Merge branch 'main' into feat-emit-stream-tool

Since we have fixed streaming response issue we can remove this @skip_streaming_in_ci

pyproject.toml

@@ -81,10 +81,10 @@ dev-dependencies = [
     "pillow>=10.2.0",
     "cairosvg>=2.7.1",
     "pytest>=8.0.0",
-    "pytest-vcr>=1.0.2",
     "python-dotenv>=1.0.0",
     "pytest-asyncio>=0.23.7",
     "pytest-subprocess>=1.5.2",
+    "pytest-recording>=0.13.2",
 ]
 
 [project.scripts]

src/crewai/llm.py

@@ -4,9 +4,12 @@ import os
 import sys
 import threading
 import warnings
+from collections import defaultdict
 from contextlib import contextmanager
+from types import SimpleNamespace
 from typing import (
     Any,
+    DefaultDict,
     Dict,
     List,
     Literal,
@@ -18,7 +21,8 @@ from typing import (
 )
 
 from dotenv import load_dotenv
-from pydantic import BaseModel
+from litellm.types.utils import ChatCompletionDeltaToolCall
+from pydantic import BaseModel, Field
 
 from crewai.utilities.events.llm_events import (
     LLMCallCompletedEvent,
@@ -219,6 +223,15 @@ class StreamingChoices(TypedDict):
     finish_reason: Optional[str]
 
 
+class FunctionArgs(BaseModel):
+    name: str = ""
+    arguments: str = ""
+
+
+class AccumulatedToolArgs(BaseModel):
+    function: FunctionArgs = Field(default_factory=FunctionArgs)
+
+
 class LLM(BaseLLM):
     def __init__(
         self,
@@ -371,6 +384,11 @@ class LLM(BaseLLM):
         last_chunk = None
         chunk_count = 0
         usage_info = None
+        tool_calls = None
+
+        accumulated_tool_args: DefaultDict[int, AccumulatedToolArgs] = defaultdict(
+            AccumulatedToolArgs
+        )
 
         # --- 2) Make sure stream is set to True and include usage metrics
         params["stream"] = True
@@ -428,6 +446,20 @@ class LLM(BaseLLM):
                             if chunk_content is None and isinstance(delta, dict):
                                 # Some models might send empty content chunks
                                 chunk_content = ""
+
+                            # Enable tool calls using streaming
+                            if "tool_calls" in delta:
+                                tool_calls = delta["tool_calls"]
+
+                                if tool_calls:
+                                    result = self._handle_streaming_tool_calls(
+                                        tool_calls=tool_calls,
+                                        accumulated_tool_args=accumulated_tool_args,
+                                        available_functions=available_functions,
+                                    )
+                                    if result is not None:
+                                        chunk_content = result
+
                 except Exception as e:
                     logging.debug(f"Error extracting content from chunk: {e}")
                     logging.debug(f"Chunk format: {type(chunk)}, content: {chunk}")
@@ -442,7 +474,6 @@ class LLM(BaseLLM):
                         self,
                         event=LLMStreamChunkEvent(chunk=chunk_content),
                     )
-
             # --- 4) Fallback to non-streaming if no content received
             if not full_response.strip() and chunk_count == 0:
                 logging.warning(
@@ -501,7 +532,7 @@ class LLM(BaseLLM):
                         )
 
             # --- 6) If still empty, raise an error instead of using a default response
-            if not full_response.strip():
+            if not full_response.strip() and len(accumulated_tool_args) == 0:
                 raise Exception(
                     "No content received from streaming response. Received empty chunks or failed to extract content."
                 )
@@ -533,8 +564,8 @@ class LLM(BaseLLM):
                                 tool_calls = getattr(message, "tool_calls")
             except Exception as e:
                 logging.debug(f"Error checking for tool calls: {e}")
-
             # --- 8) If no tool calls or no available functions, return the text response directly
+
             if not tool_calls or not available_functions:
                 # Log token usage if available in streaming mode
                 self._handle_streaming_callbacks(callbacks, usage_info, last_chunk)
@@ -568,6 +599,47 @@ class LLM(BaseLLM):
             )
             raise Exception(f"Failed to get streaming response: {str(e)}")
 
+    def _handle_streaming_tool_calls(
+        self,
+        tool_calls: List[ChatCompletionDeltaToolCall],
+        accumulated_tool_args: DefaultDict[int, AccumulatedToolArgs],
+        available_functions: Optional[Dict[str, Any]] = None,
+    ) -> None | str:
+        for tool_call in tool_calls:
+            current_tool_accumulator = accumulated_tool_args[tool_call.index]
+
+            if tool_call.function.name:
+                current_tool_accumulator.function.name = tool_call.function.name
+
+            if tool_call.function.arguments:
+                current_tool_accumulator.function.arguments += (
+                    tool_call.function.arguments
+                )
+
+            crewai_event_bus.emit(
+                self,
+                event=LLMStreamChunkEvent(
+                    tool_call=tool_call.to_dict(),
+                    chunk=tool_call.function.arguments,
+                ),
+            )
+
+            if (
+                current_tool_accumulator.function.name
+                and current_tool_accumulator.function.arguments
+                and available_functions
+            ):
+                try:
+                    json.loads(current_tool_accumulator.function.arguments)
+
+                    return self._handle_tool_call(
+                        [current_tool_accumulator],
+                        available_functions,
+                    )
+                except json.JSONDecodeError:
+                    continue
+        return None
+
     def _handle_streaming_callbacks(
         self,
         callbacks: Optional[List[Any]],

src/crewai/utilities/events/llm_events.py

@@ -1,6 +1,8 @@
 from enum import Enum
 from typing import Any, Dict, List, Optional, Union
 
+from pydantic import BaseModel
+
 from crewai.utilities.events.base_events import BaseEvent
 
 
@@ -41,8 +43,21 @@ class LLMCallFailedEvent(BaseEvent):
     type: str = "llm_call_failed"
 
 
+class FunctionCall(BaseModel):
+    arguments: str
+    name: Optional[str] = None
+
+
+class ToolCall(BaseModel):
+    id: Optional[str] = None
+    function: FunctionCall
+    type: Optional[str] = None
+    index: int
+
+
 class LLMStreamChunkEvent(BaseEvent):
     """Event emitted when a streaming chunk is received"""
 
     type: str = "llm_stream_chunk"
     chunk: str
+    tool_call: Optional[ToolCall] = None

tests/cassettes/test_handle_streaming_tool_calls.yaml

@@ -0,0 +1,133 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "user", "content": "What is the weather in New York?"}],
+      "model": "gpt-4o", "stop": [], "stream": true, "stream_options": {"include_usage":
+      true}, "tools": [{"type": "function", "function": {"name": "get_weather", "description":
+      "Get the current weather in a given location", "parameters": {"type": "object",
+      "properties": {"location": {"type": "string", "description": "The city and state,
+      e.g. San Francisco, CA"}}, "required": ["location"]}}}]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '470'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.74.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.74.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.12
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: 'data: {"id":"chatcmpl-BMyImYKF6jsJsQzWvhNfNb4gAIRVc","object":"chat.completion.chunk","created":1744814716,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"role":"assistant","content":null,"tool_calls":[{"index":0,"id":"call_bCEixqN8Y40SUyius8ZfVErH","type":"function","function":{"name":"get_weather","arguments":""}}],"refusal":null},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMyImYKF6jsJsQzWvhNfNb4gAIRVc","object":"chat.completion.chunk","created":1744814716,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"{\""}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMyImYKF6jsJsQzWvhNfNb4gAIRVc","object":"chat.completion.chunk","created":1744814716,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"location"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMyImYKF6jsJsQzWvhNfNb4gAIRVc","object":"chat.completion.chunk","created":1744814716,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"\":\""}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMyImYKF6jsJsQzWvhNfNb4gAIRVc","object":"chat.completion.chunk","created":1744814716,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"New"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMyImYKF6jsJsQzWvhNfNb4gAIRVc","object":"chat.completion.chunk","created":1744814716,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"
+        York"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMyImYKF6jsJsQzWvhNfNb4gAIRVc","object":"chat.completion.chunk","created":1744814716,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":","}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMyImYKF6jsJsQzWvhNfNb4gAIRVc","object":"chat.completion.chunk","created":1744814716,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"
+        NY"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMyImYKF6jsJsQzWvhNfNb4gAIRVc","object":"chat.completion.chunk","created":1744814716,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"\"}"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMyImYKF6jsJsQzWvhNfNb4gAIRVc","object":"chat.completion.chunk","created":1744814716,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{},"logprobs":null,"finish_reason":"tool_calls"}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMyImYKF6jsJsQzWvhNfNb4gAIRVc","object":"chat.completion.chunk","created":1744814716,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[],"usage":{"prompt_tokens":68,"completion_tokens":18,"total_tokens":86,"prompt_tokens_details":{"cached_tokens":0,"audio_tokens":0},"completion_tokens_details":{"reasoning_tokens":0,"audio_tokens":0,"accepted_prediction_tokens":0,"rejected_prediction_tokens":0}}}
+
+
+        data: [DONE]
+
+
+        '
+    headers:
+      CF-RAY:
+      - 93147723ecc1f237-GRU
+      Connection:
+      - keep-alive
+      Content-Type:
+      - text/event-stream; charset=utf-8
+      Date:
+      - Wed, 16 Apr 2025 14:45:16 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '620'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29999989'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_0a08d5f042ef769aeb2c941e398f65f4
+    status:
+      code: 200
+      message: OK
+version: 1

tests/cassettes/test_handle_streaming_tool_calls_no_available_functions.yaml

@@ -0,0 +1,133 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "user", "content": "What is the weather in New York?"}],
+      "model": "gpt-4o", "stop": [], "stream": true, "stream_options": {"include_usage":
+      true}, "tools": [{"type": "function", "function": {"name": "get_weather", "description":
+      "Get the current weather in a given location", "parameters": {"type": "object",
+      "properties": {"location": {"type": "string", "description": "The city and state,
+      e.g. San Francisco, CA"}}, "required": ["location"]}}}]}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '470'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.74.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.74.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.12
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: 'data: {"id":"chatcmpl-BMy4cOLWqB5n5X1Zog3uV9Y7Lrkwp","object":"chat.completion.chunk","created":1744813838,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"role":"assistant","content":null,"tool_calls":[{"index":0,"id":"call_ccog5nyDCLYpoWzksuCkGEqY","type":"function","function":{"name":"get_weather","arguments":""}}],"refusal":null},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4cOLWqB5n5X1Zog3uV9Y7Lrkwp","object":"chat.completion.chunk","created":1744813838,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"{\""}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4cOLWqB5n5X1Zog3uV9Y7Lrkwp","object":"chat.completion.chunk","created":1744813838,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"location"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4cOLWqB5n5X1Zog3uV9Y7Lrkwp","object":"chat.completion.chunk","created":1744813838,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"\":\""}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4cOLWqB5n5X1Zog3uV9Y7Lrkwp","object":"chat.completion.chunk","created":1744813838,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"New"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4cOLWqB5n5X1Zog3uV9Y7Lrkwp","object":"chat.completion.chunk","created":1744813838,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"
+        York"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4cOLWqB5n5X1Zog3uV9Y7Lrkwp","object":"chat.completion.chunk","created":1744813838,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":","}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4cOLWqB5n5X1Zog3uV9Y7Lrkwp","object":"chat.completion.chunk","created":1744813838,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"
+        NY"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4cOLWqB5n5X1Zog3uV9Y7Lrkwp","object":"chat.completion.chunk","created":1744813838,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"tool_calls":[{"index":0,"function":{"arguments":"\"}"}}]},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4cOLWqB5n5X1Zog3uV9Y7Lrkwp","object":"chat.completion.chunk","created":1744813838,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{},"logprobs":null,"finish_reason":"tool_calls"}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4cOLWqB5n5X1Zog3uV9Y7Lrkwp","object":"chat.completion.chunk","created":1744813838,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[],"usage":{"prompt_tokens":68,"completion_tokens":18,"total_tokens":86,"prompt_tokens_details":{"cached_tokens":0,"audio_tokens":0},"completion_tokens_details":{"reasoning_tokens":0,"audio_tokens":0,"accepted_prediction_tokens":0,"rejected_prediction_tokens":0}}}
+
+
+        data: [DONE]
+
+
+        '
+    headers:
+      CF-RAY:
+      - 931461bbddc27df9-GRU
+      Connection:
+      - keep-alive
+      Content-Type:
+      - text/event-stream; charset=utf-8
+      Date:
+      - Wed, 16 Apr 2025 14:30:39 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '445'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29999989'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_1bb5862de2891623d44c012aba597c5e
+    status:
+      code: 200
+      message: OK
+version: 1

tests/cassettes/test_handle_streaming_tool_calls_no_tools.yaml

@@ -0,0 +1,279 @@
+interactions:
+- request:
+    body: '{"messages": [{"role": "user", "content": "What is the weather in New York?"}],
+      "model": "gpt-4o", "stop": [], "stream": true, "stream_options": {"include_usage":
+      true}}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '169'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.74.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.74.0
+      x-stainless-raw-response:
+      - 'true'
+      x-stainless-read-timeout:
+      - '600.0'
+      x-stainless-retry-count:
+      - '0'
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.11.12
+    method: POST
+    uri: https://api.openai.com/v1/chat/completions
+  response:
+    body:
+      string: 'data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"role":"assistant","content":"","refusal":null},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"I''m"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        unable"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        to"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        provide"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        real"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"-time"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        information"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        or"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        current"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        weather"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        updates"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"."},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        For"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        the"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        latest"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        weather"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        information"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        in"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        New"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        York"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":","},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        I"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        recommend"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        checking"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        a"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        reliable"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        weather"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        website"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        or"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        app"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":","},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        such"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        as"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        the"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        National"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        Weather"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        Service"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":","},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        Weather"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":".com"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":","},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        or"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        a"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        similar"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"
+        service"},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{"content":"."},"logprobs":null,"finish_reason":null}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[{"index":0,"delta":{},"logprobs":null,"finish_reason":"stop"}],"usage":null}
+
+
+        data: {"id":"chatcmpl-BMy4dVQFM7KUrmflCVk4i454PXCga","object":"chat.completion.chunk","created":1744813839,"model":"gpt-4o-2024-08-06","service_tier":"default","system_fingerprint":"fp_22890b9c0a","choices":[],"usage":{"prompt_tokens":15,"completion_tokens":47,"total_tokens":62,"prompt_tokens_details":{"cached_tokens":0,"audio_tokens":0},"completion_tokens_details":{"reasoning_tokens":0,"audio_tokens":0,"accepted_prediction_tokens":0,"rejected_prediction_tokens":0}}}
+
+
+        data: [DONE]
+
+
+        '
+    headers:
+      CF-RAY:
+      - 931461c25bb47df9-GRU
+      Connection:
+      - keep-alive
+      Content-Type:
+      - text/event-stream; charset=utf-8
+      Date:
+      - Wed, 16 Apr 2025 14:30:40 GMT
+      Server:
+      - cloudflare
+      Transfer-Encoding:
+      - chunked
+      X-Content-Type-Options:
+      - nosniff
+      access-control-expose-headers:
+      - X-Request-ID
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      openai-organization:
+      - crewai-iuxna1
+      openai-processing-ms:
+      - '298'
+      openai-version:
+      - '2020-10-01'
+      strict-transport-security:
+      - max-age=31536000; includeSubDomains; preload
+      x-ratelimit-limit-requests:
+      - '10000'
+      x-ratelimit-limit-tokens:
+      - '30000000'
+      x-ratelimit-remaining-requests:
+      - '9999'
+      x-ratelimit-remaining-tokens:
+      - '29999989'
+      x-ratelimit-reset-requests:
+      - 6ms
+      x-ratelimit-reset-tokens:
+      - 0s
+      x-request-id:
+      - req_89971fd68e5a59c9fa50e04106228b0a
+    status:
+      code: 200
+      message: OK
+version: 1

tests/conftest.py

@@ -8,6 +8,7 @@ from dotenv import load_dotenv
 
 load_result = load_dotenv(override=True)
 
+
 @pytest.fixture(autouse=True)
 def setup_test_environment():
     """Set up test environment with a temporary directory for SQLite storage."""
@@ -15,11 +16,13 @@ def setup_test_environment():
         # Create the directory with proper permissions
         storage_dir = Path(temp_dir) / "crewai_test_storage"
         storage_dir.mkdir(parents=True, exist_ok=True)
-        
+
         # Validate that the directory was created successfully
         if not storage_dir.exists() or not storage_dir.is_dir():
-            raise RuntimeError(f"Failed to create test storage directory: {storage_dir}")
-        
+            raise RuntimeError(
+                f"Failed to create test storage directory: {storage_dir}"
+            )
+
         # Verify directory permissions
         try:
             # Try to create a test file to verify write permissions
@@ -27,11 +30,20 @@ def setup_test_environment():
             test_file.touch()
             test_file.unlink()
         except (OSError, IOError) as e:
-            raise RuntimeError(f"Test storage directory {storage_dir} is not writable: {e}")
-        
+            raise RuntimeError(
+                f"Test storage directory {storage_dir} is not writable: {e}"
+            )
+
         # Set environment variable to point to the test storage directory
         os.environ["CREWAI_STORAGE_DIR"] = str(storage_dir)
-        
+
         yield
-        
+
         # Cleanup is handled automatically when tempfile context exits
+
+
+@pytest.fixture(scope="module")
+def vcr_config(request) -> dict:
+    return {
+        "cassette_library_dir": "tests/cassettes",
+    }

tests/crew_test.py

@@ -42,11 +42,6 @@ from crewai.utilities.events.event_listener import EventListener
 from crewai.utilities.rpm_controller import RPMController
 from crewai.utilities.task_output_storage_handler import TaskOutputStorageHandler
 
-# Skip streaming tests when running in CI/CD environments
-skip_streaming_in_ci = pytest.mark.skipif(
-    os.getenv("CI") is not None, reason="Skipping streaming tests in CI/CD environments"
-)
-
 ceo = Agent(
     role="CEO",
     goal="Make sure the writers in your company produce amazing content.",
@@ -963,7 +958,6 @@ def test_api_calls_throttling(capsys):
         moveon.assert_called()
 
 
-@skip_streaming_in_ci
 @pytest.mark.vcr(filter_headers=["authorization"])
 def test_crew_kickoff_usage_metrics():
     inputs = [
@@ -999,7 +993,6 @@ def test_crew_kickoff_usage_metrics():
         assert result.token_usage.cached_prompt_tokens == 0
 
 
-@skip_streaming_in_ci
 @pytest.mark.vcr(filter_headers=["authorization"])
 def test_crew_kickoff_streaming_usage_metrics():
     inputs = [
@@ -4256,53 +4249,93 @@ def test_crew_kickoff_for_each_works_with_manager_agent_copy():
     assert crew_copy.manager_agent.role == crew.manager_agent.role
     assert crew_copy.manager_agent.goal == crew.manager_agent.goal
 
+
 def test_crew_copy_with_memory():
     """Test that copying a crew with memory enabled does not raise validation errors and copies memory correctly."""
     agent = Agent(role="Test Agent", goal="Test Goal", backstory="Test Backstory")
     task = Task(description="Test Task", expected_output="Test Output", agent=agent)
     crew = Crew(agents=[agent], tasks=[task], memory=True)
 
-    original_short_term_id = id(crew._short_term_memory) if crew._short_term_memory else None
-    original_long_term_id = id(crew._long_term_memory) if crew._long_term_memory else None
+    original_short_term_id = (
+        id(crew._short_term_memory) if crew._short_term_memory else None
+    )
+    original_long_term_id = (
+        id(crew._long_term_memory) if crew._long_term_memory else None
+    )
     original_entity_id = id(crew._entity_memory) if crew._entity_memory else None
     original_external_id = id(crew._external_memory) if crew._external_memory else None
     original_user_id = id(crew._user_memory) if crew._user_memory else None
 
-
     try:
         crew_copy = crew.copy()
 
-        assert hasattr(crew_copy, "_short_term_memory"), "Copied crew should have _short_term_memory"
-        assert crew_copy._short_term_memory is not None, "Copied _short_term_memory should not be None"
-        assert id(crew_copy._short_term_memory) != original_short_term_id, "Copied _short_term_memory should be a new object"
+        assert hasattr(
+            crew_copy, "_short_term_memory"
+        ), "Copied crew should have _short_term_memory"
+        assert (
+            crew_copy._short_term_memory is not None
+        ), "Copied _short_term_memory should not be None"
+        assert (
+            id(crew_copy._short_term_memory) != original_short_term_id
+        ), "Copied _short_term_memory should be a new object"
 
-        assert hasattr(crew_copy, "_long_term_memory"), "Copied crew should have _long_term_memory"
-        assert crew_copy._long_term_memory is not None, "Copied _long_term_memory should not be None"
-        assert id(crew_copy._long_term_memory) != original_long_term_id, "Copied _long_term_memory should be a new object"
+        assert hasattr(
+            crew_copy, "_long_term_memory"
+        ), "Copied crew should have _long_term_memory"
+        assert (
+            crew_copy._long_term_memory is not None
+        ), "Copied _long_term_memory should not be None"
+        assert (
+            id(crew_copy._long_term_memory) != original_long_term_id
+        ), "Copied _long_term_memory should be a new object"
 
-        assert hasattr(crew_copy, "_entity_memory"), "Copied crew should have _entity_memory"
-        assert crew_copy._entity_memory is not None, "Copied _entity_memory should not be None"
-        assert id(crew_copy._entity_memory) != original_entity_id, "Copied _entity_memory should be a new object"
+        assert hasattr(
+            crew_copy, "_entity_memory"
+        ), "Copied crew should have _entity_memory"
+        assert (
+            crew_copy._entity_memory is not None
+        ), "Copied _entity_memory should not be None"
+        assert (
+            id(crew_copy._entity_memory) != original_entity_id
+        ), "Copied _entity_memory should be a new object"
 
         if original_external_id:
-             assert hasattr(crew_copy, "_external_memory"), "Copied crew should have _external_memory"
-             assert crew_copy._external_memory is not None, "Copied _external_memory should not be None"
-             assert id(crew_copy._external_memory) != original_external_id, "Copied _external_memory should be a new object"
+            assert hasattr(
+                crew_copy, "_external_memory"
+            ), "Copied crew should have _external_memory"
+            assert (
+                crew_copy._external_memory is not None
+            ), "Copied _external_memory should not be None"
+            assert (
+                id(crew_copy._external_memory) != original_external_id
+            ), "Copied _external_memory should be a new object"
         else:
-             assert not hasattr(crew_copy, "_external_memory") or crew_copy._external_memory is None, "Copied _external_memory should be None if not originally present"
+            assert (
+                not hasattr(crew_copy, "_external_memory")
+                or crew_copy._external_memory is None
+            ), "Copied _external_memory should be None if not originally present"
 
         if original_user_id:
-             assert hasattr(crew_copy, "_user_memory"), "Copied crew should have _user_memory"
-             assert crew_copy._user_memory is not None, "Copied _user_memory should not be None"
-             assert id(crew_copy._user_memory) != original_user_id, "Copied _user_memory should be a new object"
+            assert hasattr(
+                crew_copy, "_user_memory"
+            ), "Copied crew should have _user_memory"
+            assert (
+                crew_copy._user_memory is not None
+            ), "Copied _user_memory should not be None"
+            assert (
+                id(crew_copy._user_memory) != original_user_id
+            ), "Copied _user_memory should be a new object"
         else:
-             assert not hasattr(crew_copy, "_user_memory") or crew_copy._user_memory is None, "Copied _user_memory should be None if not originally present"
-
+            assert (
+                not hasattr(crew_copy, "_user_memory") or crew_copy._user_memory is None
+            ), "Copied _user_memory should be None if not originally present"
 
     except pydantic_core.ValidationError as e:
-         if "Input should be an instance of" in str(e) and ("Memory" in str(e)):
-              pytest.fail(f"Copying with memory raised Pydantic ValidationError, likely due to incorrect memory copy: {e}")
-         else:
-              raise e # Re-raise other validation errors
+        if "Input should be an instance of" in str(e) and ("Memory" in str(e)):
+            pytest.fail(
+                f"Copying with memory raised Pydantic ValidationError, likely due to incorrect memory copy: {e}"
+            )
+        else:
+            raise e  # Re-raise other validation errors
     except Exception as e:
         pytest.fail(f"Copying crew raised an unexpected exception: {e}")

tests/llm_test.py

@@ -2,13 +2,16 @@ import os
 from time import sleep
 from unittest.mock import MagicMock, patch
 
+import litellm
 import pytest
 from pydantic import BaseModel
 
 from crewai.agents.agent_builder.utilities.base_token_process import TokenProcess
 from crewai.llm import CONTEXT_WINDOW_USAGE_RATIO, LLM
-from crewai.utilities.events import crewai_event_bus
-from crewai.utilities.events.tool_usage_events import ToolExecutionErrorEvent
+from crewai.utilities.events import (
+    LLMCallCompletedEvent,
+    LLMStreamChunkEvent,
+)
 from crewai.utilities.token_counter_callback import TokenCalcHandler
 
 
@@ -304,6 +307,27 @@ def test_context_window_validation():
     assert "must be between 1024 and 2097152" in str(excinfo.value)
 
 
+@pytest.fixture
+def get_weather_tool_schema():
+    return {
+        "type": "function",
+        "function": {
+            "name": "get_weather",
+            "description": "Get the current weather in a given location",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "location": {
+                        "type": "string",
+                        "description": "The city and state, e.g. San Francisco, CA",
+                    }
+                },
+                "required": ["location"],
+            },
+        },
+    }
+
+
 @pytest.mark.vcr(filter_headers=["authorization"])
 @pytest.fixture
 def anthropic_llm():
@@ -395,3 +419,117 @@ def test_deepseek_r1_with_open_router():
     result = llm.call("What is the capital of France?")
     assert isinstance(result, str)
     assert "Paris" in result
+
+
+def assert_event_count(
+    mock_emit,
+    expected_completed_tool_call: int = 0,
+    expected_stream_chunk: int = 0,
+    expected_completed_llm_call: int = 0,
+    expected_final_chunk_result: str = "",
+):
+    event_count = {
+        "completed_tool_call": 0,
+        "stream_chunk": 0,
+        "completed_llm_call": 0,
+    }
+    final_chunk_result = ""
+    for _call in mock_emit.call_args_list:
+        event = _call[1]["event"]
+
+        if (
+            isinstance(event, LLMCallCompletedEvent)
+            and event.call_type.value == "tool_call"
+        ):
+            event_count["completed_tool_call"] += 1
+        elif isinstance(event, LLMStreamChunkEvent):
+            event_count["stream_chunk"] += 1
+            final_chunk_result += event.chunk
+        elif (
+            isinstance(event, LLMCallCompletedEvent)
+            and event.call_type.value == "llm_call"
+        ):
+            event_count["completed_llm_call"] += 1
+        else:
+            continue
+
+    assert event_count["completed_tool_call"] == expected_completed_tool_call
+    assert event_count["stream_chunk"] == expected_stream_chunk
+    assert event_count["completed_llm_call"] == expected_completed_llm_call
+    assert final_chunk_result == expected_final_chunk_result
+
+
+@pytest.fixture
+def mock_emit() -> MagicMock:
+    from crewai.utilities.events.crewai_event_bus import CrewAIEventsBus
+
+    with patch.object(CrewAIEventsBus, "emit") as mock_emit:
+        yield mock_emit
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_handle_streaming_tool_calls(get_weather_tool_schema, mock_emit):
+    llm = LLM(model="openai/gpt-4o", stream=True)
+    response = llm.call(
+        messages=[
+            {"role": "user", "content": "What is the weather in New York?"},
+        ],
+        tools=[get_weather_tool_schema],
+        available_functions={
+            "get_weather": lambda location: f"The weather in {location} is sunny"
+        },
+    )
+    assert response == "The weather in New York, NY is sunny"
+
+    expected_final_chunk_result = (
+        '{"location":"New York, NY"}The weather in New York, NY is sunny'
+    )
+    assert_event_count(
+        mock_emit=mock_emit,
+        expected_completed_tool_call=1,
+        expected_stream_chunk=10,
+        expected_completed_llm_call=1,
+        expected_final_chunk_result=expected_final_chunk_result,
+    )
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_handle_streaming_tool_calls_no_available_functions(
+    get_weather_tool_schema, mock_emit
+):
+    llm = LLM(model="openai/gpt-4o", stream=True)
+    response = llm.call(
+        messages=[
+            {"role": "user", "content": "What is the weather in New York?"},
+        ],
+        tools=[get_weather_tool_schema],
+    )
+    assert response == ""
+
+    assert_event_count(
+        mock_emit=mock_emit,
+        expected_stream_chunk=9,
+        expected_completed_llm_call=1,
+        expected_final_chunk_result='{"location":"New York, NY"}',
+    )
+
+
+@pytest.mark.vcr(filter_headers=["authorization"])
+def test_handle_streaming_tool_calls_no_tools(mock_emit):
+    llm = LLM(model="openai/gpt-4o", stream=True)
+    response = llm.call(
+        messages=[
+            {"role": "user", "content": "What is the weather in New York?"},
+        ],
+    )
+    assert (
+        response
+        == "I'm unable to provide real-time information or current weather updates. For the latest weather information in New York, I recommend checking a reliable weather website or app, such as the National Weather Service, Weather.com, or a similar service."
+    )
+
+    assert_event_count(
+        mock_emit=mock_emit,
+        expected_stream_chunk=46,
+        expected_completed_llm_call=1,
+        expected_final_chunk_result=response,
+    )

tests/memory/cassettes/test_save_and_search_with_provider.yaml

@@ -1,270 +0,0 @@
-interactions:
-- request:
-    body: ''
-    headers:
-      accept:
-      - '*/*'
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      host:
-      - api.mem0.ai
-      user-agent:
-      - python-httpx/0.27.0
-    method: GET
-    uri: https://api.mem0.ai/v1/memories/?user_id=test
-  response:
-    body:
-      string: '[]'
-    headers:
-      CF-Cache-Status:
-      - DYNAMIC
-      CF-RAY:
-      - 8b477138bad847b9-BOM
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '2'
-      Content-Type:
-      - application/json
-      Date:
-      - Sat, 17 Aug 2024 06:00:11 GMT
-      NEL:
-      - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
-      Report-To:
-      - '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=uuyH2foMJVDpV%2FH52g1q%2FnvXKe3dBKVzvsK0mqmSNezkiszNR9OgrEJfVqmkX%2FlPFRP2sH4zrOuzGo6k%2FjzsjYJczqSWJUZHN2pPujiwnr1E9W%2BdLGKmG6%2FqPrGYAy2SBRWkkJVWsTO3OQ%3D%3D"}],"group":"cf-nel","max_age":604800}'
-      Server:
-      - cloudflare
-      allow:
-      - GET, POST, DELETE, OPTIONS
-      alt-svc:
-      - h3=":443"; ma=86400
-      cross-origin-opener-policy:
-      - same-origin
-      referrer-policy:
-      - same-origin
-      vary:
-      - Accept, origin, Cookie
-      x-content-type-options:
-      - nosniff
-      x-frame-options:
-      - DENY
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"batch": [{"properties": {"python_version": "3.12.4 (v3.12.4:8e8a4baf65,
-      Jun  6 2024, 17:33:18) [Clang 13.0.0 (clang-1300.0.29.30)]", "os": "darwin",
-      "os_version": "Darwin Kernel Version 23.4.0: Wed Feb 21 21:44:54 PST 2024; root:xnu-10063.101.15~2/RELEASE_ARM64_T6030",
-      "os_release": "23.4.0", "processor": "arm", "machine": "arm64", "function":
-      "mem0.client.main.MemoryClient", "$lib": "posthog-python", "$lib_version": "3.5.0",
-      "$geoip_disable": true}, "timestamp": "2024-08-17T06:00:11.526640+00:00", "context":
-      {}, "distinct_id": "fd411bd3-99a2-42d6-acd7-9fca8ad09580", "event": "client.init"}],
-      "historical_migration": false, "sentAt": "2024-08-17T06:00:11.701621+00:00",
-      "api_key": "phc_hgJkUVJFYtmaJqrvf6CYN67TIQ8yhXAkWzUn9AMU4yX"}'
-    headers:
-      Accept:
-      - '*/*'
-      Accept-Encoding:
-      - gzip, deflate
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '740'
-      Content-Type:
-      - application/json
-      User-Agent:
-      - posthog-python/3.5.0
-    method: POST
-    uri: https://us.i.posthog.com/batch/
-  response:
-    body:
-      string: '{"status":"Ok"}'
-    headers:
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '15'
-      Content-Type:
-      - application/json
-      Date:
-      - Sat, 17 Aug 2024 06:00:12 GMT
-      access-control-allow-credentials:
-      - 'true'
-      server:
-      - envoy
-      vary:
-      - origin, access-control-request-method, access-control-request-headers
-      x-envoy-upstream-service-time:
-      - '69'
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"messages": [{"role": "user", "content": "Remember the following insights
-      from Agent run: test value with provider"}], "metadata": {"task": "test_task_provider",
-      "agent": "test_agent_provider"}, "app_id": "Researcher"}'
-    headers:
-      accept:
-      - '*/*'
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '219'
-      content-type:
-      - application/json
-      host:
-      - api.mem0.ai
-      user-agent:
-      - python-httpx/0.27.0
-    method: POST
-    uri: https://api.mem0.ai/v1/memories/
-  response:
-    body:
-      string: '{"message":"ok"}'
-    headers:
-      CF-Cache-Status:
-      - DYNAMIC
-      CF-RAY:
-      - 8b477140282547b9-BOM
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '16'
-      Content-Type:
-      - application/json
-      Date:
-      - Sat, 17 Aug 2024 06:00:13 GMT
-      NEL:
-      - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
-      Report-To:
-      - '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=FRjJKSk3YxVj03wA7S05H8ts35KnWfqS3wb6Rfy4kVZ4BgXfw7nJbm92wI6vEv5fWcAcHVnOlkJDggs11B01BMuB2k3a9RqlBi0dJNiMuk%2Bgm5xE%2BODMPWJctYNRwQMjNVbteUpS%2Fad8YA%3D%3D"}],"group":"cf-nel","max_age":604800}'
-      Server:
-      - cloudflare
-      allow:
-      - GET, POST, DELETE, OPTIONS
-      alt-svc:
-      - h3=":443"; ma=86400
-      cross-origin-opener-policy:
-      - same-origin
-      referrer-policy:
-      - same-origin
-      vary:
-      - Accept, origin, Cookie
-      x-content-type-options:
-      - nosniff
-      x-frame-options:
-      - DENY
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"query": "test value with provider", "limit": 3, "app_id": "Researcher"}'
-    headers:
-      accept:
-      - '*/*'
-      accept-encoding:
-      - gzip, deflate
-      connection:
-      - keep-alive
-      content-length:
-      - '73'
-      content-type:
-      - application/json
-      host:
-      - api.mem0.ai
-      user-agent:
-      - python-httpx/0.27.0
-    method: POST
-    uri: https://api.mem0.ai/v1/memories/search/
-  response:
-    body:
-      string: '[]'
-    headers:
-      CF-Cache-Status:
-      - DYNAMIC
-      CF-RAY:
-      - 8b47714d083b47b9-BOM
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '2'
-      Content-Type:
-      - application/json
-      Date:
-      - Sat, 17 Aug 2024 06:00:14 GMT
-      NEL:
-      - '{"success_fraction":0,"report_to":"cf-nel","max_age":604800}'
-      Report-To:
-      - '{"endpoints":[{"url":"https:\/\/a.nel.cloudflare.com\/report\/v4?s=2DRWL1cdKdMvnE8vx1fPUGeTITOgSGl3N5g84PS6w30GRqpfz79BtSx6REhpnOiFV8kM6KGqln0iCZ5yoHc2jBVVJXhPJhQ5t0uerD9JFnkphjISrJOU1MJjZWneT9PlNABddxvVNCmluA%3D%3D"}],"group":"cf-nel","max_age":604800}'
-      Server:
-      - cloudflare
-      allow:
-      - POST, OPTIONS
-      alt-svc:
-      - h3=":443"; ma=86400
-      cross-origin-opener-policy:
-      - same-origin
-      referrer-policy:
-      - same-origin
-      vary:
-      - Accept, origin, Cookie
-      x-content-type-options:
-      - nosniff
-      x-frame-options:
-      - DENY
-    status:
-      code: 200
-      message: OK
-- request:
-    body: '{"batch": [{"properties": {"python_version": "3.12.4 (v3.12.4:8e8a4baf65,
-      Jun  6 2024, 17:33:18) [Clang 13.0.0 (clang-1300.0.29.30)]", "os": "darwin",
-      "os_version": "Darwin Kernel Version 23.4.0: Wed Feb 21 21:44:54 PST 2024; root:xnu-10063.101.15~2/RELEASE_ARM64_T6030",
-      "os_release": "23.4.0", "processor": "arm", "machine": "arm64", "function":
-      "mem0.client.main.MemoryClient", "$lib": "posthog-python", "$lib_version": "3.5.0",
-      "$geoip_disable": true}, "timestamp": "2024-08-17T06:00:13.593952+00:00", "context":
-      {}, "distinct_id": "fd411bd3-99a2-42d6-acd7-9fca8ad09580", "event": "client.add"}],
-      "historical_migration": false, "sentAt": "2024-08-17T06:00:13.858277+00:00",
-      "api_key": "phc_hgJkUVJFYtmaJqrvf6CYN67TIQ8yhXAkWzUn9AMU4yX"}'
-    headers:
-      Accept:
-      - '*/*'
-      Accept-Encoding:
-      - gzip, deflate
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '739'
-      Content-Type:
-      - application/json
-      User-Agent:
-      - posthog-python/3.5.0
-    method: POST
-    uri: https://us.i.posthog.com/batch/
-  response:
-    body:
-      string: '{"status":"Ok"}'
-    headers:
-      Connection:
-      - keep-alive
-      Content-Length:
-      - '15'
-      Content-Type:
-      - application/json
-      Date:
-      - Sat, 17 Aug 2024 06:00:13 GMT
-      access-control-allow-credentials:
-      - 'true'
-      server:
-      - envoy
-      vary:
-      - origin, access-control-request-method, access-control-request-headers
-      x-envoy-upstream-service-time:
-      - '33'
-    status:
-      code: 200
-      message: OK
-version: 1

tests/tools/agent_tools/agent_tools_test.py

@@ -16,6 +16,13 @@ delegate_tool = tools[0]
 ask_tool = tools[1]
 
 
+@pytest.fixture(scope="module")
+def vcr_config(request) -> dict:
+    return {
+        "cassette_library_dir": "tests/tools/agent_tools/cassettes",
+    }
+
+
 @pytest.mark.vcr(filter_headers=["authorization"])
 def test_delegate_work():
     result = delegate_tool.run(

tests/utilities/test_converter.py

@@ -21,6 +21,13 @@ from crewai.utilities.converter import (
 from crewai.utilities.pydantic_schema_parser import PydanticSchemaParser
 
 
+@pytest.fixture(scope="module")
+def vcr_config(request) -> dict:
+    return {
+        "cassette_library_dir": "tests/utilities/cassettes",
+    }
+
+
 # Sample Pydantic models for testing
 class EmailResponse(BaseModel):
     previous_message_content: str

tests/utilities/test_events.py

@@ -50,10 +50,13 @@ from crewai.utilities.events.tool_usage_events import (
     ToolUsageErrorEvent,
 )
 
-# Skip streaming tests when running in CI/CD environments
-skip_streaming_in_ci = pytest.mark.skipif(
-    os.getenv("CI") is not None, reason="Skipping streaming tests in CI/CD environments"
-)
+
+@pytest.fixture(scope="module")
+def vcr_config(request) -> dict:
+    return {
+        "cassette_library_dir": "tests/utilities/cassettes",
+    }
+
 
 base_agent = Agent(
     role="base_agent",
@@ -625,7 +628,6 @@ def test_llm_emits_call_failed_event():
         assert received_events[0].error == error_message
 
 
-@skip_streaming_in_ci
 @pytest.mark.vcr(filter_headers=["authorization"])
 def test_llm_emits_stream_chunk_events():
     """Test that LLM emits stream chunk events when streaming is enabled."""
@@ -650,7 +652,6 @@ def test_llm_emits_stream_chunk_events():
         assert "".join(received_chunks) == response
 
 
-@skip_streaming_in_ci
 @pytest.mark.vcr(filter_headers=["authorization"])
 def test_llm_no_stream_chunks_when_streaming_disabled():
     """Test that LLM doesn't emit stream chunk events when streaming is disabled."""

uv.lock

@@ -1,42 +1,32 @@
 version = 1
+revision = 1
 requires-python = ">=3.10, <3.13"
 resolution-markers = [
-    "python_full_version < '3.11' and platform_system == 'Darwin' and sys_platform == 'darwin'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version < '3.11' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version < '3.11' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version < '3.11' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version == '3.11.*' and platform_system == 'Darwin' and sys_platform == 'darwin'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version == '3.11.*' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version == '3.11.*' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version == '3.11.*' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system == 'Darwin' and sys_platform == 'darwin'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
-    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version >= '3.12.4' and platform_system == 'Darwin' and sys_platform == 'darwin'",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'darwin'",
-    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform == 'darwin') or (python_full_version >= '3.12.4' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'darwin')",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Darwin' and sys_platform == 'linux'",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform == 'linux'",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform == 'linux'",
-    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_system == 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12.4' and platform_system == 'Darwin' and sys_platform != 'darwin' and sys_platform != 'linux')",
-    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_system == 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux'",
-    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_system != 'Darwin' and sys_platform != 'darwin') or (python_full_version >= '3.12.4' and platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version < '3.11' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version < '3.11' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'",
+    "python_version < '0'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version == '3.11.*' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version == '3.11.*' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version >= '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'",
+    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
 ]
 
 [[package]]
@@ -344,7 +334,7 @@ name = "build"
 version = "1.2.2.post1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "os_name == 'nt'" },
+    { name = "colorama", marker = "(os_name == 'nt' and platform_machine != 'aarch64' and sys_platform == 'linux') or (os_name == 'nt' and sys_platform != 'darwin' and sys_platform != 'linux')" },
     { name = "importlib-metadata", marker = "python_full_version < '3.10.2'" },
     { name = "packaging" },
     { name = "pyproject-hooks" },
@@ -579,7 +569,7 @@ name = "click"
 version = "8.1.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "platform_system == 'Windows'" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b9/2e/0090cbf739cee7d23781ad4b89a9894a41538e4fcf4c31dcdd705b78eb8b/click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a", size = 226593 }
 wheels = [
@@ -703,8 +693,8 @@ dev = [
     { name = "pre-commit" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
+    { name = "pytest-recording" },
     { name = "pytest-subprocess" },
-    { name = "pytest-vcr" },
     { name = "python-dotenv" },
     { name = "ruff" },
 ]
@@ -745,6 +735,7 @@ requires-dist = [
     { name = "tomli-w", specifier = ">=1.1.0" },
     { name = "uv", specifier = ">=0.4.25" },
 ]
+provides-extras = ["tools", "embeddings", "agentops", "fastembed", "pdfplumber", "pandas", "openpyxl", "mem0", "docling", "aisuite"]
 
 [package.metadata.requires-dev]
 dev = [
@@ -759,8 +750,8 @@ dev = [
     { name = "pre-commit", specifier = ">=3.6.0" },
     { name = "pytest", specifier = ">=8.0.0" },
     { name = "pytest-asyncio", specifier = ">=0.23.7" },
+    { name = "pytest-recording", specifier = ">=0.13.2" },
     { name = "pytest-subprocess", specifier = ">=1.5.2" },
-    { name = "pytest-vcr", specifier = ">=1.0.2" },
     { name = "python-dotenv", specifier = ">=1.0.0" },
     { name = "ruff", specifier = ">=0.8.2" },
 ]
@@ -2518,7 +2509,7 @@ version = "1.6.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "click" },
-    { name = "colorama", marker = "platform_system == 'Windows'" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
     { name = "ghp-import" },
     { name = "jinja2" },
     { name = "markdown" },
@@ -2699,7 +2690,7 @@ version = "2.10.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "pygments" },
-    { name = "pywin32", marker = "platform_system == 'Windows'" },
+    { name = "pywin32", marker = "sys_platform == 'win32'" },
     { name = "tqdm" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/3a/93/80ac75c20ce54c785648b4ed363c88f148bf22637e10c9863db4fbe73e74/mpire-2.10.2.tar.gz", hash = "sha256:f66a321e93fadff34585a4bfa05e95bd946cf714b442f51c529038eb45773d97", size = 271270 }
@@ -2946,7 +2937,7 @@ name = "nvidia-cudnn-cu12"
 version = "9.1.0.70"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'linux')" },
+    { name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/9f/fd/713452cd72343f682b1c7b9321e23829f00b842ceaedcda96e742ea0b0b3/nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl", hash = "sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f", size = 664752741 },
@@ -2973,9 +2964,9 @@ name = "nvidia-cusolver-cu12"
 version = "11.4.5.107"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'linux')" },
-    { name = "nvidia-cusparse-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'linux')" },
-    { name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'linux')" },
+    { name = "nvidia-cublas-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
+    { name = "nvidia-cusparse-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
+    { name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/bc/1d/8de1e5c67099015c834315e333911273a8c6aaba78923dd1d1e25fc5f217/nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl", hash = "sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd", size = 124161928 },
@@ -2986,7 +2977,7 @@ name = "nvidia-cusparse-cu12"
 version = "12.1.0.106"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'linux')" },
+    { name = "nvidia-nvjitlink-cu12", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/65/5b/cfaeebf25cd9fdec14338ccb16f6b2c4c7fa9163aefcf057d86b9cc248bb/nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl", hash = "sha256:f3b50f42cf363f86ab21f720998517a659a48131e8d538dc02f8768237bd884c", size = 195958278 },
@@ -2997,7 +2988,6 @@ name = "nvidia-nccl-cu12"
 version = "2.20.5"
 source = { registry = "https://pypi.org/simple" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c1/bb/d09dda47c881f9ff504afd6f9ca4f502ded6d8fc2f572cacc5e39da91c28/nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_aarch64.whl", hash = "sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01", size = 176238458 },
     { url = "https://files.pythonhosted.org/packages/4b/2a/0a131f572aa09f741c30ccd45a8e56316e8be8dfc7bc19bf0ab7cfef7b19/nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:057f6bf9685f75215d0c53bf3ac4a10b3e6578351de307abad9e18a99182af56", size = 176249402 },
 ]
 
@@ -3007,7 +2997,6 @@ version = "12.6.85"
 source = { registry = "https://pypi.org/simple" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/9d/d7/c5383e47c7e9bf1c99d5bd2a8c935af2b6d705ad831a7ec5c97db4d82f4f/nvidia_nvjitlink_cu12-12.6.85-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:eedc36df9e88b682efe4309aa16b5b4e78c2407eac59e8c10a6a47535164369a", size = 19744971 },
-    { url = "https://files.pythonhosted.org/packages/31/db/dc71113d441f208cdfe7ae10d4983884e13f464a6252450693365e166dcf/nvidia_nvjitlink_cu12-12.6.85-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cf4eaa7d4b6b543ffd69d6abfb11efdeb2db48270d94dfd3a452c24150829e41", size = 19270338 },
 ]
 
 [[package]]
@@ -3525,7 +3514,7 @@ name = "portalocker"
 version = "2.10.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "pywin32", marker = "platform_system == 'Windows'" },
+    { name = "pywin32", marker = "sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/ed/d3/c6c64067759e87af98cc668c1cc75171347d0f1577fab7ca3749134e3cd4/portalocker-2.10.1.tar.gz", hash = "sha256:ef1bf844e878ab08aee7e40184156e1151f228f103aa5c6bd0724cc330960f8f", size = 40891 }
 wheels = [
@@ -4075,6 +4064,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/96/31/6607dab48616902f76885dfcf62c08d929796fc3b2d2318faf9fd54dbed9/pytest_asyncio-0.24.0-py3-none-any.whl", hash = "sha256:a811296ed596b69bf0b6f3dc40f83bcaf341b155a269052d82efa2b25ac7037b", size = 18024 },
 ]
 
+[[package]]
+name = "pytest-recording"
+version = "0.13.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pytest" },
+    { name = "vcrpy", version = "5.1.0", source = { registry = "https://pypi.org/simple" }, marker = "platform_python_implementation == 'PyPy'" },
+    { name = "vcrpy", version = "7.0.0", source = { registry = "https://pypi.org/simple" }, marker = "platform_python_implementation != 'PyPy'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/fe/2a/ea6b8036ae01979eae02d8ad5a7da14dec90d9176b613e49fb8d134c78fc/pytest_recording-0.13.2.tar.gz", hash = "sha256:000c3babbb466681457fd65b723427c1779a0c6c17d9e381c3142a701e124877", size = 25270 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/72/52/8e67a969e9fad3fa5ec4eab9f2a7348ff04692065c7deda21d76e9112703/pytest_recording-0.13.2-py3-none-any.whl", hash = "sha256:3820fe5743d1ac46e807989e11d073cb776a60bdc544cf43ebca454051b22d13", size = 12783 },
+]
+
 [[package]]
 name = "pytest-subprocess"
 version = "1.5.2"
@@ -4087,19 +4090,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/10/77/a80e8f9126b95ffd5ad4d04bd14005c68dcbf0d88f53b2b14893f6cc7232/pytest_subprocess-1.5.2-py3-none-any.whl", hash = "sha256:23ac7732aa8bd45f1757265b1316eb72a7f55b41fb21e2ca22e149ba3629fa46", size = 20886 },
 ]
 
-[[package]]
-name = "pytest-vcr"
-version = "1.0.2"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "pytest" },
-    { name = "vcrpy" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/1a/60/104c619483c1a42775d3f8b27293f1ecfc0728014874d065e68cb9702d49/pytest-vcr-1.0.2.tar.gz", hash = "sha256:23ee51b75abbcc43d926272773aae4f39f93aceb75ed56852d0bf618f92e1896", size = 3810 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/9d/d3/ff520d11e6ee400602711d1ece8168dcfc5b6d8146fb7db4244a6ad6a9c3/pytest_vcr-1.0.2-py2.py3-none-any.whl", hash = "sha256:2f316e0539399bea0296e8b8401145c62b6f85e9066af7e57b6151481b0d6d9c", size = 4137 },
-]
-
 [[package]]
 name = "python-bidi"
 version = "0.6.3"
@@ -5032,19 +5022,19 @@ dependencies = [
     { name = "fsspec" },
     { name = "jinja2" },
     { name = "networkx" },
-    { name = "nvidia-cublas-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cuda-cupti-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cuda-nvrtc-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cuda-runtime-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cudnn-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cufft-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-curand-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cusolver-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-cusparse-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-nccl-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
-    { name = "nvidia-nvtx-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-cublas-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cuda-cupti-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cuda-nvrtc-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cuda-runtime-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cudnn-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cufft-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-curand-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cusolver-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cusparse-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-nccl-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-nvtx-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
     { name = "sympy" },
-    { name = "triton", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "triton", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
     { name = "typing-extensions" },
 ]
 wheels = [
@@ -5091,7 +5081,7 @@ name = "tqdm"
 version = "4.66.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "platform_system == 'Windows'" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/58/83/6ba9844a41128c62e810fddddd72473201f3eacde02046066142a2d96cc5/tqdm-4.66.5.tar.gz", hash = "sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad", size = 169504 }
 wheels = [
@@ -5133,7 +5123,7 @@ name = "triton"
 version = "3.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "filelock", marker = "(platform_machine != 'aarch64' and platform_system != 'Darwin') or (platform_system != 'Darwin' and platform_system != 'Linux' and sys_platform != 'linux')" },
+    { name = "filelock", marker = "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux')" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/45/27/14cc3101409b9b4b9241d2ba7deaa93535a217a211c86c4cc7151fb12181/triton-3.0.0-1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e1efef76935b2febc365bfadf74bcb65a6f959a9872e5bddf44cc9e0adce1e1a", size = 209376304 },
@@ -5288,16 +5278,59 @@ wheels = [
 name = "vcrpy"
 version = "5.1.0"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.11' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version == '3.11.*' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version == '3.11.*' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version >= '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+]
 dependencies = [
-    { name = "pyyaml" },
-    { name = "wrapt" },
-    { name = "yarl" },
+    { name = "pyyaml", marker = "platform_python_implementation == 'PyPy'" },
+    { name = "wrapt", marker = "platform_python_implementation == 'PyPy'" },
+    { name = "yarl", marker = "platform_python_implementation == 'PyPy'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/a5/ea/a166a3cce4ac5958ba9bbd9768acdb1ba38ae17ff7986da09fa5b9dbc633/vcrpy-5.1.0.tar.gz", hash = "sha256:bbf1532f2618a04f11bce2a99af3a9647a32c880957293ff91e0a5f187b6b3d2", size = 84576 }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/2a/5b/3f70bcb279ad30026cc4f1df0a0491a0205a24dddd88301f396c485de9e7/vcrpy-5.1.0-py2.py3-none-any.whl", hash = "sha256:605e7b7a63dcd940db1df3ab2697ca7faf0e835c0852882142bafb19649d599e", size = 41969 },
 ]
 
+[[package]]
+name = "vcrpy"
+version = "7.0.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.11' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+    "python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'",
+    "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
+    "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
+]
+dependencies = [
+    { name = "pyyaml", marker = "platform_python_implementation != 'PyPy'" },
+    { name = "urllib3", marker = "platform_python_implementation != 'PyPy'" },
+    { name = "wrapt", marker = "platform_python_implementation != 'PyPy'" },
+    { name = "yarl", marker = "platform_python_implementation != 'PyPy'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/25/d3/856e06184d4572aada1dd559ddec3bedc46df1f2edc5ab2c91121a2cccdb/vcrpy-7.0.0.tar.gz", hash = "sha256:176391ad0425edde1680c5b20738ea3dc7fb942520a48d2993448050986b3a50", size = 85502 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/13/5d/1f15b252890c968d42b348d1e9b0aa12d5bf3e776704178ec37cceccdb63/vcrpy-7.0.0-py2.py3-none-any.whl", hash = "sha256:55791e26c18daa363435054d8b35bd41a4ac441b6676167635d1b37a71dbe124", size = 42321 },
+]
+
 [[package]]
 name = "virtualenv"
 version = "20.27.0"