools = ["crewai-tools~=0.49.0"]
+tools = ["crewai-tools~=0.51.0"]
 embeddings = [
     "tiktoken~=0.8.0"
 ]

src/crewai/__init__.py

@@ -54,7 +54,7 @@ def _track_install_async():
 
 _track_install_async()
 
-__version__ = "0.140.0"
+__version__ = "0.141.0"
 __all__ = [
     "Agent",
     "Crew",

src/crewai/cli/cli.py

@@ -33,18 +33,21 @@ def crewai():
 
 
 @crewai.command()
-@click.argument("type", type=click.Choice(["crew", "flow"]))
+@click.argument("type", type=click.Choice(["crew", "flow", "tool"]))
 @click.argument("name")
 @click.option("--provider", type=str, help="The provider to use for the crew")
 @click.option("--skip_provider", is_flag=True, help="Skip provider validation")
 def create(type, name, provider, skip_provider=False):
-    """Create a new crew, or flow."""
+    """Create a new crew, flow, or tool."""
     if type == "crew":
         create_crew(name, provider, skip_provider)
     elif type == "flow":
         create_flow(name)
+    elif type == "tool":
+        tool_cmd = ToolCommand()
+        tool_cmd.create(name)
     else:
-        click.secho("Error: Invalid type. Must be 'crew' or 'flow'.", fg="red")
+        click.secho("Error: Invalid type. Must be 'crew', 'flow', or 'tool'.", fg="red")
 
 
 @crewai.command()
@@ -357,7 +360,7 @@ def chat():
     and using the Chat LLM to generate responses.
     """
     click.secho(
-        "\nStarting a conversation with the Crew\n" "Type 'exit' or Ctrl+C to quit.\n",
+        "\nStarting a conversation with the Crew\nType 'exit' or Ctrl+C to quit.\n",
     )
 
     run_chat()

src/crewai/cli/templates/crew/pyproject.toml

@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
 authors = [{ name = "Your Name", email = "you@example.com" }]
 requires-python = ">=3.10,<3.14"
 dependencies = [
-    "crewai[tools]>=0.140.0,<1.0.0"
+    "crewai[tools]>=0.141.0,<1.0.0"
 ]
 
 [project.scripts]

src/crewai/cli/templates/flow/pyproject.toml

@@ -5,7 +5,7 @@ description = "{{name}} using crewAI"
 authors = [{ name = "Your Name", email = "you@example.com" }]
 requires-python = ">=3.10,<3.14"
 dependencies = [
-    "crewai[tools]>=0.140.0,<1.0.0",
+    "crewai[tools]>=0.141.0,<1.0.0",
 ]
 
 [project.scripts]

src/crewai/cli/templates/tool/pyproject.toml

@@ -5,7 +5,7 @@ description = "Power up your crews with {{folder_name}}"
 readme = "README.md"
 requires-python = ">=3.10,<3.14"
 dependencies = [
-    "crewai[tools]>=0.140.0"
+    "crewai[tools]>=0.141.0"
 ]
 
 [tool.crewai]

uv.lock

@@ -746,8 +746,10 @@ dev = [
     { name = "pytest-asyncio" },
     { name = "pytest-randomly" },
     { name = "pytest-recording" },
+    { name = "pytest-split" },
     { name = "pytest-subprocess" },
     { name = "pytest-timeout" },
+    { name = "pytest-xdist" },
     { name = "python-dotenv" },
     { name = "ruff" },
 ]
@@ -760,7 +762,7 @@ requires-dist = [
     { name = "blinker", specifier = ">=1.9.0" },
     { name = "chromadb", specifier = ">=0.5.23" },
     { name = "click", specifier = ">=8.1.7" },
-    { name = "crewai-tools", marker = "extra == 'tools'", specifier = "~=0.49.0" },
+    { name = "crewai-tools", marker = "extra == 'tools'", specifier = "~=0.51.0" },
     { name = "docling", marker = "extra == 'docling'", specifier = ">=2.12.0" },
     { name = "instructor", specifier = ">=1.3.3" },
     { name = "json-repair", specifier = "==0.25.2" },
@@ -801,15 +803,17 @@ dev = [
     { name = "pytest-asyncio", specifier = ">=0.23.7" },
     { name = "pytest-randomly", specifier = ">=3.16.0" },
     { name = "pytest-recording", specifier = ">=0.13.2" },
+    { name = "pytest-split", specifier = ">=0.9.0" },
     { name = "pytest-subprocess", specifier = ">=1.5.2" },
     { name = "pytest-timeout", specifier = ">=2.3.1" },
+    { name = "pytest-xdist", specifier = ">=3.6.1" },
     { name = "python-dotenv", specifier = ">=1.0.0" },
     { name = "ruff", specifier = ">=0.8.2" },
 ]
 
 [[package]]
 name = "crewai-tools"
-version = "0.49.0"
+version = "0.51.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "chromadb" },
@@ -825,9 +829,9 @@ dependencies = [
     { name = "requests" },
     { name = "tiktoken" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/a1/ef/3426aebf495a887898466d38d6b78b09317d4c102a89493699d6af5aa823/crewai_tools-0.51.0.tar.gz", hash = "sha256:a5d73f344b740b13ffef8d189d6d210da143227982edf619e4de77896e2fd017", size = 1011735, upload-time = "2025-07-09T16:39:24.179Z" }
 wheels = [
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 ]
 
+[[package]]
+name = "execnet"
+version = "2.1.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/bb/ff/b4c0dc78fbe20c3e59c0c7334de0c27eb4001a2b2017999af398bf730817/execnet-2.1.1.tar.gz", hash = "sha256:5189b52c6121c24feae288166ab41b32549c7e2348652736540b9e6e7d4e72e3", size = 166524, upload-time = "2024-04-08T09:04:19.245Z" }
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+]
+
 [[package]]
 name = "executing"
 version = "2.2.0"
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