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crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/types/system_events.py
lib/crewai/src/crewai/events/types/system_events.py
"""System signal event types for CrewAI. This module contains event types for system-level signals like SIGTERM, allowing listeners to perform cleanup operations before process termination. """ from collections.abc import Callable from enum import IntEnum import signal from typing import Annotated, Literal, TypeVar ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/types/event_bus_types.py
lib/crewai/src/crewai/events/types/event_bus_types.py
"""Type definitions for event handlers.""" from collections.abc import Callable, Coroutine from typing import Any, TypeAlias from crewai.events.base_events import BaseEvent SyncHandler: TypeAlias = Callable[[Any, BaseEvent], None] AsyncHandler: TypeAlias = Callable[[Any, BaseEvent], Coroutine[Any, Any, None]] SyncH...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/types/crew_events.py
lib/crewai/src/crewai/events/types/crew_events.py
from typing import TYPE_CHECKING, Any from crewai.events.base_events import BaseEvent if TYPE_CHECKING: from crewai.crew import Crew else: Crew = Any class CrewBaseEvent(BaseEvent): """Base class for crew events with fingerprint handling""" crew_name: str | None crew: Crew | None = None d...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/types/llm_events.py
lib/crewai/src/crewai/events/types/llm_events.py
from enum import Enum from typing import Any from pydantic import BaseModel from crewai.events.base_events import BaseEvent class LLMEventBase(BaseEvent): from_task: Any | None = None from_agent: Any | None = None def __init__(self, **data: Any) -> None: if data.get("from_task"): ta...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/types/a2a_events.py
lib/crewai/src/crewai/events/types/a2a_events.py
"""Events for A2A (Agent-to-Agent) delegation. This module defines events emitted during A2A protocol delegation, including both single-turn and multiturn conversation flows. """ from typing import Any, Literal from crewai.events.base_events import BaseEvent class A2AEventBase(BaseEvent): """Base class for A2A...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/types/memory_events.py
lib/crewai/src/crewai/events/types/memory_events.py
from typing import Any from crewai.events.base_events import BaseEvent class MemoryBaseEvent(BaseEvent): """Base event for memory operations""" type: str task_id: str | None = None task_name: str | None = None from_task: Any | None = None from_agent: Any | None = None agent_role: str | N...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/types/mcp_events.py
lib/crewai/src/crewai/events/types/mcp_events.py
from datetime import datetime from typing import Any from crewai.events.base_events import BaseEvent class MCPEvent(BaseEvent): """Base event for MCP operations.""" server_name: str server_url: str | None = None transport_type: str | None = None # "stdio", "http", "sse" agent_id: str | None = N...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/types/flow_events.py
lib/crewai/src/crewai/events/types/flow_events.py
from typing import Any from pydantic import BaseModel, ConfigDict from crewai.events.base_events import BaseEvent class FlowEvent(BaseEvent): """Base class for all flow events""" type: str flow_name: str class FlowStartedEvent(FlowEvent): """Event emitted when a flow starts execution""" flow...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/types/llm_guardrail_events.py
lib/crewai/src/crewai/events/types/llm_guardrail_events.py
from collections.abc import Callable from inspect import getsource from typing import Any from crewai.events.base_events import BaseEvent class LLMGuardrailBaseEvent(BaseEvent): task_id: str | None = None task_name: str | None = None from_task: Any | None = None from_agent: Any | None = None agen...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/types/__init__.py
lib/crewai/src/crewai/events/types/__init__.py
"""Event type definitions for CrewAI. This module contains all event types used throughout the CrewAI system for monitoring and extending agent, crew, task, and tool execution. """
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/types/agent_events.py
lib/crewai/src/crewai/events/types/agent_events.py
"""Agent-related events moved to break circular dependencies.""" from __future__ import annotations from collections.abc import Sequence from typing import Any from pydantic import ConfigDict, model_validator from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.events.base_events import BaseEven...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/listeners/__init__.py
lib/crewai/src/crewai/events/listeners/__init__.py
"""Event listener implementations for CrewAI. This module contains various event listener implementations for handling memory, tracing, and other event-driven functionality. """
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/listeners/tracing/trace_listener.py
lib/crewai/src/crewai/events/listeners/tracing/trace_listener.py
"""Trace collection listener for orchestrating trace collection.""" import os from typing import Any, ClassVar, cast import uuid from typing_extensions import Self from crewai.cli.authentication.token import AuthError, get_auth_token from crewai.cli.version import get_crewai_version from crewai.events.base_event_lis...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/listeners/tracing/first_time_trace_handler.py
lib/crewai/src/crewai/events/listeners/tracing/first_time_trace_handler.py
import logging import uuid import webbrowser from rich.console import Console from rich.panel import Panel from crewai.events.listeners.tracing.trace_batch_manager import TraceBatchManager from crewai.events.listeners.tracing.utils import ( mark_first_execution_completed, prompt_user_for_trace_viewing, sh...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/listeners/tracing/utils.py
lib/crewai/src/crewai/events/listeners/tracing/utils.py
from contextvars import ContextVar, Token from datetime import datetime import getpass import hashlib import json import logging import os from pathlib import Path import platform import re import subprocess from typing import Any, cast import uuid import click from rich.console import Console from rich.panel import P...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/listeners/tracing/__init__.py
lib/crewai/src/crewai/events/listeners/tracing/__init__.py
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/listeners/tracing/types.py
lib/crewai/src/crewai/events/listeners/tracing/types.py
from dataclasses import asdict, dataclass, field from datetime import datetime, timezone from typing import Any import uuid @dataclass class TraceEvent: """Individual trace event payload""" event_id: str = field(default_factory=lambda: str(uuid.uuid4())) timestamp: str = field( default_factory=la...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/listeners/tracing/trace_batch_manager.py
lib/crewai/src/crewai/events/listeners/tracing/trace_batch_manager.py
from dataclasses import dataclass, field from datetime import datetime, timezone from logging import getLogger from threading import Condition, Lock from typing import Any import uuid from rich.console import Console from rich.panel import Panel from crewai.cli.authentication.token import AuthError, get_auth_token fr...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/security/security_config.py
lib/crewai/src/crewai/security/security_config.py
"""Security Configuration Module This module provides configuration for CrewAI security features, including: - Authentication settings - Scoping rules - Fingerprinting The SecurityConfig class is the primary interface for managing security settings in CrewAI applications. """ from typing import Any from pydantic im...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/security/constants.py
lib/crewai/src/crewai/security/constants.py
"""Security constants for CrewAI. This module contains security-related constants used throughout the security module. Notes: - TODO: Determine if CREW_AI_NAMESPACE should be made dynamic or configurable """ from typing import Annotated from uuid import UUID CREW_AI_NAMESPACE: Annotated[ UUID, "Create ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/security/fingerprint.py
lib/crewai/src/crewai/security/fingerprint.py
"""Fingerprint Module This module provides functionality for generating and validating unique identifiers for CrewAI agents. These identifiers are used for tracking, auditing, and security. """ from datetime import datetime from typing import Annotated, Any from uuid import UUID, uuid4, uuid5 from pydantic import Ba...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/security/__init__.py
lib/crewai/src/crewai/security/__init__.py
""" CrewAI security module. This module provides security-related functionality for CrewAI, including: - Fingerprinting for component identity and tracking - Security configuration for controlling access and permissions - Future: authentication, scoping, and delegation mechanisms """ from crewai.security.fingerprint ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/prompts.py
lib/crewai/src/crewai/utilities/prompts.py
"""Prompt generation and management utilities for CrewAI agents.""" from __future__ import annotations from typing import Annotated, Any, Literal, TypedDict from pydantic import BaseModel, Field from crewai.utilities.i18n import I18N, get_i18n class StandardPromptResult(TypedDict): """Result with only prompt ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/token_counter_callback.py
lib/crewai/src/crewai/utilities/token_counter_callback.py
"""Token counting callback handler for LLM interactions. This module provides a callback handler that tracks token usage for LLM API calls through the litellm library. """ from typing import TYPE_CHECKING, Any if TYPE_CHECKING: from litellm.integrations.custom_logger import CustomLogger from litellm.types.u...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/serialization.py
lib/crewai/src/crewai/utilities/serialization.py
from __future__ import annotations from datetime import date, datetime import json from typing import Any, TypeAlias import uuid from pydantic import BaseModel SerializablePrimitive: TypeAlias = str | int | float | bool | None Serializable: TypeAlias = ( SerializablePrimitive | list["Serializable"] | dict[str, ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/paths.py
lib/crewai/src/crewai/utilities/paths.py
"""Path management utilities for CrewAI storage and configuration.""" import os from pathlib import Path import appdirs def db_storage_path() -> str: """Returns the path for SQLite database storage. Returns: str: Full path to the SQLite database file """ app_name = get_project_directory_nam...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/streaming.py
lib/crewai/src/crewai/utilities/streaming.py
"""Streaming utilities for crew and flow execution.""" import asyncio from collections.abc import AsyncIterator, Callable, Iterator import queue import threading from typing import Any, NamedTuple from typing_extensions import TypedDict from crewai.events.base_events import BaseEvent from crewai.events.event_bus imp...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/training_handler.py
lib/crewai/src/crewai/utilities/training_handler.py
import os from typing import Any from crewai.utilities.file_handler import PickleHandler class CrewTrainingHandler(PickleHandler): def save_trained_data(self, agent_id: str, trained_data: dict[str, Any]) -> None: """Save the trained data for a specific agent. Args: agent_id: The ID o...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/guardrail_types.py
lib/crewai/src/crewai/utilities/guardrail_types.py
"""Type aliases for guardrails.""" from __future__ import annotations from collections.abc import Callable, Sequence from typing import Any, TypeAlias from crewai.lite_agent_output import LiteAgentOutput from crewai.tasks.task_output import TaskOutput GuardrailCallable: TypeAlias = Callable[ [TaskOutput | Lite...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/constants.py
lib/crewai/src/crewai/utilities/constants.py
from typing import Annotated, Final from crewai.utilities.printer import PrinterColor TRAINING_DATA_FILE: Final[str] = "training_data.pkl" TRAINED_AGENTS_DATA_FILE: Final[str] = "trained_agents_data.pkl" KNOWLEDGE_DIRECTORY: Final[str] = "knowledge" MAX_FILE_NAME_LENGTH: Final[int] = 255 EMITTER_COLOR: Final[Printer...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/crew_json_encoder.py
lib/crewai/src/crewai/utilities/crew_json_encoder.py
"""JSON encoder for handling CrewAI specific types.""" from datetime import date, datetime from decimal import Decimal from enum import Enum import json from typing import Any from uuid import UUID from pydantic import BaseModel class CrewJSONEncoder(json.JSONEncoder): """Custom JSON encoder for CrewAI objects ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/tool_utils.py
lib/crewai/src/crewai/utilities/tool_utils.py
from __future__ import annotations from typing import TYPE_CHECKING from crewai.agents.parser import AgentAction from crewai.agents.tools_handler import ToolsHandler from crewai.hooks.tool_hooks import ( ToolCallHookContext, get_after_tool_call_hooks, get_before_tool_call_hooks, ) from crewai.security.fin...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/training_converter.py
lib/crewai/src/crewai/utilities/training_converter.py
import json import re from typing import Any, Final, get_origin from pydantic import BaseModel, ValidationError from crewai.utilities.converter import Converter, ConverterError _FLOAT_PATTERN: Final[re.Pattern[str]] = re.compile(r"(\d+(?:\.\d+)?)") class TrainingConverter(Converter): """A specialized converte...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/llm_utils.py
lib/crewai/src/crewai/utilities/llm_utils.py
import logging import os from typing import Any, Final from crewai.cli.constants import DEFAULT_LLM_MODEL, ENV_VARS, LITELLM_PARAMS from crewai.llm import LLM from crewai.llms.base_llm import BaseLLM logger = logging.getLogger(__name__) def create_llm( llm_value: str | LLM | Any | None = None, ) -> LLM | BaseL...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/rpm_controller.py
lib/crewai/src/crewai/utilities/rpm_controller.py
"""Controls request rate limiting for API calls.""" import threading import time from pydantic import BaseModel, Field, PrivateAttr, model_validator from typing_extensions import Self from crewai.utilities.logger import Logger class RPMController(BaseModel): """Manages requests per minute limiting.""" max...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/converter.py
lib/crewai/src/crewai/utilities/converter.py
from __future__ import annotations import json import re from typing import TYPE_CHECKING, Any, Final, TypedDict from pydantic import BaseModel, ValidationError from typing_extensions import Unpack from crewai.agents.agent_builder.utilities.base_output_converter import OutputConverter from crewai.utilities.i18n impo...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/logger.py
lib/crewai/src/crewai/utilities/logger.py
from datetime import datetime from pydantic import BaseModel, Field, PrivateAttr from crewai.utilities.printer import ColoredText, Printer, PrinterColor class Logger(BaseModel): verbose: bool = Field( default=False, description="Enables verbose logging with timestamps", ) default_color: ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/rw_lock.py
lib/crewai/src/crewai/utilities/rw_lock.py
"""Read-write lock for thread-safe concurrent access. This module provides a reader-writer lock implementation that allows multiple concurrent readers or a single exclusive writer. """ from collections.abc import Generator from contextlib import contextmanager from threading import Condition class RWLock: """Re...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/pydantic_schema_utils.py
lib/crewai/src/crewai/utilities/pydantic_schema_utils.py
"""Utilities for generating JSON schemas from Pydantic models. This module provides functions for converting Pydantic models to JSON schemas suitable for use with LLMs and tool definitions. """ from collections.abc import Callable from copy import deepcopy from typing import Any from pydantic import BaseModel def ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/formatter.py
lib/crewai/src/crewai/utilities/formatter.py
from __future__ import annotations from typing import TYPE_CHECKING, Final from crewai.utilities.constants import _NotSpecified if TYPE_CHECKING: from crewai.task import Task from crewai.tasks.task_output import TaskOutput DIVIDERS: Final[str] = "\n\n----------\n\n" def aggregate_raw_outputs_from_task_o...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/i18n.py
lib/crewai/src/crewai/utilities/i18n.py
"""Internationalization support for CrewAI prompts and messages.""" from functools import lru_cache import json import os from typing import Literal from pydantic import BaseModel, Field, PrivateAttr, model_validator from typing_extensions import Self class I18N(BaseModel): """Handles loading and retrieving int...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/guardrail.py
lib/crewai/src/crewai/utilities/guardrail.py
from __future__ import annotations from typing import TYPE_CHECKING, Any from pydantic import BaseModel, Field, field_validator from typing_extensions import Self from crewai.utilities.guardrail_types import GuardrailCallable if TYPE_CHECKING: from crewai.agents.agent_builder.base_agent import BaseAgent fr...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/errors.py
lib/crewai/src/crewai/utilities/errors.py
"""Error message definitions for CrewAI database operations. This module provides standardized error classes and message templates for database operations and agent repository handling. """ from typing import Final class DatabaseOperationError(Exception): """Base exception class for database operation errors. ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/task_output_storage_handler.py
lib/crewai/src/crewai/utilities/task_output_storage_handler.py
"""Task output storage handler for managing task execution results. This module provides functionality for storing and retrieving task outputs from persistent storage, supporting replay and audit capabilities. """ from typing import Any from crewai.memory.storage.kickoff_task_outputs_storage import ( KickoffTask...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/printer.py
lib/crewai/src/crewai/utilities/printer.py
"""Utility for colored console output.""" from __future__ import annotations from typing import TYPE_CHECKING, Final, Literal, NamedTuple if TYPE_CHECKING: from _typeshed import SupportsWrite PrinterColor = Literal[ "purple", "bold_purple", "green", "bold_green", "cyan", "bold_cyan", ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/config.py
lib/crewai/src/crewai/utilities/config.py
from typing import Any from pydantic import BaseModel def process_config( values: dict[str, Any], model_class: type[BaseModel] ) -> dict[str, Any]: """Process the config dictionary and update the values accordingly. Args: values: The dictionary of values to update. model_class: The Pydan...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/logger_utils.py
lib/crewai/src/crewai/utilities/logger_utils.py
"""Logging and warning utility functions for CrewAI.""" from collections.abc import Generator import contextlib import io import logging import warnings @contextlib.contextmanager def suppress_logging( logger_name: str, level: int | str, ) -> Generator[None, None, None]: """Suppress verbose logging outpu...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/agent_utils.py
lib/crewai/src/crewai/utilities/agent_utils.py
from __future__ import annotations from collections.abc import Callable, Sequence import json import re from typing import TYPE_CHECKING, Any, Final, Literal, TypedDict from pydantic import BaseModel from rich.console import Console from crewai.agents.constants import FINAL_ANSWER_AND_PARSABLE_ACTION_ERROR_MESSAGE f...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/__init__.py
lib/crewai/src/crewai/utilities/__init__.py
from crewai.utilities.converter import Converter, ConverterError from crewai.utilities.exceptions.context_window_exceeding_exception import ( LLMContextLengthExceededError, ) from crewai.utilities.file_handler import FileHandler from crewai.utilities.i18n import I18N from crewai.utilities.internal_instructor import...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/planning_handler.py
lib/crewai/src/crewai/utilities/planning_handler.py
"""Handles planning and coordination of crew tasks.""" import logging from pydantic import BaseModel, Field from crewai.agent import Agent from crewai.llms.base_llm import BaseLLM from crewai.task import Task logger = logging.getLogger(__name__) class PlanPerTask(BaseModel): """Represents a plan for a specif...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/types.py
lib/crewai/src/crewai/utilities/types.py
"""Types for CrewAI utilities.""" from typing import Any, Literal from typing_extensions import TypedDict class LLMMessage(TypedDict): """Type for formatted LLM messages. Notes: - TODO: Update the LLM.call & BaseLLM.call signatures to use this type instead of str | list[dict[str, str]] ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/internal_instructor.py
lib/crewai/src/crewai/utilities/internal_instructor.py
from __future__ import annotations from typing import TYPE_CHECKING, Any, Generic, TypeGuard, TypeVar from pydantic import BaseModel from crewai.utilities.logger_utils import suppress_warnings if TYPE_CHECKING: from crewai.agent import Agent from crewai.llm import LLM from crewai.llms.base_llm import B...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/import_utils.py
lib/crewai/src/crewai/utilities/import_utils.py
"""Import utilities for optional dependencies.""" import importlib from types import ModuleType from typing import Annotated, Any, TypeAlias from pydantic import AfterValidator, TypeAdapter from typing_extensions import deprecated @deprecated( "Not needed when using `crewai.utilities.import_utils.import_and_val...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/reasoning_handler.py
lib/crewai/src/crewai/utilities/reasoning_handler.py
import json import logging from typing import Any, Final, Literal, cast from pydantic import BaseModel, Field from crewai.agent import Agent from crewai.events.event_bus import crewai_event_bus from crewai.events.types.reasoning_events import ( AgentReasoningCompletedEvent, AgentReasoningFailedEvent, Agen...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/string_utils.py
lib/crewai/src/crewai/utilities/string_utils.py
import re from typing import Any, Final _VARIABLE_PATTERN: Final[re.Pattern[str]] = re.compile(r"\{([A-Za-z_][A-Za-z0-9_\-]*)}") def interpolate_only( input_string: str | None, inputs: dict[str, str | int | float | dict[str, Any] | list[Any]], ) -> str: """Interpolate placeholders (e.g., {key}) in a str...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/file_handler.py
lib/crewai/src/crewai/utilities/file_handler.py
from datetime import datetime import json import os import pickle from typing import Any, TypedDict from typing_extensions import Unpack class LogEntry(TypedDict, total=False): """TypedDict for log entry kwargs with optional fields for flexibility.""" task_name: str task: str agent: str status: ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/crew/crew_context.py
lib/crewai/src/crewai/utilities/crew/crew_context.py
"""Context management utilities for tracking crew and task execution context using OpenTelemetry baggage.""" from typing import cast from opentelemetry import baggage from crewai.utilities.crew.models import CrewContext def get_crew_context() -> CrewContext | None: """Get the current crew context from OpenTele...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/crew/models.py
lib/crewai/src/crewai/utilities/crew/models.py
"""Models for crew-related data structures.""" from pydantic import BaseModel, Field class CrewContext(BaseModel): """Model representing crew context information. Attributes: id: Unique identifier for the crew. key: Optional crew key/name for identification. """ id: str | None = Fie...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/crew/__init__.py
lib/crewai/src/crewai/utilities/crew/__init__.py
"""Crew-specific utilities."""
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/exceptions/context_window_exceeding_exception.py
lib/crewai/src/crewai/utilities/exceptions/context_window_exceeding_exception.py
from typing import Final CONTEXT_LIMIT_ERRORS: Final[list[str]] = [ "expected a string with maximum length", "maximum context length", "context length exceeded", "context_length_exceeded", "context window full", "too many tokens", "input is too long", "exceeds token limit", ] class L...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/exceptions/__init__.py
lib/crewai/src/crewai/utilities/exceptions/__init__.py
"""Exceptions for crewAI."""
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/evaluators/crew_evaluator_handler.py
lib/crewai/src/crewai/utilities/evaluators/crew_evaluator_handler.py
from __future__ import annotations from collections import defaultdict from typing import TYPE_CHECKING from pydantic import BaseModel, Field, InstanceOf from rich.box import HEAVY_EDGE from rich.console import Console from rich.table import Table from crewai.agent import Agent from crewai.events.event_bus import cr...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/evaluators/task_evaluator.py
lib/crewai/src/crewai/utilities/evaluators/task_evaluator.py
from __future__ import annotations import json from typing import TYPE_CHECKING, Any, cast from pydantic import BaseModel, Field from crewai.events.event_bus import crewai_event_bus from crewai.events.types.task_events import TaskEvaluationEvent from crewai.utilities.converter import Converter from crewai.utilities....
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/utilities/evaluators/__init__.py
lib/crewai/src/crewai/utilities/evaluators/__init__.py
"""Evaluators for crewAI."""
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/templates.py
lib/crewai/src/crewai/a2a/templates.py
"""String templates for A2A (Agent-to-Agent) protocol messaging and status.""" from string import Template from typing import Final AVAILABLE_AGENTS_TEMPLATE: Final[Template] = Template( "\n<AVAILABLE_A2A_AGENTS>\n $available_a2a_agents\n</AVAILABLE_A2A_AGENTS>\n" ) PREVIOUS_A2A_CONVERSATION_TEMPLATE: Final[T...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/utils.py
lib/crewai/src/crewai/a2a/utils.py
"""Utility functions for A2A (Agent-to-Agent) protocol delegation.""" from __future__ import annotations import asyncio from collections.abc import AsyncIterator, MutableMapping from contextlib import asynccontextmanager from functools import lru_cache import time from typing import TYPE_CHECKING, Any import uuid fr...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/wrapper.py
lib/crewai/src/crewai/a2a/wrapper.py
"""A2A agent wrapping logic for metaclass integration. Wraps agent classes with A2A delegation capabilities. """ from __future__ import annotations from collections.abc import Callable from concurrent.futures import ThreadPoolExecutor, as_completed from functools import wraps from types import MethodType from typing...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/config.py
lib/crewai/src/crewai/a2a/config.py
"""A2A configuration types. This module is separate from experimental.a2a to avoid circular imports. """ from __future__ import annotations from typing import Annotated from pydantic import ( BaseModel, BeforeValidator, Field, HttpUrl, TypeAdapter, ) from crewai.a2a.auth.schemas import AuthSche...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/__init__.py
lib/crewai/src/crewai/a2a/__init__.py
"""Agent-to-Agent (A2A) protocol communication module for CrewAI.""" from crewai.a2a.config import A2AConfig __all__ = ["A2AConfig"]
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/types.py
lib/crewai/src/crewai/a2a/types.py
"""Type definitions for A2A protocol message parts.""" from typing import Any, Literal, Protocol, TypedDict, runtime_checkable from typing_extensions import NotRequired @runtime_checkable class AgentResponseProtocol(Protocol): """Protocol for the dynamically created AgentResponse model.""" a2a_ids: tuple[s...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/auth/schemas.py
lib/crewai/src/crewai/a2a/auth/schemas.py
"""Authentication schemes for A2A protocol agents. Supported authentication methods: - Bearer tokens - OAuth2 (Client Credentials, Authorization Code) - API Keys (header, query, cookie) - HTTP Basic authentication - HTTP Digest authentication """ from __future__ import annotations from abc import ABC, abstractmethod...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/auth/utils.py
lib/crewai/src/crewai/a2a/auth/utils.py
"""Authentication utilities for A2A protocol agent communication. Provides validation and retry logic for various authentication schemes including OAuth2, API keys, and HTTP authentication methods. """ import asyncio from collections.abc import Awaitable, Callable, MutableMapping import re from typing import Final f...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/auth/__init__.py
lib/crewai/src/crewai/a2a/auth/__init__.py
"""A2A authentication schemas.""" from crewai.a2a.auth.schemas import ( APIKeyAuth, BearerTokenAuth, HTTPBasicAuth, HTTPDigestAuth, OAuth2AuthorizationCode, OAuth2ClientCredentials, ) __all__ = [ "APIKeyAuth", "BearerTokenAuth", "HTTPBasicAuth", "HTTPDigestAuth", "OAuth2Au...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/extensions/registry.py
lib/crewai/src/crewai/a2a/extensions/registry.py
"""Extension registry factory for A2A configurations. This module provides utilities for creating extension registries from A2A configurations. """ from __future__ import annotations from typing import TYPE_CHECKING from crewai.a2a.extensions.base import ExtensionRegistry if TYPE_CHECKING: from crewai.a2a.con...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/extensions/__init__.py
lib/crewai/src/crewai/a2a/extensions/__init__.py
"""A2A Protocol Extensions for CrewAI. This module contains extensions to the A2A (Agent-to-Agent) protocol. """
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/a2a/extensions/base.py
lib/crewai/src/crewai/a2a/extensions/base.py
"""Base extension interface for A2A wrapper integrations. This module defines the protocol for extending A2A wrapper functionality with custom logic for conversation processing, prompt augmentation, and agent response handling. """ from __future__ import annotations from collections.abc import Sequence from typing i...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/crew_agent_executor_flow.py
lib/crewai/src/crewai/experimental/crew_agent_executor_flow.py
from __future__ import annotations from collections.abc import Callable import threading from typing import TYPE_CHECKING, Any, Literal, cast from uuid import uuid4 from pydantic import BaseModel, Field, GetCoreSchemaHandler from pydantic_core import CoreSchema, core_schema from rich.console import Console from rich....
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/__init__.py
lib/crewai/src/crewai/experimental/__init__.py
from crewai.experimental.crew_agent_executor_flow import CrewAgentExecutorFlow from crewai.experimental.evaluation import ( AgentEvaluationResult, AgentEvaluator, BaseEvaluator, EvaluationScore, EvaluationTraceCallback, ExperimentResult, ExperimentResults, ExperimentRunner, GoalAlign...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/base_evaluator.py
lib/crewai/src/crewai/experimental/evaluation/base_evaluator.py
from __future__ import annotations import abc import enum from enum import Enum from typing import TYPE_CHECKING, Any from pydantic import BaseModel, Field from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.llm import BaseLLM from crewai.task import Task from crewai.utilities.llm_utils import c...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/testing.py
lib/crewai/src/crewai/experimental/evaluation/testing.py
import inspect import warnings from typing_extensions import Any from crewai import Agent, Crew from crewai.experimental.evaluation.experiment import ( ExperimentResults, ExperimentRunner, ) def assert_experiment_successfully( experiment_results: ExperimentResults, baseline_filepath: str | None = None )...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/evaluation_display.py
lib/crewai/src/crewai/experimental/evaluation/evaluation_display.py
from collections import defaultdict from collections.abc import Sequence from typing import Any from rich.box import HEAVY_EDGE, ROUNDED from rich.table import Table from crewai.events.utils.console_formatter import ConsoleFormatter from crewai.experimental.evaluation.base_evaluator import ( AgentAggregatedEvalua...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/agent_evaluator.py
lib/crewai/src/crewai/experimental/evaluation/agent_evaluator.py
from __future__ import annotations from collections.abc import Sequence import threading from typing import TYPE_CHECKING, Any from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.events.event_bus import crewai_event_bus from crewai.events.types.agent_events import ( AgentEvaluationCompletedEv...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/evaluation_listener.py
lib/crewai/src/crewai/experimental/evaluation/evaluation_listener.py
from collections.abc import Sequence from datetime import datetime from typing import Any from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.events.base_event_listener import BaseEventListener from crewai.events.event_bus import CrewAIEventsBus from crewai.events.types.agent_events import ( A...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/json_parser.py
lib/crewai/src/crewai/experimental/evaluation/json_parser.py
"""Robust JSON parsing utilities for evaluation responses.""" import json import re from typing import Any def extract_json_from_llm_response(text: str) -> dict[str, Any]: try: return json.loads(text) except json.JSONDecodeError: pass json_patterns = [ # Standard markdown code bl...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/__init__.py
lib/crewai/src/crewai/experimental/evaluation/__init__.py
from crewai.experimental.evaluation.agent_evaluator import ( AgentEvaluator, create_default_evaluator, ) from crewai.experimental.evaluation.base_evaluator import ( AgentEvaluationResult, BaseEvaluator, EvaluationScore, MetricCategory, ) from crewai.experimental.evaluation.evaluation_listener im...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/metrics/reasoning_metrics.py
lib/crewai/src/crewai/experimental/evaluation/metrics/reasoning_metrics.py
"""Agent reasoning efficiency evaluators. This module provides evaluator implementations for: - Reasoning efficiency - Loop detection - Thinking-to-action ratio """ from __future__ import annotations from collections.abc import Sequence from enum import Enum import logging import re from typing import TYPE_CHECKING,...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/metrics/tools_metrics.py
lib/crewai/src/crewai/experimental/evaluation/metrics/tools_metrics.py
from __future__ import annotations import json from typing import TYPE_CHECKING, Any from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.experimental.evaluation.base_evaluator import ( BaseEvaluator, EvaluationScore, MetricCategory, ) from crewai.experimental.evaluation.json_parser im...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/metrics/semantic_quality_metrics.py
lib/crewai/src/crewai/experimental/evaluation/metrics/semantic_quality_metrics.py
from __future__ import annotations from typing import TYPE_CHECKING, Any from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.experimental.evaluation.base_evaluator import ( BaseEvaluator, EvaluationScore, MetricCategory, ) from crewai.experimental.evaluation.json_parser import extract...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/metrics/goal_metrics.py
lib/crewai/src/crewai/experimental/evaluation/metrics/goal_metrics.py
from __future__ import annotations from typing import TYPE_CHECKING, Any from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.experimental.evaluation.base_evaluator import ( BaseEvaluator, EvaluationScore, MetricCategory, ) from crewai.experimental.evaluation.json_parser import extract...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/metrics/__init__.py
lib/crewai/src/crewai/experimental/evaluation/metrics/__init__.py
from crewai.experimental.evaluation.metrics.goal_metrics import GoalAlignmentEvaluator from crewai.experimental.evaluation.metrics.reasoning_metrics import ( ReasoningEfficiencyEvaluator, ) from crewai.experimental.evaluation.metrics.semantic_quality_metrics import ( SemanticQualityEvaluator, ) from crewai.expe...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/experiment/runner.py
lib/crewai/src/crewai/experimental/evaluation/experiment/runner.py
from __future__ import annotations from collections import defaultdict from hashlib import md5 from typing import TYPE_CHECKING, Any from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.experimental.evaluation import AgentEvaluator, create_default_evaluator from crewai.experimental.evaluation.eval...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/experiment/result.py
lib/crewai/src/crewai/experimental/evaluation/experiment/result.py
from datetime import datetime, timezone import json import os from typing import Any from pydantic import BaseModel class ExperimentResult(BaseModel): identifier: str inputs: dict[str, Any] score: float | dict[str, float] expected_score: float | dict[str, float] passed: bool agent_evaluations...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/experiment/result_display.py
lib/crewai/src/crewai/experimental/evaluation/experiment/result_display.py
from typing import Any from rich.console import Console from rich.panel import Panel from rich.table import Table from crewai.experimental.evaluation.experiment.result import ExperimentResults class ExperimentResultsDisplay: def __init__(self): self.console = Console() def summary(self, experiment_...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/experimental/evaluation/experiment/__init__.py
lib/crewai/src/crewai/experimental/evaluation/experiment/__init__.py
from crewai.experimental.evaluation.experiment.result import ( ExperimentResult, ExperimentResults, ) from crewai.experimental.evaluation.experiment.runner import ExperimentRunner __all__ = ["ExperimentResult", "ExperimentResults", "ExperimentRunner"]
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/cli/replay_from_task.py
lib/crewai/src/crewai/cli/replay_from_task.py
import subprocess import click def replay_task_command(task_id: str) -> None: """ Replay the crew execution from a specific task. Args: task_id (str): The ID of the task to replay from. """ command = ["uv", "run", "replay", task_id] try: result = subprocess.run(command, captur...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/cli/cli.py
lib/crewai/src/crewai/cli/cli.py
from importlib.metadata import version as get_version import os import subprocess import click from crewai.cli.add_crew_to_flow import add_crew_to_flow from crewai.cli.authentication.main import AuthenticationCommand from crewai.cli.config import Settings from crewai.cli.create_crew import create_crew from crewai.cli...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/cli/constants.py
lib/crewai/src/crewai/cli/constants.py
DEFAULT_CREWAI_ENTERPRISE_URL = "https://app.crewai.com" CREWAI_ENTERPRISE_DEFAULT_OAUTH2_PROVIDER = "workos" CREWAI_ENTERPRISE_DEFAULT_OAUTH2_AUDIENCE = "client_01JNJQWBJ4SPFN3SWJM5T7BDG8" CREWAI_ENTERPRISE_DEFAULT_OAUTH2_CLIENT_ID = "client_01JYT06R59SP0NXYGD994NFXXX" CREWAI_ENTERPRISE_DEFAULT_OAUTH2_DOMAIN = "login....
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/cli/git.py
lib/crewai/src/crewai/cli/git.py
from functools import lru_cache import subprocess class Repository: def __init__(self, path: str = ".") -> None: self.path = path if not self.is_git_installed(): raise ValueError("Git is not installed or not found in your PATH.") if not self.is_git_repo(): raise V...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/cli/evaluate_crew.py
lib/crewai/src/crewai/cli/evaluate_crew.py
import subprocess import click def evaluate_crew(n_iterations: int, model: str) -> None: """ Test and Evaluate the crew by running a command in the UV environment. Args: n_iterations (int): The number of iterations to test the crew. model (str): The model to test the crew with. """ ...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false
crewAIInc/crewAI
https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/cli/update_crew.py
lib/crewai/src/crewai/cli/update_crew.py
import os import shutil import tomli_w from crewai.cli.utils import read_toml def update_crew() -> None: """Update the pyproject.toml of the Crew project to use uv.""" migrate_pyproject("pyproject.toml", "pyproject.toml") def migrate_pyproject(input_file, output_file): """ Migrate the pyproject.to...
python
MIT
f3c17a249b5a2da3a917784d9762421591c1cde5
2026-01-04T14:39:52.484392Z
false