diff --git a/.gitignore b/.gitignore
index 8f05dfc97..ad64db4e7 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,6 +2,7 @@
.pytest_cache
__pycache__
dist/
+lib/
.env
assets/*
.idea
@@ -15,4 +16,4 @@ rc-tests/*
*.pkl
temp/*
.vscode/*
-crew_tasks_output.json
\ No newline at end of file
+crew_tasks_output.json
diff --git a/docs/core-concepts/Agents.md b/docs/core-concepts/Agents.md
index 49b437f68..2a1c656b2 100644
--- a/docs/core-concepts/Agents.md
+++ b/docs/core-concepts/Agents.md
@@ -36,7 +36,6 @@ description: What are crewAI Agents and how to use them.
| **Response Template** *(optional)* | `response_template` | Specifies the response format for the agent. Default is `None`. |
| **Allow Code Execution** *(optional)* | `allow_code_execution` | Enable code execution for the agent. Default is `False`. |
| **Max Retry Limit** *(optional)* | `max_retry_limit` | Maximum number of retries for an agent to execute a task when an error occurs. Default is `2`.
-| **Use Stop Words** *(optional)* | `use_stop_words` | Adds the ability to not use stop words (to support o1 models). Default is `True`. |
| **Use System Prompt** *(optional)* | `use_system_prompt` | Adds the ability to not use system prompt (to support o1 models). Default is `True`. |
| **Respect Context Window** *(optional)* | `respect_context_window` | Summary strategy to avoid overflowing the context window. Default is `True`. |
@@ -79,7 +78,6 @@ agent = Agent(
callbacks=[callback1, callback2], # Optional
allow_code_execution=True, # Optional
max_retry_limit=2, # Optional
- use_stop_words=True, # Optional
use_system_prompt=True, # Optional
respect_context_window=True, # Optional
)
diff --git a/docs/core-concepts/Pipeline.md b/docs/core-concepts/Pipeline.md
index b3028d821..26000f809 100644
--- a/docs/core-concepts/Pipeline.md
+++ b/docs/core-concepts/Pipeline.md
@@ -248,7 +248,7 @@ main_pipeline = Pipeline(stages=[classification_crew, email_router])
inputs = [{"email": "..."}, {"email": "..."}] # List of email data
-main_pipeline.kickoff(inputs=inputs=inputs)
+main_pipeline.kickoff(inputs=inputs)
```
In this example, the router decides between an urgent pipeline and a normal pipeline based on the urgency score of the email. If the urgency score is greater than 7, it routes to the urgent pipeline; otherwise, it uses the normal pipeline. If the input doesn't include an urgency score, it defaults to just the classification crew.
@@ -265,4 +265,4 @@ In this example, the router decides between an urgent pipeline and a normal pipe
The `Pipeline` class includes validation mechanisms to ensure the robustness of the pipeline structure:
- Validates that stages contain only Crew instances or lists of Crew instances.
-- Prevents double nesting of stages to maintain a clear structure.
\ No newline at end of file
+- Prevents double nesting of stages to maintain a clear structure.
diff --git a/docs/core-concepts/Tasks.md b/docs/core-concepts/Tasks.md
index 0d82c3e76..38d3a21a0 100644
--- a/docs/core-concepts/Tasks.md
+++ b/docs/core-concepts/Tasks.md
@@ -1,4 +1,3 @@
-```markdown
---
title: crewAI Tasks
description: Detailed guide on managing and creating tasks within the crewAI framework, reflecting the latest codebase updates.
@@ -314,4 +313,4 @@ save_output_task = Task(
## Conclusion
-Tasks are the driving force behind the actions of agents in crewAI. By properly defining tasks and their outcomes, you set the stage for your AI agents to work effectively, either independently or as a collaborative unit. Equipping tasks with appropriate tools, understanding the execution process, and following robust validation practices are crucial for maximizing CrewAI's potential, ensuring agents are effectively prepared for their assignments and that tasks are executed as intended.
\ No newline at end of file
+Tasks are the driving force behind the actions of agents in crewAI. By properly defining tasks and their outcomes, you set the stage for your AI agents to work effectively, either independently or as a collaborative unit. Equipping tasks with appropriate tools, understanding the execution process, and following robust validation practices are crucial for maximizing CrewAI's potential, ensuring agents are effectively prepared for their assignments and that tasks are executed as intended.
diff --git a/docs/how-to/Customizing-Agents.md b/docs/how-to/Customizing-Agents.md
index 9fed167f6..8aa86b792 100644
--- a/docs/how-to/Customizing-Agents.md
+++ b/docs/how-to/Customizing-Agents.md
@@ -20,7 +20,6 @@ Crafting an efficient CrewAI team hinges on the ability to dynamically tailor yo
- **System Template** *(Optional)*: `system_template` defines the system format for the agent.
- **Prompt Template** *(Optional)*: `prompt_template` defines the prompt format for the agent.
- **Response Template** *(Optional)*: `response_template` defines the response format for the agent.
-- **Use Stop Words** *(Optional)*: `use_stop_words` attribute controls whether the agent will use stop words during task execution. This is now supported to aid o1 models.
- **Use System Prompt** *(Optional)*: `use_system_prompt` controls whether the agent will use a system prompt for task execution. Agents can now operate without system prompts.
- **Respect Context Window**: `respect_context_window` renames the sliding context window attribute and enables it by default to maintain context size.
- **Max Retry Limit**: `max_retry_limit` defines the maximum number of retries for an agent to execute a task when an error occurs.
diff --git a/docs/how-to/Hierarchical.md b/docs/how-to/Hierarchical.md
index 39113ef17..5b46aa459 100644
--- a/docs/how-to/Hierarchical.md
+++ b/docs/how-to/Hierarchical.md
@@ -46,7 +46,6 @@ researcher = Agent(
verbose=False,
# tools=[] # This can be optionally specified; defaults to an empty list
use_system_prompt=True, # Enable or disable system prompts for this agent
- use_stop_words=True, # Enable or disable stop words for this agent
max_rpm=30, # Limit on the number of requests per minute
max_iter=5 # Maximum number of iterations for a final answer
)
@@ -58,7 +57,6 @@ writer = Agent(
verbose=False,
# tools=[] # Optionally specify tools; defaults to an empty list
use_system_prompt=True, # Enable or disable system prompts for this agent
- use_stop_words=True, # Enable or disable stop words for this agent
max_rpm=30, # Limit on the number of requests per minute
max_iter=5 # Maximum number of iterations for a final answer
)
diff --git a/docs/how-to/LLM-Connections.md b/docs/how-to/LLM-Connections.md
index d1cbd8c8c..620ddddf9 100644
--- a/docs/how-to/LLM-Connections.md
+++ b/docs/how-to/LLM-Connections.md
@@ -160,4 +160,4 @@ This is particularly useful when working with OpenAI-compatible APIs or when you
## Conclusion
-By leveraging LiteLLM, CrewAI offers seamless integration with a vast array of LLMs. This flexibility allows you to choose the most suitable model for your specific needs, whether you prioritize performance, cost-efficiency, or local deployment. Remember to consult the [LiteLLM documentation](https://docs.litellm.ai/docs/) for the most up-to-date information on supported models and configuration options.
\ No newline at end of file
+By leveraging LiteLLM, CrewAI offers seamless integration with a vast array of LLMs. This flexibility allows you to choose the most suitable model for your specific needs, whether you prioritize performance, cost-efficiency, or local deployment. Remember to consult the [LiteLLM documentation](https://docs.litellm.ai/docs/) for the most up-to-date information on supported models and configuration options.
diff --git a/docs/index.md b/docs/index.md
index 1674d6e22..93f2105c1 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -58,6 +58,11 @@ Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By
LLMs
+
+
How-To Guides
@@ -160,7 +165,7 @@ Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By
-
+
diff --git a/mkdocs.yml b/mkdocs.yml
index 2c9bd09fb..fbdfffb0c 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -162,7 +162,7 @@ nav:
- Directory RAG Search: 'tools/DirectorySearchTool.md'
- Directory Read: 'tools/DirectoryReadTool.md'
- Docx Rag Search: 'tools/DOCXSearchTool.md'
- - EXA Serch Web Loader: 'tools/EXASearchTool.md'
+ - EXA Search Web Loader: 'tools/EXASearchTool.md'
- File Read: 'tools/FileReadTool.md'
- File Write: 'tools/FileWriteTool.md'
- Firecrawl Crawl Website Tool: 'tools/FirecrawlCrawlWebsiteTool.md'
@@ -210,6 +210,6 @@ extra:
property: G-N3Q505TMQ6
social:
- icon: fontawesome/brands/twitter
- link: https://twitter.com/joaomdmoura
+ link: https://x.com/crewAIInc
- icon: fontawesome/brands/github
- link: https://github.com/joaomdmoura/crewAI
+ link: https://github.com/crewAIInc/crewAI
diff --git a/poetry.lock b/poetry.lock
index 0e400712c..cdb6d13a6 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,13 +2,13 @@
[[package]]
name = "agentops"
-version = "0.3.11"
+version = "0.3.12"
description = "Observability and DevTool Platform for AI Agents"
optional = true
python-versions = ">=3.7"
files = [
- {file = "agentops-0.3.11-py3-none-any.whl", hash = "sha256:75fe10b8fc86c7f5c2633139ac1c06959611f22434fc1aaa8688c3c223fde8b5"},
- {file = "agentops-0.3.11.tar.gz", hash = "sha256:38a2ffeeac1d722cb72c32d70e1c840424902b57934c647ef10de15478fe8f27"},
+ {file = "agentops-0.3.12-py3-none-any.whl", hash = "sha256:4767def30de5dd97397728efcb50398a4f6d6823c1b534846f0a9b0cb85a6d45"},
+ {file = "agentops-0.3.12.tar.gz", hash = "sha256:11ce3048656b5d146d02a4890dd50c8d2801ca5ad5caccab17d573cd8eea6e83"},
]
[package.dependencies]
@@ -24,113 +24,113 @@ langchain = ["langchain (==0.2.14)"]
[[package]]
name = "aiohappyeyeballs"
-version = "2.4.0"
+version = "2.4.3"
description = "Happy Eyeballs for asyncio"
optional = false
python-versions = ">=3.8"
files = [
- {file = "aiohappyeyeballs-2.4.0-py3-none-any.whl", hash = "sha256:7ce92076e249169a13c2f49320d1967425eaf1f407522d707d59cac7628d62bd"},
- {file = "aiohappyeyeballs-2.4.0.tar.gz", hash = "sha256:55a1714f084e63d49639800f95716da97a1f173d46a16dfcfda0016abb93b6b2"},
+ {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
+ {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
]
[[package]]
name = "aiohttp"
-version = "3.10.5"
+version = "3.10.8"
description = "Async http client/server framework (asyncio)"
optional = false
python-versions = ">=3.8"
files = [
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test = ["pytest (>=6)"]
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name = "grpcio-status"
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http2 = ["h2 (>=3,<5)"]
socks = ["socksio (==1.*)"]
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name = "httptools"
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[[package]]
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optional = false
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tests = ["pytest", "pytz", "simplejson"]
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description = "Long-term memory for AI Agents"
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python-versions = "<4.0,>=3.9"
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description = "Documentation that simply works"
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python-versions = ">=3.8"
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pyyaml = ">=5.1"
virtualenv = ">=20.10.0"
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functions = ["apache-bookkeeper-client (>=4.16.1)", "grpcio (>=1.60.0)", "prometheus-client", "protobuf (>=3.6.1,<=3.20.3)", "ratelimit"]
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@@ -4869,13 +5058,13 @@ torch = ["torch"]
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+ {file = "yarl-1.13.1-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:45d23c4668d4925688e2ea251b53f36a498e9ea860913ce43b52d9605d3d8177"},
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+ {file = "yarl-1.13.1-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:11b3ca8b42a024513adce810385fcabdd682772411d95bbbda3b9ed1a4257644"},
+ {file = "yarl-1.13.1-cp38-cp38-win32.whl", hash = "sha256:dcaef817e13eafa547cdfdc5284fe77970b891f731266545aae08d6cce52161e"},
+ {file = "yarl-1.13.1-cp38-cp38-win_amd64.whl", hash = "sha256:7addd26594e588503bdef03908fc207206adac5bd90b6d4bc3e3cf33a829f57d"},
+ {file = "yarl-1.13.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:a0ae6637b173d0c40b9c1462e12a7a2000a71a3258fa88756a34c7d38926911c"},
+ {file = "yarl-1.13.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:576365c9f7469e1f6124d67b001639b77113cfd05e85ce0310f5f318fd02fe85"},
+ {file = "yarl-1.13.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:78f271722423b2d4851cf1f4fa1a1c4833a128d020062721ba35e1a87154a049"},
+ {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9d74f3c335cfe9c21ea78988e67f18eb9822f5d31f88b41aec3a1ec5ecd32da5"},
+ {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1891d69a6ba16e89473909665cd355d783a8a31bc84720902c5911dbb6373465"},
+ {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:fb382fd7b4377363cc9f13ba7c819c3c78ed97c36a82f16f3f92f108c787cbbf"},
+ {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9c8854b9f80693d20cec797d8e48a848c2fb273eb6f2587b57763ccba3f3bd4b"},
+ {file = "yarl-1.13.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bbf2c3f04ff50f16404ce70f822cdc59760e5e2d7965905f0e700270feb2bbfc"},
+ {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:fb9f59f3848edf186a76446eb8bcf4c900fe147cb756fbbd730ef43b2e67c6a7"},
+ {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:ef9b85fa1bc91c4db24407e7c4da93a5822a73dd4513d67b454ca7064e8dc6a3"},
+ {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:098b870c18f1341786f290b4d699504e18f1cd050ed179af8123fd8232513424"},
+ {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:8c723c91c94a3bc8033dd2696a0f53e5d5f8496186013167bddc3fb5d9df46a3"},
+ {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:44a4c40a6f84e4d5955b63462a0e2a988f8982fba245cf885ce3be7618f6aa7d"},
+ {file = "yarl-1.13.1-cp39-cp39-win32.whl", hash = "sha256:84bbcdcf393139f0abc9f642bf03f00cac31010f3034faa03224a9ef0bb74323"},
+ {file = "yarl-1.13.1-cp39-cp39-win_amd64.whl", hash = "sha256:fc2931ac9ce9c61c9968989ec831d3a5e6fcaaff9474e7cfa8de80b7aff5a093"},
+ {file = "yarl-1.13.1-py3-none-any.whl", hash = "sha256:6a5185ad722ab4dd52d5fb1f30dcc73282eb1ed494906a92d1a228d3f89607b0"},
+ {file = "yarl-1.13.1.tar.gz", hash = "sha256:ec8cfe2295f3e5e44c51f57272afbd69414ae629ec7c6b27f5a410efc78b70a0"},
]
[package.dependencies]
@@ -7098,4 +7283,4 @@ tools = ["crewai-tools"]
[metadata]
lock-version = "2.0"
python-versions = ">=3.10,<=3.13"
-content-hash = "ebef399bf0a89cd23b49d04747fc48b6ebb9eae45c2ecd6abca5bc6d9c3b7ea5"
+content-hash = "b008b28add072e8f002aa90d230b20027f0ecffcd3c4b3fe4ec954f5ac7c46ca"
diff --git a/pyproject.toml b/pyproject.toml
index e83f86465..2a8f26458 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
[tool.poetry]
name = "crewai"
-version = "0.63.0"
+version = "0.66.0"
description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
authors = ["Joao Moura
"]
readme = "README.md"
@@ -32,6 +32,7 @@ json-repair = "^0.25.2"
auth0-python = "^4.7.1"
poetry = "^1.8.3"
litellm = "^1.44.22"
+pyvis = "^0.3.2"
[tool.poetry.extras]
tools = ["crewai-tools"]
diff --git a/src/crewai/__init__.py b/src/crewai/__init__.py
index 5a553fef3..7fdc1ddeb 100644
--- a/src/crewai/__init__.py
+++ b/src/crewai/__init__.py
@@ -1,12 +1,14 @@
import warnings
+
from crewai.agent import Agent
from crewai.crew import Crew
+from crewai.flow.flow import Flow
+from crewai.llm import LLM
from crewai.pipeline import Pipeline
from crewai.process import Process
from crewai.routers import Router
from crewai.task import Task
-
warnings.filterwarnings(
"ignore",
message="Pydantic serializer warnings:",
@@ -14,4 +16,4 @@ warnings.filterwarnings(
module="pydantic.main",
)
-__all__ = ["Agent", "Crew", "Process", "Task", "Pipeline", "Router"]
+__all__ = ["Agent", "Crew", "Process", "Task", "Pipeline", "Router", "LLM", "Flow"]
diff --git a/src/crewai/agent.py b/src/crewai/agent.py
index 5a19cb231..d15cb1629 100644
--- a/src/crewai/agent.py
+++ b/src/crewai/agent.py
@@ -74,10 +74,6 @@ class Agent(BaseAgent):
default=None,
description="Callback to be executed after each step of the agent execution.",
)
- use_stop_words: bool = Field(
- default=True,
- description="Use stop words for the agent.",
- )
use_system_prompt: Optional[bool] = Field(
default=True,
description="Use system prompt for the agent.",
@@ -108,7 +104,7 @@ class Agent(BaseAgent):
description="Keep messages under the context window size by summarizing content.",
)
max_iter: int = Field(
- default=15,
+ default=20,
description="Maximum number of iterations for an agent to execute a task before giving it's best answer",
)
max_retry_limit: int = Field(
@@ -132,7 +128,9 @@ class Agent(BaseAgent):
model_name = os.environ.get("OPENAI_MODEL_NAME", "gpt-4o-mini")
llm_params = {"model": model_name}
- api_base = os.environ.get("OPENAI_API_BASE")
+ api_base = os.environ.get("OPENAI_API_BASE") or os.environ.get(
+ "OPENAI_BASE_URL"
+ )
if api_base:
llm_params["base_url"] = api_base
@@ -291,7 +289,6 @@ class Agent(BaseAgent):
stop_words=stop_words,
max_iter=self.max_iter,
tools_handler=self.tools_handler,
- use_stop_words=self.use_stop_words,
tools_names=self.__tools_names(parsed_tools),
tools_description=self._render_text_description_and_args(parsed_tools),
step_callback=self.step_callback,
@@ -349,8 +346,9 @@ class Agent(BaseAgent):
human_feedbacks = [
i["human_feedback"] for i in data.get(agent_id, {}).values()
]
- task_prompt += "You MUST follow these feedbacks: \n " + "\n - ".join(
- human_feedbacks
+ task_prompt += (
+ "\n\nYou MUST follow these instructions: \n "
+ + "\n - ".join(human_feedbacks)
)
return task_prompt
@@ -359,8 +357,9 @@ class Agent(BaseAgent):
"""Use trained data for the agent task prompt to improve output."""
if data := CrewTrainingHandler(TRAINED_AGENTS_DATA_FILE).load():
if trained_data_output := data.get(self.role):
- task_prompt += "You MUST follow these feedbacks: \n " + "\n - ".join(
- trained_data_output["suggestions"]
+ task_prompt += (
+ "\n\nYou MUST follow these instructions: \n - "
+ + "\n - ".join(trained_data_output["suggestions"])
)
return task_prompt
diff --git a/src/crewai/agents/agent_builder/base_agent.py b/src/crewai/agents/agent_builder/base_agent.py
index 900fb9134..f42ab3172 100644
--- a/src/crewai/agents/agent_builder/base_agent.py
+++ b/src/crewai/agents/agent_builder/base_agent.py
@@ -176,7 +176,11 @@ class BaseAgent(ABC, BaseModel):
@property
def key(self):
- source = [self.role, self.goal, self.backstory]
+ source = [
+ self._original_role or self.role,
+ self._original_goal or self.goal,
+ self._original_backstory or self.backstory,
+ ]
return md5("|".join(source).encode(), usedforsecurity=False).hexdigest()
@abstractmethod
diff --git a/src/crewai/agents/agent_builder/base_agent_executor_mixin.py b/src/crewai/agents/agent_builder/base_agent_executor_mixin.py
index 8d9dfa618..bf2e2841b 100644
--- a/src/crewai/agents/agent_builder/base_agent_executor_mixin.py
+++ b/src/crewai/agents/agent_builder/base_agent_executor_mixin.py
@@ -6,6 +6,7 @@ from crewai.memory.long_term.long_term_memory_item import LongTermMemoryItem
from crewai.utilities.converter import ConverterError
from crewai.utilities.evaluators.task_evaluator import TaskEvaluator
from crewai.utilities import I18N
+from crewai.utilities.printer import Printer
if TYPE_CHECKING:
@@ -22,6 +23,7 @@ class CrewAgentExecutorMixin:
have_forced_answer: bool
max_iter: int
_i18n: I18N
+ _printer: Printer = Printer()
def _should_force_answer(self) -> bool:
"""Determine if a forced answer is required based on iteration count."""
@@ -100,6 +102,12 @@ class CrewAgentExecutorMixin:
def _ask_human_input(self, final_answer: dict) -> str:
"""Prompt human input for final decision making."""
- return input(
- self._i18n.slice("getting_input").format(final_answer=final_answer)
+ self._printer.print(
+ content=f"\033[1m\033[95m ## Final Result:\033[00m \033[92m{final_answer}\033[00m"
)
+
+ self._printer.print(
+ content="\n\n=====\n## Please provide feedback on the Final Result and the Agent's actions:",
+ color="bold_yellow",
+ )
+ return input()
diff --git a/src/crewai/agents/crew_agent_executor.py b/src/crewai/agents/crew_agent_executor.py
index e256b56c6..8b3db9d85 100644
--- a/src/crewai/agents/crew_agent_executor.py
+++ b/src/crewai/agents/crew_agent_executor.py
@@ -34,7 +34,6 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
max_iter: int,
tools: List[Any],
tools_names: str,
- use_stop_words: bool,
stop_words: List[str],
tools_description: str,
tools_handler: ToolsHandler,
@@ -60,7 +59,7 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
self.tools_handler = tools_handler
self.original_tools = original_tools
self.step_callback = step_callback
- self.use_stop_words = use_stop_words
+ self.use_stop_words = self.llm.supports_stop_words()
self.tools_description = tools_description
self.function_calling_llm = function_calling_llm
self.respect_context_window = respect_context_window
@@ -68,8 +67,13 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
self.ask_for_human_input = False
self.messages: List[Dict[str, str]] = []
self.iterations = 0
+ self.log_error_after = 3
self.have_forced_answer = False
self.name_to_tool_map = {tool.name: tool for tool in self.tools}
+ if self.llm.stop:
+ self.llm.stop = list(set(self.llm.stop + self.stop))
+ else:
+ self.llm.stop = self.stop
def invoke(self, inputs: Dict[str, str]) -> Dict[str, Any]:
if "system" in self.prompt:
@@ -97,6 +101,9 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
self.messages.append(self._format_msg(f"Feedback: {human_feedback}"))
formatted_answer = self._invoke_loop()
+ if self.crew and self.crew._train:
+ self._handle_crew_training_output(formatted_answer)
+
return {"output": formatted_answer.output}
def _invoke_loop(self, formatted_answer=None):
@@ -125,7 +132,6 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
action_result = self._use_tool(formatted_answer)
formatted_answer.text += f"\nObservation: {action_result}"
formatted_answer.result = action_result
- print("formatted_answer", formatted_answer)
self._show_logs(formatted_answer)
if self.step_callback:
@@ -147,8 +153,14 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
self.messages.append(
self._format_msg(formatted_answer.text, role="user")
)
+
except OutputParserException as e:
self.messages.append({"role": "user", "content": e.error})
+ if self.iterations > self.log_error_after:
+ self._printer.print(
+ content=f"Error parsing LLM output, agent will retry: {e.error}",
+ color="red",
+ )
return self._invoke_loop(formatted_answer)
except Exception as e:
@@ -167,8 +179,9 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
if self.agent.verbose or (
hasattr(self, "crew") and getattr(self.crew, "verbose", False)
):
+ agent_role = self.agent.role.split("\n")[0]
self._printer.print(
- content=f"\033[1m\033[95m# Agent:\033[00m \033[1m\033[92m{self.agent.role}\033[00m"
+ content=f"\033[1m\033[95m# Agent:\033[00m \033[1m\033[92m{agent_role}\033[00m"
)
self._printer.print(
content=f"\033[95m## Task:\033[00m \033[92m{self.task.description}\033[00m"
@@ -178,6 +191,7 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
if self.agent.verbose or (
hasattr(self, "crew") and getattr(self.crew, "verbose", False)
):
+ agent_role = self.agent.role.split("\n")[0]
if isinstance(formatted_answer, AgentAction):
thought = re.sub(r"\n+", "\n", formatted_answer.thought)
formatted_json = json.dumps(
@@ -186,7 +200,7 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
ensure_ascii=False,
)
self._printer.print(
- content=f"\n\n\033[1m\033[95m# Agent:\033[00m \033[1m\033[92m{self.agent.role}\033[00m"
+ content=f"\n\n\033[1m\033[95m# Agent:\033[00m \033[1m\033[92m{agent_role}\033[00m"
)
if thought and thought != "":
self._printer.print(
@@ -203,10 +217,10 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
)
elif isinstance(formatted_answer, AgentFinish):
self._printer.print(
- content=f"\n\n\033[1m\033[95m# Agent:\033[00m \033[1m\033[92m{self.agent.role}\033[00m"
+ content=f"\n\n\033[1m\033[95m# Agent:\033[00m \033[1m\033[92m{agent_role}\033[00m"
)
self._printer.print(
- content=f"\033[95m## Final Answer:\033[00m \033[92m\n{formatted_answer.output}\033[00m"
+ content=f"\033[95m## Final Answer:\033[00m \033[92m\n{formatted_answer.output}\033[00m\n\n"
)
def _use_tool(self, agent_action: AgentAction) -> Any:
@@ -241,21 +255,21 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
def _summarize_messages(self) -> None:
messages_groups = []
-
for message in self.messages:
content = message["content"]
- for i in range(0, len(content), 5000):
- messages_groups.append(content[i : i + 5000])
+ cut_size = self.llm.get_context_window_size()
+ for i in range(0, len(content), cut_size):
+ messages_groups.append(content[i : i + cut_size])
summarized_contents = []
for group in messages_groups:
summary = self.llm.call(
[
self._format_msg(
- self._i18n.slices("summarizer_system_message"), role="system"
+ self._i18n.slice("summarizer_system_message"), role="system"
),
self._format_msg(
- self._i18n.errors("sumamrize_instruction").format(group=group),
+ self._i18n.slice("sumamrize_instruction").format(group=group),
),
],
callbacks=self.callbacks,
@@ -266,7 +280,7 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
self.messages = [
self._format_msg(
- self._i18n.errors("summary").format(merged_summary=merged_summary)
+ self._i18n.slice("summary").format(merged_summary=merged_summary)
)
]
@@ -293,24 +307,16 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
) -> None:
"""Function to handle the process of the training data."""
agent_id = str(self.agent.id)
-
if (
CrewTrainingHandler(TRAINING_DATA_FILE).load()
and not self.ask_for_human_input
):
training_data = CrewTrainingHandler(TRAINING_DATA_FILE).load()
if training_data.get(agent_id):
- if self.crew is not None and hasattr(self.crew, "_train_iteration"):
- training_data[agent_id][self.crew._train_iteration][
- "improved_output"
- ] = result.output
- CrewTrainingHandler(TRAINING_DATA_FILE).save(training_data)
- else:
- self._logger.log(
- "error",
- "Invalid crew or missing _train_iteration attribute.",
- color="red",
- )
+ training_data[agent_id][self.crew._train_iteration][
+ "improved_output"
+ ] = result.output
+ CrewTrainingHandler(TRAINING_DATA_FILE).save(training_data)
if self.ask_for_human_input and human_feedback is not None:
training_data = {
diff --git a/src/crewai/cli/cli.py b/src/crewai/cli/cli.py
index 0b1311946..de6160ba6 100644
--- a/src/crewai/cli/cli.py
+++ b/src/crewai/cli/cli.py
@@ -4,6 +4,7 @@ import click
import pkg_resources
from crewai.cli.create_crew import create_crew
+from crewai.cli.create_flow import create_flow
from crewai.cli.create_pipeline import create_pipeline
from crewai.memory.storage.kickoff_task_outputs_storage import (
KickoffTaskOutputsSQLiteStorage,
@@ -13,9 +14,12 @@ from .authentication.main import AuthenticationCommand
from .deploy.main import DeployCommand
from .evaluate_crew import evaluate_crew
from .install_crew import install_crew
+from .plot_flow import plot_flow
from .replay_from_task import replay_task_command
from .reset_memories_command import reset_memories_command
from .run_crew import run_crew
+from .run_flow import run_flow
+from .tools.main import ToolCommand
from .train_crew import train_crew
@@ -25,19 +29,20 @@ def crewai():
@crewai.command()
-@click.argument("type", type=click.Choice(["crew", "pipeline"]))
+@click.argument("type", type=click.Choice(["crew", "pipeline", "flow"]))
@click.argument("name")
-@click.option(
- "--router", is_flag=True, help="Create a pipeline with router functionality"
-)
-def create(type, name, router):
- """Create a new crew or pipeline."""
+def create(type, name):
+ """Create a new crew, pipeline, or flow."""
if type == "crew":
create_crew(name)
elif type == "pipeline":
- create_pipeline(name, router)
+ create_pipeline(name)
+ elif type == "flow":
+ create_flow(name)
else:
- click.secho("Error: Invalid type. Must be 'crew' or 'pipeline'.", fg="red")
+ click.secho(
+ "Error: Invalid type. Must be 'crew', 'pipeline', or 'flow'.", fg="red"
+ )
@crewai.command()
@@ -202,6 +207,12 @@ def deploy():
pass
+@crewai.group()
+def tool():
+ """Tool Repository related commands."""
+ pass
+
+
@deploy.command(name="create")
@click.option("-y", "--yes", is_flag=True, help="Skip the confirmation prompt")
def deploy_create(yes: bool):
@@ -249,5 +260,40 @@ def deploy_remove(uuid: Optional[str]):
deploy_cmd.remove_crew(uuid=uuid)
+@tool.command(name="install")
+@click.argument("handle")
+def tool_install(handle: str):
+ tool_cmd = ToolCommand()
+ tool_cmd.install(handle)
+
+
+@tool.command(name="publish")
+@click.option("--public", "is_public", flag_value=True, default=False)
+@click.option("--private", "is_public", flag_value=False)
+def tool_publish(is_public: bool):
+ tool_cmd = ToolCommand()
+ tool_cmd.publish(is_public)
+
+
+@crewai.group()
+def flow():
+ """Flow related commands."""
+ pass
+
+
+@flow.command(name="run")
+def flow_run():
+ """Run the Flow."""
+ click.echo("Running the Flow")
+ run_flow()
+
+
+@flow.command(name="plot")
+def flow_plot():
+ """Plot the Flow."""
+ click.echo("Plotting the Flow")
+ plot_flow()
+
+
if __name__ == "__main__":
crewai()
diff --git a/src/crewai/cli/command.py b/src/crewai/cli/command.py
new file mode 100644
index 000000000..0b12b9082
--- /dev/null
+++ b/src/crewai/cli/command.py
@@ -0,0 +1,40 @@
+from typing import Dict, Any
+from rich.console import Console
+from crewai.cli.plus_api import PlusAPI
+from crewai.cli.utils import get_auth_token
+from crewai.telemetry.telemetry import Telemetry
+
+console = Console()
+
+
+class BaseCommand:
+ def __init__(self):
+ self._telemetry = Telemetry()
+ self._telemetry.set_tracer()
+
+
+class PlusAPIMixin:
+ def __init__(self, telemetry):
+ try:
+ telemetry.set_tracer()
+ self.plus_api_client = PlusAPI(api_key=get_auth_token())
+ except Exception:
+ self._deploy_signup_error_span = telemetry.deploy_signup_error_span()
+ console.print(
+ "Please sign up/login to CrewAI+ before using the CLI.",
+ style="bold red",
+ )
+ console.print("Run 'crewai signup' to sign up/login.", style="bold green")
+ raise SystemExit
+
+ def _handle_plus_api_error(self, json_response: Dict[str, Any]) -> None:
+ """
+ Handle and display error messages from API responses.
+
+ Args:
+ json_response (Dict[str, Any]): The JSON response containing error information.
+ """
+ error = json_response.get("error", "Unknown error")
+ message = json_response.get("message", "No message provided")
+ console.print(f"Error: {error}", style="bold red")
+ console.print(f"Message: {message}", style="bold red")
diff --git a/src/crewai/cli/create_flow.py b/src/crewai/cli/create_flow.py
new file mode 100644
index 000000000..a1c10bf46
--- /dev/null
+++ b/src/crewai/cli/create_flow.py
@@ -0,0 +1,93 @@
+from pathlib import Path
+
+import click
+
+
+def create_flow(name):
+ """Create a new flow."""
+ folder_name = name.replace(" ", "_").replace("-", "_").lower()
+ class_name = name.replace("_", " ").replace("-", " ").title().replace(" ", "")
+
+ click.secho(f"Creating flow {folder_name}...", fg="green", bold=True)
+
+ project_root = Path(folder_name)
+ if project_root.exists():
+ click.secho(f"Error: Folder {folder_name} already exists.", fg="red")
+ return
+
+ # Create directory structure
+ (project_root / "src" / folder_name).mkdir(parents=True)
+ (project_root / "src" / folder_name / "crews").mkdir(parents=True)
+ (project_root / "src" / folder_name / "tools").mkdir(parents=True)
+ (project_root / "tests").mkdir(exist_ok=True)
+
+ # Create .env file
+ with open(project_root / ".env", "w") as file:
+ file.write("OPENAI_API_KEY=YOUR_API_KEY")
+
+ package_dir = Path(__file__).parent
+ templates_dir = package_dir / "templates" / "flow"
+
+ # List of template files to copy
+ root_template_files = [".gitignore", "pyproject.toml", "README.md"]
+ src_template_files = ["__init__.py", "main.py"]
+ tools_template_files = ["tools/__init__.py", "tools/custom_tool.py"]
+
+ crew_folders = [
+ "poem_crew",
+ ]
+
+ def process_file(src_file, dst_file):
+ if src_file.suffix in [".pyc", ".pyo", ".pyd"]:
+ return
+
+ try:
+ with open(src_file, "r", encoding="utf-8") as file:
+ content = file.read()
+ except Exception as e:
+ click.secho(f"Error processing file {src_file}: {e}", fg="red")
+ return
+
+ content = content.replace("{{name}}", name)
+ content = content.replace("{{flow_name}}", class_name)
+ content = content.replace("{{folder_name}}", folder_name)
+
+ with open(dst_file, "w") as file:
+ file.write(content)
+
+ # Copy and process root template files
+ for file_name in root_template_files:
+ src_file = templates_dir / file_name
+ dst_file = project_root / file_name
+ process_file(src_file, dst_file)
+
+ # Copy and process src template files
+ for file_name in src_template_files:
+ src_file = templates_dir / file_name
+ dst_file = project_root / "src" / folder_name / file_name
+ process_file(src_file, dst_file)
+
+ # Copy tools files
+ for file_name in tools_template_files:
+ src_file = templates_dir / file_name
+ dst_file = project_root / "src" / folder_name / file_name
+ process_file(src_file, dst_file)
+
+ # Copy crew folders
+ for crew_folder in crew_folders:
+ src_crew_folder = templates_dir / "crews" / crew_folder
+ dst_crew_folder = project_root / "src" / folder_name / "crews" / crew_folder
+ if src_crew_folder.exists():
+ for src_file in src_crew_folder.rglob("*"):
+ if src_file.is_file():
+ relative_path = src_file.relative_to(src_crew_folder)
+ dst_file = dst_crew_folder / relative_path
+ dst_file.parent.mkdir(parents=True, exist_ok=True)
+ process_file(src_file, dst_file)
+ else:
+ click.secho(
+ f"Warning: Crew folder {crew_folder} not found in template.",
+ fg="yellow",
+ )
+
+ click.secho(f"Flow {name} created successfully!", fg="green", bold=True)
diff --git a/src/crewai/cli/deploy/api.py b/src/crewai/cli/deploy/api.py
deleted file mode 100644
index 1bdc09a91..000000000
--- a/src/crewai/cli/deploy/api.py
+++ /dev/null
@@ -1,66 +0,0 @@
-from os import getenv
-
-import requests
-
-from crewai.cli.deploy.utils import get_crewai_version
-
-
-class CrewAPI:
- """
- CrewAPI class to interact with the crewAI+ API.
- """
-
- def __init__(self, api_key: str) -> None:
- self.api_key = api_key
- self.headers = {
- "Authorization": f"Bearer {api_key}",
- "Content-Type": "application/json",
- "User-Agent": f"CrewAI-CLI/{get_crewai_version()}",
- }
- self.base_url = getenv(
- "CREWAI_BASE_URL", "https://crewai.com/crewai_plus/api/v1/crews"
- )
-
- def _make_request(self, method: str, endpoint: str, **kwargs) -> requests.Response:
- url = f"{self.base_url}/{endpoint}"
- return requests.request(method, url, headers=self.headers, **kwargs)
-
- # Deploy
- def deploy_by_name(self, project_name: str) -> requests.Response:
- return self._make_request("POST", f"by-name/{project_name}/deploy")
-
- def deploy_by_uuid(self, uuid: str) -> requests.Response:
- return self._make_request("POST", f"{uuid}/deploy")
-
- # Status
- def status_by_name(self, project_name: str) -> requests.Response:
- return self._make_request("GET", f"by-name/{project_name}/status")
-
- def status_by_uuid(self, uuid: str) -> requests.Response:
- return self._make_request("GET", f"{uuid}/status")
-
- # Logs
- def logs_by_name(
- self, project_name: str, log_type: str = "deployment"
- ) -> requests.Response:
- return self._make_request("GET", f"by-name/{project_name}/logs/{log_type}")
-
- def logs_by_uuid(
- self, uuid: str, log_type: str = "deployment"
- ) -> requests.Response:
- return self._make_request("GET", f"{uuid}/logs/{log_type}")
-
- # Delete
- def delete_by_name(self, project_name: str) -> requests.Response:
- return self._make_request("DELETE", f"by-name/{project_name}")
-
- def delete_by_uuid(self, uuid: str) -> requests.Response:
- return self._make_request("DELETE", f"{uuid}")
-
- # List
- def list_crews(self) -> requests.Response:
- return self._make_request("GET", "")
-
- # Create
- def create_crew(self, payload) -> requests.Response:
- return self._make_request("POST", "", json=payload)
diff --git a/src/crewai/cli/deploy/main.py b/src/crewai/cli/deploy/main.py
index 0772ee088..d6c9d8fe6 100644
--- a/src/crewai/cli/deploy/main.py
+++ b/src/crewai/cli/deploy/main.py
@@ -2,11 +2,9 @@ from typing import Any, Dict, List, Optional
from rich.console import Console
-from crewai.telemetry import Telemetry
-from .api import CrewAPI
-from .utils import (
+from crewai.cli.command import BaseCommand, PlusAPIMixin
+from crewai.cli.utils import (
fetch_and_json_env_file,
- get_auth_token,
get_git_remote_url,
get_project_name,
)
@@ -14,7 +12,7 @@ from .utils import (
console = Console()
-class DeployCommand:
+class DeployCommand(BaseCommand, PlusAPIMixin):
"""
A class to handle deployment-related operations for CrewAI projects.
"""
@@ -23,40 +21,10 @@ class DeployCommand:
"""
Initialize the DeployCommand with project name and API client.
"""
- try:
- self._telemetry = Telemetry()
- self._telemetry.set_tracer()
- access_token = get_auth_token()
- except Exception:
- self._deploy_signup_error_span = self._telemetry.deploy_signup_error_span()
- console.print(
- "Please sign up/login to CrewAI+ before using the CLI.",
- style="bold red",
- )
- console.print("Run 'crewai signup' to sign up/login.", style="bold green")
- raise SystemExit
- self.project_name = get_project_name()
- if self.project_name is None:
- console.print(
- "No project name found. Please ensure your project has a valid pyproject.toml file.",
- style="bold red",
- )
- raise SystemExit
-
- self.client = CrewAPI(api_key=access_token)
-
- def _handle_error(self, json_response: Dict[str, Any]) -> None:
- """
- Handle and display error messages from API responses.
-
- Args:
- json_response (Dict[str, Any]): The JSON response containing error information.
- """
- error = json_response.get("error", "Unknown error")
- message = json_response.get("message", "No message provided")
- console.print(f"Error: {error}", style="bold red")
- console.print(f"Message: {message}", style="bold red")
+ BaseCommand.__init__(self)
+ PlusAPIMixin.__init__(self, telemetry=self._telemetry)
+ self.project_name = get_project_name(require=True)
def _standard_no_param_error_message(self) -> None:
"""
@@ -104,9 +72,9 @@ class DeployCommand:
self._start_deployment_span = self._telemetry.start_deployment_span(uuid)
console.print("Starting deployment...", style="bold blue")
if uuid:
- response = self.client.deploy_by_uuid(uuid)
+ response = self.plus_api_client.deploy_by_uuid(uuid)
elif self.project_name:
- response = self.client.deploy_by_name(self.project_name)
+ response = self.plus_api_client.deploy_by_name(self.project_name)
else:
self._standard_no_param_error_message()
return
@@ -115,7 +83,7 @@ class DeployCommand:
if response.status_code == 200:
self._display_deployment_info(json_response)
else:
- self._handle_error(json_response)
+ self._handle_plus_api_error(json_response)
def create_crew(self, confirm: bool = False) -> None:
"""
@@ -139,11 +107,11 @@ class DeployCommand:
self._confirm_input(env_vars, remote_repo_url, confirm)
payload = self._create_payload(env_vars, remote_repo_url)
- response = self.client.create_crew(payload)
+ response = self.plus_api_client.create_crew(payload)
if response.status_code == 201:
self._display_creation_success(response.json())
else:
- self._handle_error(response.json())
+ self._handle_plus_api_error(response.json())
def _confirm_input(
self, env_vars: Dict[str, str], remote_repo_url: str, confirm: bool
@@ -208,7 +176,7 @@ class DeployCommand:
"""
console.print("Listing all Crews\n", style="bold blue")
- response = self.client.list_crews()
+ response = self.plus_api_client.list_crews()
json_response = response.json()
if response.status_code == 200:
self._display_crews(json_response)
@@ -243,9 +211,9 @@ class DeployCommand:
"""
console.print("Fetching deployment status...", style="bold blue")
if uuid:
- response = self.client.status_by_uuid(uuid)
+ response = self.plus_api_client.crew_status_by_uuid(uuid)
elif self.project_name:
- response = self.client.status_by_name(self.project_name)
+ response = self.plus_api_client.crew_status_by_name(self.project_name)
else:
self._standard_no_param_error_message()
return
@@ -254,7 +222,7 @@ class DeployCommand:
if response.status_code == 200:
self._display_crew_status(json_response)
else:
- self._handle_error(json_response)
+ self._handle_plus_api_error(json_response)
def _display_crew_status(self, status_data: Dict[str, str]) -> None:
"""
@@ -278,9 +246,9 @@ class DeployCommand:
console.print(f"Fetching {log_type} logs...", style="bold blue")
if uuid:
- response = self.client.logs_by_uuid(uuid, log_type)
+ response = self.plus_api_client.crew_by_uuid(uuid, log_type)
elif self.project_name:
- response = self.client.logs_by_name(self.project_name, log_type)
+ response = self.plus_api_client.crew_by_name(self.project_name, log_type)
else:
self._standard_no_param_error_message()
return
@@ -288,7 +256,7 @@ class DeployCommand:
if response.status_code == 200:
self._display_logs(response.json())
else:
- self._handle_error(response.json())
+ self._handle_plus_api_error(response.json())
def remove_crew(self, uuid: Optional[str]) -> None:
"""
@@ -301,9 +269,9 @@ class DeployCommand:
console.print("Removing deployment...", style="bold blue")
if uuid:
- response = self.client.delete_by_uuid(uuid)
+ response = self.plus_api_client.delete_crew_by_uuid(uuid)
elif self.project_name:
- response = self.client.delete_by_name(self.project_name)
+ response = self.plus_api_client.delete_crew_by_name(self.project_name)
else:
self._standard_no_param_error_message()
return
diff --git a/src/crewai/cli/deploy/utils.py b/src/crewai/cli/deploy/utils.py
deleted file mode 100644
index 7579785df..000000000
--- a/src/crewai/cli/deploy/utils.py
+++ /dev/null
@@ -1,155 +0,0 @@
-import sys
-import re
-import subprocess
-
-from rich.console import Console
-
-from ..authentication.utils import TokenManager
-
-console = Console()
-
-
-if sys.version_info >= (3, 11):
- import tomllib
-
-
-# Drop the simple_toml_parser when we move to python3.11
-def simple_toml_parser(content):
- result = {}
- current_section = result
- for line in content.split('\n'):
- line = line.strip()
- if line.startswith('[') and line.endswith(']'):
- # New section
- section = line[1:-1].split('.')
- current_section = result
- for key in section:
- current_section = current_section.setdefault(key, {})
- elif '=' in line:
- key, value = line.split('=', 1)
- key = key.strip()
- value = value.strip().strip('"')
- current_section[key] = value
- return result
-
-
-def parse_toml(content):
- if sys.version_info >= (3, 11):
- return tomllib.loads(content)
- else:
- return simple_toml_parser(content)
-
-
-def get_git_remote_url() -> str | None:
- """Get the Git repository's remote URL."""
- try:
- # Run the git remote -v command
- result = subprocess.run(
- ["git", "remote", "-v"], capture_output=True, text=True, check=True
- )
-
- # Get the output
- output = result.stdout
-
- # Parse the output to find the origin URL
- matches = re.findall(r"origin\s+(.*?)\s+\(fetch\)", output)
-
- if matches:
- return matches[0] # Return the first match (origin URL)
- else:
- console.print("No origin remote found.", style="bold red")
-
- except subprocess.CalledProcessError as e:
- console.print(f"Error running trying to fetch the Git Repository: {e}", style="bold red")
- except FileNotFoundError:
- console.print("Git command not found. Make sure Git is installed and in your PATH.", style="bold red")
-
- return None
-
-
-def get_project_name(pyproject_path: str = "pyproject.toml") -> str | None:
- """Get the project name from the pyproject.toml file."""
- try:
- # Read the pyproject.toml file
- with open(pyproject_path, "r") as f:
- pyproject_content = parse_toml(f.read())
-
- # Extract the project name
- project_name = pyproject_content["tool"]["poetry"]["name"]
-
- if "crewai" not in pyproject_content["tool"]["poetry"]["dependencies"]:
- raise Exception("crewai is not in the dependencies.")
-
- return project_name
-
- except FileNotFoundError:
- print(f"Error: {pyproject_path} not found.")
- except KeyError:
- print(f"Error: {pyproject_path} is not a valid pyproject.toml file.")
- except tomllib.TOMLDecodeError if sys.version_info >= (3, 11) else Exception as e: # type: ignore
- print(
- f"Error: {pyproject_path} is not a valid TOML file."
- if sys.version_info >= (3, 11)
- else f"Error reading the pyproject.toml file: {e}"
- )
- except Exception as e:
- print(f"Error reading the pyproject.toml file: {e}")
-
- return None
-
-
-def get_crewai_version(poetry_lock_path: str = "poetry.lock") -> str:
- """Get the version number of crewai from the poetry.lock file."""
- try:
- with open(poetry_lock_path, "r") as f:
- lock_content = f.read()
-
- match = re.search(
- r'\[\[package\]\]\s*name\s*=\s*"crewai"\s*version\s*=\s*"([^"]+)"',
- lock_content,
- re.DOTALL,
- )
- if match:
- return match.group(1)
- else:
- print("crewai package not found in poetry.lock")
- return "no-version-found"
-
- except FileNotFoundError:
- print(f"Error: {poetry_lock_path} not found.")
- except Exception as e:
- print(f"Error reading the poetry.lock file: {e}")
-
- return "no-version-found"
-
-
-def fetch_and_json_env_file(env_file_path: str = ".env") -> dict:
- """Fetch the environment variables from a .env file and return them as a dictionary."""
- try:
- # Read the .env file
- with open(env_file_path, "r") as f:
- env_content = f.read()
-
- # Parse the .env file content to a dictionary
- env_dict = {}
- for line in env_content.splitlines():
- if line.strip() and not line.strip().startswith("#"):
- key, value = line.split("=", 1)
- env_dict[key.strip()] = value.strip()
-
- return env_dict
-
- except FileNotFoundError:
- print(f"Error: {env_file_path} not found.")
- except Exception as e:
- print(f"Error reading the .env file: {e}")
-
- return {}
-
-
-def get_auth_token() -> str:
- """Get the authentication token."""
- access_token = TokenManager().get_token()
- if not access_token:
- raise Exception()
- return access_token
diff --git a/src/crewai/cli/plot_flow.py b/src/crewai/cli/plot_flow.py
new file mode 100644
index 000000000..bb7b2052f
--- /dev/null
+++ b/src/crewai/cli/plot_flow.py
@@ -0,0 +1,23 @@
+import subprocess
+
+import click
+
+
+def plot_flow() -> None:
+ """
+ Plot the flow by running a command in the Poetry environment.
+ """
+ command = ["poetry", "run", "plot_flow"]
+
+ try:
+ result = subprocess.run(command, capture_output=False, text=True, check=True)
+
+ if result.stderr:
+ click.echo(result.stderr, err=True)
+
+ except subprocess.CalledProcessError as e:
+ click.echo(f"An error occurred while plotting the flow: {e}", err=True)
+ click.echo(e.output, err=True)
+
+ except Exception as e:
+ click.echo(f"An unexpected error occurred: {e}", err=True)
diff --git a/src/crewai/cli/plus_api.py b/src/crewai/cli/plus_api.py
new file mode 100644
index 000000000..e72d27bfe
--- /dev/null
+++ b/src/crewai/cli/plus_api.py
@@ -0,0 +1,92 @@
+from typing import Optional
+import requests
+from os import getenv
+from crewai.cli.utils import get_crewai_version
+from urllib.parse import urljoin
+
+
+class PlusAPI:
+ """
+ This class exposes methods for working with the CrewAI+ API.
+ """
+
+ TOOLS_RESOURCE = "/crewai_plus/api/v1/tools"
+ CREWS_RESOURCE = "/crewai_plus/api/v1/crews"
+
+ def __init__(self, api_key: str) -> None:
+ self.api_key = api_key
+ self.headers = {
+ "Authorization": f"Bearer {api_key}",
+ "Content-Type": "application/json",
+ "User-Agent": f"CrewAI-CLI/{get_crewai_version()}",
+ "X-Crewai-Version": get_crewai_version(),
+ }
+ self.base_url = getenv("CREWAI_BASE_URL", "https://app.crewai.com")
+
+ def _make_request(self, method: str, endpoint: str, **kwargs) -> requests.Response:
+ url = urljoin(self.base_url, endpoint)
+ return requests.request(method, url, headers=self.headers, **kwargs)
+
+ def get_tool(self, handle: str):
+ return self._make_request("GET", f"{self.TOOLS_RESOURCE}/{handle}")
+
+ def publish_tool(
+ self,
+ handle: str,
+ is_public: bool,
+ version: str,
+ description: Optional[str],
+ encoded_file: str,
+ ):
+ params = {
+ "handle": handle,
+ "public": is_public,
+ "version": version,
+ "file": encoded_file,
+ "description": description,
+ }
+ return self._make_request("POST", f"{self.TOOLS_RESOURCE}", json=params)
+
+ def deploy_by_name(self, project_name: str) -> requests.Response:
+ return self._make_request(
+ "POST", f"{self.CREWS_RESOURCE}/by-name/{project_name}/deploy"
+ )
+
+ def deploy_by_uuid(self, uuid: str) -> requests.Response:
+ return self._make_request("POST", f"{self.CREWS_RESOURCE}/{uuid}/deploy")
+
+ def crew_status_by_name(self, project_name: str) -> requests.Response:
+ return self._make_request(
+ "GET", f"{self.CREWS_RESOURCE}/by-name/{project_name}/status"
+ )
+
+ def crew_status_by_uuid(self, uuid: str) -> requests.Response:
+ return self._make_request("GET", f"{self.CREWS_RESOURCE}/{uuid}/status")
+
+ def crew_by_name(
+ self, project_name: str, log_type: str = "deployment"
+ ) -> requests.Response:
+ return self._make_request(
+ "GET", f"{self.CREWS_RESOURCE}/by-name/{project_name}/logs/{log_type}"
+ )
+
+ def crew_by_uuid(
+ self, uuid: str, log_type: str = "deployment"
+ ) -> requests.Response:
+ return self._make_request(
+ "GET", f"{self.CREWS_RESOURCE}/{uuid}/logs/{log_type}"
+ )
+
+ def delete_crew_by_name(self, project_name: str) -> requests.Response:
+ return self._make_request(
+ "DELETE", f"{self.CREWS_RESOURCE}/by-name/{project_name}"
+ )
+
+ def delete_crew_by_uuid(self, uuid: str) -> requests.Response:
+ return self._make_request("DELETE", f"{self.CREWS_RESOURCE}/{uuid}")
+
+ def list_crews(self) -> requests.Response:
+ return self._make_request("GET", self.CREWS_RESOURCE)
+
+ def create_crew(self, payload) -> requests.Response:
+ return self._make_request("POST", self.CREWS_RESOURCE, json=payload)
diff --git a/src/crewai/cli/run_flow.py b/src/crewai/cli/run_flow.py
new file mode 100644
index 000000000..3a9e72817
--- /dev/null
+++ b/src/crewai/cli/run_flow.py
@@ -0,0 +1,23 @@
+import subprocess
+
+import click
+
+
+def run_flow() -> None:
+ """
+ Run the flow by running a command in the Poetry environment.
+ """
+ command = ["poetry", "run", "run_flow"]
+
+ try:
+ result = subprocess.run(command, capture_output=False, text=True, check=True)
+
+ if result.stderr:
+ click.echo(result.stderr, err=True)
+
+ except subprocess.CalledProcessError as e:
+ click.echo(f"An error occurred while running the flow: {e}", err=True)
+ click.echo(e.output, err=True)
+
+ except Exception as e:
+ click.echo(f"An unexpected error occurred: {e}", err=True)
diff --git a/src/crewai/cli/templates/crew/pyproject.toml b/src/crewai/cli/templates/crew/pyproject.toml
index ca7a55f0e..56944c834 100644
--- a/src/crewai/cli/templates/crew/pyproject.toml
+++ b/src/crewai/cli/templates/crew/pyproject.toml
@@ -6,7 +6,7 @@ authors = ["Your Name "]
[tool.poetry.dependencies]
python = ">=3.10,<=3.13"
-crewai = { extras = ["tools"], version = ">=0.63.0,<1.0.0" }
+crewai = { extras = ["tools"], version = ">=0.66.0,<1.0.0" }
[tool.poetry.scripts]
diff --git a/src/crewai/cli/templates/flow/.gitignore b/src/crewai/cli/templates/flow/.gitignore
new file mode 100644
index 000000000..02dc677b9
--- /dev/null
+++ b/src/crewai/cli/templates/flow/.gitignore
@@ -0,0 +1,3 @@
+.env
+__pycache__/
+lib/
diff --git a/src/crewai/cli/templates/flow/README.md b/src/crewai/cli/templates/flow/README.md
new file mode 100644
index 000000000..433e43abe
--- /dev/null
+++ b/src/crewai/cli/templates/flow/README.md
@@ -0,0 +1,57 @@
+# {{crew_name}} Crew
+
+Welcome to the {{crew_name}} Crew project, powered by [crewAI](https://crewai.com). This template is designed to help you set up a multi-agent AI system with ease, leveraging the powerful and flexible framework provided by crewAI. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities.
+
+## Installation
+
+Ensure you have Python >=3.10 <=3.13 installed on your system. This project uses [Poetry](https://python-poetry.org/) for dependency management and package handling, offering a seamless setup and execution experience.
+
+First, if you haven't already, install Poetry:
+
+```bash
+pip install poetry
+```
+
+Next, navigate to your project directory and install the dependencies:
+
+1. First lock the dependencies and then install them:
+
+```bash
+crewai install
+```
+
+### Customizing
+
+**Add your `OPENAI_API_KEY` into the `.env` file**
+
+- Modify `src/{{folder_name}}/config/agents.yaml` to define your agents
+- Modify `src/{{folder_name}}/config/tasks.yaml` to define your tasks
+- Modify `src/{{folder_name}}/crew.py` to add your own logic, tools and specific args
+- Modify `src/{{folder_name}}/main.py` to add custom inputs for your agents and tasks
+
+## Running the Project
+
+To kickstart your crew of AI agents and begin task execution, run this from the root folder of your project:
+
+```bash
+crewai run
+```
+
+This command initializes the {{name}} Crew, assembling the agents and assigning them tasks as defined in your configuration.
+
+This example, unmodified, will run the create a `report.md` file with the output of a research on LLMs in the root folder.
+
+## Understanding Your Crew
+
+The {{name}} Crew is composed of multiple AI agents, each with unique roles, goals, and tools. These agents collaborate on a series of tasks, defined in `config/tasks.yaml`, leveraging their collective skills to achieve complex objectives. The `config/agents.yaml` file outlines the capabilities and configurations of each agent in your crew.
+
+## Support
+
+For support, questions, or feedback regarding the {{crew_name}} Crew or crewAI.
+
+- Visit our [documentation](https://docs.crewai.com)
+- Reach out to us through our [GitHub repository](https://github.com/joaomdmoura/crewai)
+- [Join our Discord](https://discord.com/invite/X4JWnZnxPb)
+- [Chat with our docs](https://chatg.pt/DWjSBZn)
+
+Let's create wonders together with the power and simplicity of crewAI.
diff --git a/src/crewai/cli/templates/flow/__init__.py b/src/crewai/cli/templates/flow/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/crewai/cli/templates/flow/crews/poem_crew/config/agents.yaml b/src/crewai/cli/templates/flow/crews/poem_crew/config/agents.yaml
new file mode 100644
index 000000000..4b461d50d
--- /dev/null
+++ b/src/crewai/cli/templates/flow/crews/poem_crew/config/agents.yaml
@@ -0,0 +1,11 @@
+poem_writer:
+ role: >
+ CrewAI Poem Writer
+ goal: >
+ Generate a funny, light heartedpoem about how CrewAI
+ is awesome with a sentence count of {sentence_count}
+ backstory: >
+ You're a creative poet with a talent for capturing the essence of any topic
+ in a beautiful and engaging way. Known for your ability to craft poems that
+ resonate with readers, you bring a unique perspective and artistic flair to
+ every piece you write.
diff --git a/src/crewai/cli/templates/flow/crews/poem_crew/config/tasks.yaml b/src/crewai/cli/templates/flow/crews/poem_crew/config/tasks.yaml
new file mode 100644
index 000000000..2d8334fbb
--- /dev/null
+++ b/src/crewai/cli/templates/flow/crews/poem_crew/config/tasks.yaml
@@ -0,0 +1,7 @@
+write_poem:
+ description: >
+ Write a poem about how CrewAI is awesome.
+ Ensure the poem is engaging and adheres to the specified sentence count of {sentence_count}.
+ expected_output: >
+ A beautifully crafted poem about CrewAI, with exactly {sentence_count} sentences.
+ agent: poem_writer
diff --git a/src/crewai/cli/templates/flow/crews/poem_crew/poem_crew.py b/src/crewai/cli/templates/flow/crews/poem_crew/poem_crew.py
new file mode 100644
index 000000000..cc3ce7150
--- /dev/null
+++ b/src/crewai/cli/templates/flow/crews/poem_crew/poem_crew.py
@@ -0,0 +1,31 @@
+from crewai import Agent, Crew, Process, Task
+from crewai.project import CrewBase, agent, crew, task
+
+@CrewBase
+class PoemCrew():
+ """Poem Crew"""
+
+ agents_config = 'config/agents.yaml'
+ tasks_config = 'config/tasks.yaml'
+
+ @agent
+ def poem_writer(self) -> Agent:
+ return Agent(
+ config=self.agents_config['poem_writer'],
+ )
+
+ @task
+ def write_poem(self) -> Task:
+ return Task(
+ config=self.tasks_config['write_poem'],
+ )
+
+ @crew
+ def crew(self) -> Crew:
+ """Creates the Research Crew"""
+ return Crew(
+ agents=self.agents, # Automatically created by the @agent decorator
+ tasks=self.tasks, # Automatically created by the @task decorator
+ process=Process.sequential,
+ verbose=True,
+ )
diff --git a/src/crewai/cli/templates/flow/main.py b/src/crewai/cli/templates/flow/main.py
new file mode 100644
index 000000000..38d2d8736
--- /dev/null
+++ b/src/crewai/cli/templates/flow/main.py
@@ -0,0 +1,65 @@
+#!/usr/bin/env python
+import asyncio
+from random import randint
+
+from pydantic import BaseModel
+from crewai.flow.flow import Flow, listen, start
+from .crews.poem_crew.poem_crew import PoemCrew
+
+class PoemState(BaseModel):
+ sentence_count: int = 1
+ poem: str = ""
+
+class PoemFlow(Flow[PoemState]):
+
+ @start()
+ def generate_sentence_count(self):
+ print("Generating sentence count")
+ # Generate a number between 1 and 5
+ self.state.sentence_count = randint(1, 5)
+
+ @listen(generate_sentence_count)
+ def generate_poem(self):
+ print("Generating poem")
+ print(f"State before poem: {self.state}")
+ result = PoemCrew().crew().kickoff(inputs={"sentence_count": self.state.sentence_count})
+
+ print("Poem generated", result.raw)
+ self.state.poem = result.raw
+
+ print(f"State after generate_poem: {self.state}")
+
+ @listen(generate_poem)
+ def save_poem(self):
+ print("Saving poem")
+ print(f"State before save_poem: {self.state}")
+ with open("poem.txt", "w") as f:
+ f.write(self.state.poem)
+ print(f"State after save_poem: {self.state}")
+
+async def run_flow():
+ """
+ Run the flow.
+ """
+ poem_flow = PoemFlow()
+ await poem_flow.kickoff()
+
+async def plot_flow():
+ """
+ Plot the flow.
+ """
+ poem_flow = PoemFlow()
+ poem_flow.plot()
+
+
+def main():
+ asyncio.run(run_flow())
+
+
+def plot():
+ asyncio.run(plot_flow())
+
+
+
+if __name__ == "__main__":
+ main()
diff --git a/src/crewai/cli/templates/flow/pyproject.toml b/src/crewai/cli/templates/flow/pyproject.toml
new file mode 100644
index 000000000..3753cf941
--- /dev/null
+++ b/src/crewai/cli/templates/flow/pyproject.toml
@@ -0,0 +1,19 @@
+[tool.poetry]
+name = "{{folder_name}}"
+version = "0.1.0"
+description = "{{name}} using crewAI"
+authors = ["Your Name "]
+
+[tool.poetry.dependencies]
+python = ">=3.10,<=3.13"
+crewai = { extras = ["tools"], version = ">=0.66.0,<1.0.0" }
+asyncio = "*"
+
+[tool.poetry.scripts]
+{{folder_name}} = "{{folder_name}}.main:main"
+run_flow = "{{folder_name}}.main:main"
+plot_flow = "{{folder_name}}.main:plot"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/src/crewai/cli/templates/flow/tools/__init__.py b/src/crewai/cli/templates/flow/tools/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/crewai/cli/templates/flow/tools/custom_tool.py b/src/crewai/cli/templates/flow/tools/custom_tool.py
new file mode 100644
index 000000000..b12529303
--- /dev/null
+++ b/src/crewai/cli/templates/flow/tools/custom_tool.py
@@ -0,0 +1,12 @@
+from crewai_tools import BaseTool
+
+
+class MyCustomTool(BaseTool):
+ name: str = "Name of my tool"
+ description: str = (
+ "Clear description for what this tool is useful for, you agent will need this information to use it."
+ )
+
+ def _run(self, argument: str) -> str:
+ # Implementation goes here
+ return "this is an example of a tool output, ignore it and move along."
diff --git a/src/crewai/cli/templates/pipeline/pyproject.toml b/src/crewai/cli/templates/pipeline/pyproject.toml
index c34a6f617..e4aecb895 100644
--- a/src/crewai/cli/templates/pipeline/pyproject.toml
+++ b/src/crewai/cli/templates/pipeline/pyproject.toml
@@ -6,7 +6,7 @@ authors = ["Your Name "]
[tool.poetry.dependencies]
python = ">=3.10,<=3.13"
-crewai = { extras = ["tools"], version = ">=0.63.0,<1.0.0" }
+crewai = { extras = ["tools"], version = ">=0.66.0,<1.0.0" }
asyncio = "*"
[tool.poetry.scripts]
diff --git a/src/crewai/cli/templates/pipeline_router/pyproject.toml b/src/crewai/cli/templates/pipeline_router/pyproject.toml
index ca797c1f8..10810ddcb 100644
--- a/src/crewai/cli/templates/pipeline_router/pyproject.toml
+++ b/src/crewai/cli/templates/pipeline_router/pyproject.toml
@@ -6,7 +6,7 @@ authors = ["Your Name "]
[tool.poetry.dependencies]
python = ">=3.10,<=3.13"
-crewai = { extras = ["tools"], version = ">=0.63.0,<1.0.0" }
+crewai = { extras = ["tools"], version = ">=0.66.0,<1.0.0" }
[tool.poetry.scripts]
diff --git a/src/crewai/cli/tools/__init__.py b/src/crewai/cli/tools/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/src/crewai/cli/tools/main.py b/src/crewai/cli/tools/main.py
new file mode 100644
index 000000000..8acbcedd5
--- /dev/null
+++ b/src/crewai/cli/tools/main.py
@@ -0,0 +1,168 @@
+import base64
+import click
+import os
+import subprocess
+import tempfile
+
+from crewai.cli.command import BaseCommand, PlusAPIMixin
+from crewai.cli.utils import (
+ get_project_name,
+ get_project_description,
+ get_project_version,
+)
+from rich.console import Console
+
+console = Console()
+
+
+class ToolCommand(BaseCommand, PlusAPIMixin):
+ """
+ A class to handle tool repository related operations for CrewAI projects.
+ """
+
+ def __init__(self):
+ BaseCommand.__init__(self)
+ PlusAPIMixin.__init__(self, telemetry=self._telemetry)
+
+ def publish(self, is_public: bool):
+ project_name = get_project_name(require=True)
+ assert isinstance(project_name, str)
+
+ project_version = get_project_version(require=True)
+ assert isinstance(project_version, str)
+
+ project_description = get_project_description(require=False)
+ encoded_tarball = None
+
+ with tempfile.TemporaryDirectory() as temp_build_dir:
+ subprocess.run(
+ ["poetry", "build", "-f", "sdist", "--output", temp_build_dir],
+ check=True,
+ capture_output=False,
+ )
+
+ tarball_filename = next(
+ (f for f in os.listdir(temp_build_dir) if f.endswith(".tar.gz")), None
+ )
+ if not tarball_filename:
+ console.print(
+ "Project build failed. Please ensure that the command `poetry build -f sdist` completes successfully.",
+ style="bold red",
+ )
+ raise SystemExit
+
+ tarball_path = os.path.join(temp_build_dir, tarball_filename)
+ with open(tarball_path, "rb") as file:
+ tarball_contents = file.read()
+
+ encoded_tarball = base64.b64encode(tarball_contents).decode("utf-8")
+
+ publish_response = self.plus_api_client.publish_tool(
+ handle=project_name,
+ is_public=is_public,
+ version=project_version,
+ description=project_description,
+ encoded_file=f"data:application/x-gzip;base64,{encoded_tarball}",
+ )
+ if publish_response.status_code == 422:
+ console.print(
+ "[bold red]Failed to publish tool. Please fix the following errors:[/bold red]"
+ )
+ for field, messages in publish_response.json().items():
+ for message in messages:
+ console.print(
+ f"* [bold red]{field.capitalize()}[/bold red] {message}"
+ )
+
+ raise SystemExit
+ elif publish_response.status_code != 200:
+ self._handle_plus_api_error(publish_response.json())
+ console.print(
+ "Failed to publish tool. Please try again later.", style="bold red"
+ )
+ raise SystemExit
+
+ published_handle = publish_response.json()["handle"]
+ console.print(
+ f"Succesfully published {published_handle} ({project_version}).\nInstall it in other projects with crewai tool install {published_handle}",
+ style="bold green",
+ )
+
+ def install(self, handle: str):
+ get_response = self.plus_api_client.get_tool(handle)
+
+ if get_response.status_code == 404:
+ console.print(
+ "No tool found with this name. Please ensure the tool was published and you have access to it.",
+ style="bold red",
+ )
+ raise SystemExit
+ elif get_response.status_code != 200:
+ console.print(
+ "Failed to get tool details. Please try again later.", style="bold red"
+ )
+ raise SystemExit
+
+ self._add_repository_to_poetry(get_response.json())
+ self._add_package(get_response.json())
+
+ console.print(f"Succesfully installed {handle}", style="bold green")
+
+ def _add_repository_to_poetry(self, tool_details):
+ repository_handle = f"crewai-{tool_details['repository']['handle']}"
+ repository_url = tool_details["repository"]["url"]
+ repository_credentials = tool_details["repository"]["credentials"]
+
+ add_repository_command = [
+ "poetry",
+ "source",
+ "add",
+ "--priority=explicit",
+ repository_handle,
+ repository_url,
+ ]
+ add_repository_result = subprocess.run(
+ add_repository_command, text=True, check=True
+ )
+
+ if add_repository_result.stderr:
+ click.echo(add_repository_result.stderr, err=True)
+ raise SystemExit
+
+ add_repository_credentials_command = [
+ "poetry",
+ "config",
+ f"http-basic.{repository_handle}",
+ repository_credentials,
+ '""',
+ ]
+ add_repository_credentials_result = subprocess.run(
+ add_repository_credentials_command,
+ capture_output=False,
+ text=True,
+ check=True,
+ )
+
+ if add_repository_credentials_result.stderr:
+ click.echo(add_repository_credentials_result.stderr, err=True)
+ raise SystemExit
+
+ def _add_package(self, tool_details):
+ tool_handle = tool_details["handle"]
+ repository_handle = tool_details["repository"]["handle"]
+ pypi_index_handle = f"crewai-{repository_handle}"
+
+ add_package_command = [
+ "poetry",
+ "add",
+ "--source",
+ pypi_index_handle,
+ tool_handle,
+ ]
+ add_package_result = subprocess.run(
+ add_package_command, capture_output=False, text=True, check=True
+ )
+
+ if add_package_result.stderr:
+ click.echo(add_package_result.stderr, err=True)
+ raise SystemExit
diff --git a/src/crewai/cli/utils.py b/src/crewai/cli/utils.py
index 2cb181fc4..58aa154dd 100644
--- a/src/crewai/cli/utils.py
+++ b/src/crewai/cli/utils.py
@@ -1,4 +1,17 @@
import click
+import re
+import subprocess
+import sys
+
+from crewai.cli.authentication.utils import TokenManager
+from functools import reduce
+from rich.console import Console
+from typing import Any, Dict, List
+
+if sys.version_info >= (3, 11):
+ import tomllib
+
+console = Console()
def copy_template(src, dst, name, class_name, folder_name):
@@ -16,3 +29,191 @@ def copy_template(src, dst, name, class_name, folder_name):
file.write(content)
click.secho(f" - Created {dst}", fg="green")
+
+
+# Drop the simple_toml_parser when we move to python3.11
+def simple_toml_parser(content):
+ result = {}
+ current_section = result
+ for line in content.split("\n"):
+ line = line.strip()
+ if line.startswith("[") and line.endswith("]"):
+ # New section
+ section = line[1:-1].split(".")
+ current_section = result
+ for key in section:
+ current_section = current_section.setdefault(key, {})
+ elif "=" in line:
+ key, value = line.split("=", 1)
+ key = key.strip()
+ value = value.strip().strip('"')
+ current_section[key] = value
+ return result
+
+
+def parse_toml(content):
+ if sys.version_info >= (3, 11):
+ return tomllib.loads(content)
+ else:
+ return simple_toml_parser(content)
+
+
+def get_git_remote_url() -> str | None:
+ """Get the Git repository's remote URL."""
+ try:
+ # Run the git remote -v command
+ result = subprocess.run(
+ ["git", "remote", "-v"], capture_output=True, text=True, check=True
+ )
+
+ # Get the output
+ output = result.stdout
+
+ # Parse the output to find the origin URL
+ matches = re.findall(r"origin\s+(.*?)\s+\(fetch\)", output)
+
+ if matches:
+ return matches[0] # Return the first match (origin URL)
+ else:
+ console.print("No origin remote found.", style="bold red")
+
+ except subprocess.CalledProcessError as e:
+ console.print(
+ f"Error running trying to fetch the Git Repository: {e}", style="bold red"
+ )
+ except FileNotFoundError:
+ console.print(
+ "Git command not found. Make sure Git is installed and in your PATH.",
+ style="bold red",
+ )
+
+ return None
+
+
+def get_project_name(
+ pyproject_path: str = "pyproject.toml", require: bool = False
+) -> str | None:
+ """Get the project name from the pyproject.toml file."""
+ return _get_project_attribute(
+ pyproject_path, ["tool", "poetry", "name"], require=require
+ )
+
+
+def get_project_version(
+ pyproject_path: str = "pyproject.toml", require: bool = False
+) -> str | None:
+ """Get the project version from the pyproject.toml file."""
+ return _get_project_attribute(
+ pyproject_path, ["tool", "poetry", "version"], require=require
+ )
+
+
+def get_project_description(
+ pyproject_path: str = "pyproject.toml", require: bool = False
+) -> str | None:
+ """Get the project description from the pyproject.toml file."""
+ return _get_project_attribute(
+ pyproject_path, ["tool", "poetry", "description"], require=require
+ )
+
+
+def _get_project_attribute(
+ pyproject_path: str, keys: List[str], require: bool
+) -> Any | None:
+ """Get an attribute from the pyproject.toml file."""
+ attribute = None
+
+ try:
+ with open(pyproject_path, "r") as f:
+ pyproject_content = parse_toml(f.read())
+
+ dependencies = (
+ _get_nested_value(pyproject_content, ["tool", "poetry", "dependencies"])
+ or {}
+ )
+ if "crewai" not in dependencies:
+ raise Exception("crewai is not in the dependencies.")
+
+ attribute = _get_nested_value(pyproject_content, keys)
+ except FileNotFoundError:
+ print(f"Error: {pyproject_path} not found.")
+ except KeyError:
+ print(f"Error: {pyproject_path} is not a valid pyproject.toml file.")
+ except tomllib.TOMLDecodeError if sys.version_info >= (3, 11) else Exception as e: # type: ignore
+ print(
+ f"Error: {pyproject_path} is not a valid TOML file."
+ if sys.version_info >= (3, 11)
+ else f"Error reading the pyproject.toml file: {e}"
+ )
+ except Exception as e:
+ print(f"Error reading the pyproject.toml file: {e}")
+
+ if require and not attribute:
+ console.print(
+ f"Unable to read '{'.'.join(keys)}' in the pyproject.toml file. Please verify that the file exists and contains the specified attribute.",
+ style="bold red",
+ )
+ raise SystemExit
+
+ return attribute
+
+
+def _get_nested_value(data: Dict[str, Any], keys: List[str]) -> Any:
+ return reduce(dict.__getitem__, keys, data)
+
+
+def get_crewai_version(poetry_lock_path: str = "poetry.lock") -> str:
+ """Get the version number of crewai from the poetry.lock file."""
+ try:
+ with open(poetry_lock_path, "r") as f:
+ lock_content = f.read()
+
+ match = re.search(
+ r'\[\[package\]\]\s*name\s*=\s*"crewai"\s*version\s*=\s*"([^"]+)"',
+ lock_content,
+ re.DOTALL,
+ )
+ if match:
+ return match.group(1)
+ else:
+ print("crewai package not found in poetry.lock")
+ return "no-version-found"
+
+ except FileNotFoundError:
+ print(f"Error: {poetry_lock_path} not found.")
+ except Exception as e:
+ print(f"Error reading the poetry.lock file: {e}")
+
+ return "no-version-found"
+
+
+def fetch_and_json_env_file(env_file_path: str = ".env") -> dict:
+ """Fetch the environment variables from a .env file and return them as a dictionary."""
+ try:
+ # Read the .env file
+ with open(env_file_path, "r") as f:
+ env_content = f.read()
+
+ # Parse the .env file content to a dictionary
+ env_dict = {}
+ for line in env_content.splitlines():
+ if line.strip() and not line.strip().startswith("#"):
+ key, value = line.split("=", 1)
+ env_dict[key.strip()] = value.strip()
+
+ return env_dict
+
+ except FileNotFoundError:
+ print(f"Error: {env_file_path} not found.")
+ except Exception as e:
+ print(f"Error reading the .env file: {e}")
+
+ return {}
+
+
+def get_auth_token() -> str:
+ """Get the authentication token."""
+ access_token = TokenManager().get_token()
+ if not access_token:
+ raise Exception()
+ return access_token
diff --git a/src/crewai/crews/crew_output.py b/src/crewai/crews/crew_output.py
index 64d1f9caf..c9a92a0d0 100644
--- a/src/crewai/crews/crew_output.py
+++ b/src/crewai/crews/crew_output.py
@@ -41,6 +41,14 @@ class CrewOutput(BaseModel):
output_dict.update(self.pydantic.model_dump())
return output_dict
+ def __getitem__(self, key):
+ if self.pydantic and hasattr(self.pydantic, key):
+ return getattr(self.pydantic, key)
+ elif self.json_dict and key in self.json_dict:
+ return self.json_dict[key]
+ else:
+ raise KeyError(f"Key '{key}' not found in CrewOutput.")
+
def __str__(self):
if self.pydantic:
return str(self.pydantic)
diff --git a/src/crewai/flow/__init__.py b/src/crewai/flow/__init__.py
new file mode 100644
index 000000000..b8c530bc3
--- /dev/null
+++ b/src/crewai/flow/__init__.py
@@ -0,0 +1,3 @@
+from crewai.flow.flow import Flow
+
+__all__ = ["Flow"]
diff --git a/src/crewai/flow/assets/crewai_flow_visual_template.html b/src/crewai/flow/assets/crewai_flow_visual_template.html
new file mode 100644
index 000000000..f175ef1a7
--- /dev/null
+++ b/src/crewai/flow/assets/crewai_flow_visual_template.html
@@ -0,0 +1,93 @@
+
+
+
+
+ {{ title }}
+
+
+
+
+
+
+
+
+
+
+
+
+ {{ network_content }}
+
+
diff --git a/src/crewai/flow/assets/crewai_logo.svg b/src/crewai/flow/assets/crewai_logo.svg
new file mode 100644
index 000000000..1668a48e5
--- /dev/null
+++ b/src/crewai/flow/assets/crewai_logo.svg
@@ -0,0 +1,12 @@
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/src/crewai/flow/config.py b/src/crewai/flow/config.py
new file mode 100644
index 000000000..ddaddc7a8
--- /dev/null
+++ b/src/crewai/flow/config.py
@@ -0,0 +1,46 @@
+DARK_GRAY = "#333333"
+CREWAI_ORANGE = "#FF5A50"
+GRAY = "#666666"
+WHITE = "#FFFFFF"
+
+COLORS = {
+ "bg": WHITE,
+ "start": CREWAI_ORANGE,
+ "method": DARK_GRAY,
+ "router": DARK_GRAY,
+ "router_border": CREWAI_ORANGE,
+ "edge": GRAY,
+ "router_edge": CREWAI_ORANGE,
+ "text": WHITE,
+}
+
+NODE_STYLES = {
+ "start": {
+ "color": COLORS["start"],
+ "shape": "box",
+ "font": {"color": COLORS["text"]},
+ "margin": {"top": 10, "bottom": 8, "left": 10, "right": 10},
+ },
+ "method": {
+ "color": COLORS["method"],
+ "shape": "box",
+ "font": {"color": COLORS["text"]},
+ "margin": {"top": 10, "bottom": 8, "left": 10, "right": 10},
+ },
+ "router": {
+ "color": {
+ "background": COLORS["router"],
+ "border": COLORS["router_border"],
+ "highlight": {
+ "border": COLORS["router_border"],
+ "background": COLORS["router"],
+ },
+ },
+ "shape": "box",
+ "font": {"color": COLORS["text"]},
+ "borderWidth": 3,
+ "borderWidthSelected": 4,
+ "shapeProperties": {"borderDashes": [5, 5]},
+ "margin": {"top": 10, "bottom": 8, "left": 10, "right": 10},
+ },
+}
diff --git a/src/crewai/flow/flow.py b/src/crewai/flow/flow.py
new file mode 100644
index 000000000..f60e5c1e3
--- /dev/null
+++ b/src/crewai/flow/flow.py
@@ -0,0 +1,274 @@
+# flow.py
+
+# flow.py
+
+import asyncio
+import inspect
+from typing import Any, Callable, Dict, Generic, List, Set, Type, TypeVar, Union
+
+from pydantic import BaseModel
+
+from crewai.flow.flow_visualizer import plot_flow
+
+T = TypeVar("T", bound=Union[BaseModel, Dict[str, Any]])
+
+
+def start(condition=None):
+ def decorator(func):
+ func.__is_start_method__ = True
+ if condition is not None:
+ if isinstance(condition, str):
+ func.__trigger_methods__ = [condition]
+ func.__condition_type__ = "OR"
+ elif (
+ isinstance(condition, dict)
+ and "type" in condition
+ and "methods" in condition
+ ):
+ func.__trigger_methods__ = condition["methods"]
+ func.__condition_type__ = condition["type"]
+ elif callable(condition) and hasattr(condition, "__name__"):
+ func.__trigger_methods__ = [condition.__name__]
+ func.__condition_type__ = "OR"
+ else:
+ raise ValueError(
+ "Condition must be a method, string, or a result of or_() or and_()"
+ )
+ return func
+
+ return decorator
+
+
+def listen(condition):
+ def decorator(func):
+ if isinstance(condition, str):
+ func.__trigger_methods__ = [condition]
+ func.__condition_type__ = "OR"
+ elif (
+ isinstance(condition, dict)
+ and "type" in condition
+ and "methods" in condition
+ ):
+ func.__trigger_methods__ = condition["methods"]
+ func.__condition_type__ = condition["type"]
+ elif callable(condition) and hasattr(condition, "__name__"):
+ func.__trigger_methods__ = [condition.__name__]
+ func.__condition_type__ = "OR"
+ else:
+ raise ValueError(
+ "Condition must be a method, string, or a result of or_() or and_()"
+ )
+ return func
+
+ return decorator
+
+
+def router(method, paths=None):
+ def decorator(func):
+ func.__is_router__ = True
+ func.__router_for__ = method.__name__
+ if paths:
+ func.__router_paths__ = paths
+ return func
+
+ return decorator
+
+
+def or_(*conditions):
+ methods = []
+ for condition in conditions:
+ if isinstance(condition, dict) and "methods" in condition:
+ methods.extend(condition["methods"])
+ elif isinstance(condition, str):
+ methods.append(condition)
+ elif callable(condition):
+ methods.append(getattr(condition, "__name__", repr(condition)))
+ else:
+ raise ValueError("Invalid condition in or_()")
+ return {"type": "OR", "methods": methods}
+
+
+def and_(*conditions):
+ methods = []
+ for condition in conditions:
+ if isinstance(condition, dict) and "methods" in condition:
+ methods.extend(condition["methods"])
+ elif isinstance(condition, str):
+ methods.append(condition)
+ elif callable(condition):
+ methods.append(getattr(condition, "__name__", repr(condition)))
+ else:
+ raise ValueError("Invalid condition in and_()")
+ return {"type": "AND", "methods": methods}
+
+
+class FlowMeta(type):
+ def __new__(mcs, name, bases, dct):
+ cls = super().__new__(mcs, name, bases, dct)
+
+ start_methods = []
+ listeners = {}
+ routers = {}
+ router_paths = {}
+
+ for attr_name, attr_value in dct.items():
+ if hasattr(attr_value, "__is_start_method__"):
+ start_methods.append(attr_name)
+ if hasattr(attr_value, "__trigger_methods__"):
+ methods = attr_value.__trigger_methods__
+ condition_type = getattr(attr_value, "__condition_type__", "OR")
+ listeners[attr_name] = (condition_type, methods)
+ elif hasattr(attr_value, "__trigger_methods__"):
+ methods = attr_value.__trigger_methods__
+ condition_type = getattr(attr_value, "__condition_type__", "OR")
+ listeners[attr_name] = (condition_type, methods)
+ elif hasattr(attr_value, "__is_router__"):
+ routers[attr_value.__router_for__] = attr_name
+ if hasattr(attr_value, "__router_paths__"):
+ router_paths[attr_name] = attr_value.__router_paths__
+
+ # **Register router as a listener to its triggering method**
+ trigger_method_name = attr_value.__router_for__
+ methods = [trigger_method_name]
+ condition_type = "OR"
+ listeners[attr_name] = (condition_type, methods)
+
+ setattr(cls, "_start_methods", start_methods)
+ setattr(cls, "_listeners", listeners)
+ setattr(cls, "_routers", routers)
+ setattr(cls, "_router_paths", router_paths)
+
+ return cls
+
+
+class Flow(Generic[T], metaclass=FlowMeta):
+ _start_methods: List[str] = []
+ _listeners: Dict[str, tuple[str, List[str]]] = {}
+ _routers: Dict[str, str] = {}
+ _router_paths: Dict[str, List[str]] = {}
+ initial_state: Union[Type[T], T, None] = None
+
+ def __class_getitem__(cls, item):
+ class _FlowGeneric(cls):
+ _initial_state_T = item
+
+ return _FlowGeneric
+
+ def __init__(self):
+ self._methods: Dict[str, Callable] = {}
+ self._state = self._create_initial_state()
+ self._completed_methods: Set[str] = set()
+ self._pending_and_listeners: Dict[str, Set[str]] = {}
+ self._method_outputs: List[Any] = [] # List to store all method outputs
+
+ for method_name in dir(self):
+ if callable(getattr(self, method_name)) and not method_name.startswith(
+ "__"
+ ):
+ self._methods[method_name] = getattr(self, method_name)
+
+ def _create_initial_state(self) -> T:
+ if self.initial_state is None and hasattr(self, "_initial_state_T"):
+ return self._initial_state_T() # type: ignore
+ if self.initial_state is None:
+ return {} # type: ignore
+ elif isinstance(self.initial_state, type):
+ return self.initial_state()
+ else:
+ return self.initial_state
+
+ @property
+ def state(self) -> T:
+ return self._state
+
+ @property
+ def method_outputs(self) -> List[Any]:
+ """Returns the list of all outputs from executed methods."""
+ return self._method_outputs
+
+ async def kickoff(self) -> Any:
+ if not self._start_methods:
+ raise ValueError("No start method defined")
+
+ # Create tasks for all start methods
+ tasks = [
+ self._execute_start_method(start_method)
+ for start_method in self._start_methods
+ ]
+
+ # Run all start methods concurrently
+ await asyncio.gather(*tasks)
+
+ # Return the final output (from the last executed method)
+ if self._method_outputs:
+ return self._method_outputs[-1]
+ else:
+ return None # Or raise an exception if no methods were executed
+
+ async def _execute_start_method(self, start_method: str):
+ result = await self._execute_method(self._methods[start_method])
+ await self._execute_listeners(start_method, result)
+
+ async def _execute_method(self, method: Callable, *args, **kwargs):
+ result = (
+ await method(*args, **kwargs)
+ if asyncio.iscoroutinefunction(method)
+ else method(*args, **kwargs)
+ )
+ self._method_outputs.append(result) # Store the output
+ return result
+
+ async def _execute_listeners(self, trigger_method: str, result: Any):
+ listener_tasks = []
+
+ if trigger_method in self._routers:
+ router_method = self._methods[self._routers[trigger_method]]
+ path = await self._execute_method(router_method)
+ # Use the path as the new trigger method
+ trigger_method = path
+
+ for listener, (condition_type, methods) in self._listeners.items():
+ if condition_type == "OR":
+ if trigger_method in methods:
+ listener_tasks.append(
+ self._execute_single_listener(listener, result)
+ )
+ elif condition_type == "AND":
+ if listener not in self._pending_and_listeners:
+ self._pending_and_listeners[listener] = set()
+ self._pending_and_listeners[listener].add(trigger_method)
+ if set(methods) == self._pending_and_listeners[listener]:
+ listener_tasks.append(
+ self._execute_single_listener(listener, result)
+ )
+ del self._pending_and_listeners[listener]
+
+ # Run all listener tasks concurrently and wait for them to complete
+ await asyncio.gather(*listener_tasks)
+
+ async def _execute_single_listener(self, listener: str, result: Any):
+ try:
+ method = self._methods[listener]
+ sig = inspect.signature(method)
+ params = list(sig.parameters.values())
+
+ # Exclude 'self' parameter
+ method_params = [p for p in params if p.name != "self"]
+
+ if method_params:
+ # If listener expects parameters, pass the result
+ listener_result = await self._execute_method(method, result)
+ else:
+ # If listener does not expect parameters, call without arguments
+ listener_result = await self._execute_method(method)
+
+ # Execute listeners of this listener
+ await self._execute_listeners(listener, listener_result)
+ except Exception as e:
+ print(f"[Flow._execute_single_listener] Error in method {listener}: {e}")
+ import traceback
+
+ traceback.print_exc()
+
+ def plot(self, filename: str = "crewai_flow_graph"):
+ plot_flow(self, filename)
diff --git a/src/crewai/flow/flow_visualizer.py b/src/crewai/flow/flow_visualizer.py
new file mode 100644
index 000000000..822f192b0
--- /dev/null
+++ b/src/crewai/flow/flow_visualizer.py
@@ -0,0 +1,99 @@
+# flow_visualizer.py
+
+import os
+
+from pyvis.network import Network
+
+from crewai.flow.config import COLORS, NODE_STYLES
+from crewai.flow.html_template_handler import HTMLTemplateHandler
+from crewai.flow.legend_generator import generate_legend_items_html, get_legend_items
+from crewai.flow.utils import calculate_node_levels
+from crewai.flow.visualization_utils import (
+ add_edges,
+ add_nodes_to_network,
+ compute_positions,
+)
+
+
+class FlowPlot:
+ def __init__(self, flow):
+ self.flow = flow
+ self.colors = COLORS
+ self.node_styles = NODE_STYLES
+
+ def plot(self, filename):
+ net = Network(
+ directed=True,
+ height="750px",
+ width="100%",
+ bgcolor=self.colors["bg"],
+ layout=None,
+ )
+
+ # Calculate levels for nodes
+ node_levels = calculate_node_levels(self.flow)
+
+ # Compute positions
+ node_positions = compute_positions(self.flow, node_levels)
+
+ # Add nodes to the network
+ add_nodes_to_network(net, self.flow, node_positions, self.node_styles)
+
+ # Add edges to the network
+ add_edges(net, self.flow, node_positions, self.colors)
+
+ # Set options to disable physics
+ net.set_options(
+ """
+ var options = {
+ "physics": {
+ "enabled": false
+ }
+ }
+ """
+ )
+
+ network_html = net.generate_html()
+ final_html_content = self._generate_final_html(network_html)
+
+ # Save the final HTML content to the file
+ with open(f"{filename}.html", "w", encoding="utf-8") as f:
+ f.write(final_html_content)
+ print(f"Graph saved as {filename}.html")
+
+ self._cleanup_pyvis_lib()
+
+ def _generate_final_html(self, network_html):
+ # Extract just the body content from the generated HTML
+ current_dir = os.path.dirname(__file__)
+ template_path = os.path.join(
+ current_dir, "assets", "crewai_flow_visual_template.html"
+ )
+ logo_path = os.path.join(current_dir, "assets", "crewai_logo.svg")
+
+ html_handler = HTMLTemplateHandler(template_path, logo_path)
+ network_body = html_handler.extract_body_content(network_html)
+
+ # Generate the legend items HTML
+ legend_items = get_legend_items(self.colors)
+ legend_items_html = generate_legend_items_html(legend_items)
+ final_html_content = html_handler.generate_final_html(
+ network_body, legend_items_html
+ )
+ return final_html_content
+
+ def _cleanup_pyvis_lib(self):
+ # Clean up the generated lib folder
+ lib_folder = os.path.join(os.getcwd(), "lib")
+ try:
+ if os.path.exists(lib_folder) and os.path.isdir(lib_folder):
+ import shutil
+
+ shutil.rmtree(lib_folder)
+ except Exception as e:
+ print(f"Error cleaning up {lib_folder}: {e}")
+
+
+def plot_flow(flow, filename="flow_graph"):
+ visualizer = FlowPlot(flow)
+ visualizer.plot(filename)
diff --git a/src/crewai/flow/html_template_handler.py b/src/crewai/flow/html_template_handler.py
new file mode 100644
index 000000000..8a88da42a
--- /dev/null
+++ b/src/crewai/flow/html_template_handler.py
@@ -0,0 +1,66 @@
+import base64
+import os
+import re
+
+
+class HTMLTemplateHandler:
+ def __init__(self, template_path, logo_path):
+ self.template_path = template_path
+ self.logo_path = logo_path
+
+ def read_template(self):
+ with open(self.template_path, "r", encoding="utf-8") as f:
+ return f.read()
+
+ def encode_logo(self):
+ with open(self.logo_path, "rb") as logo_file:
+ logo_svg_data = logo_file.read()
+ return base64.b64encode(logo_svg_data).decode("utf-8")
+
+ def extract_body_content(self, html):
+ match = re.search("(.*?)