repo stringlengths 7 90 | file_url stringlengths 81 315 | file_path stringlengths 4 228 | content stringlengths 0 32.8k | language stringclasses 1
value | license stringclasses 7
values | commit_sha stringlengths 40 40 | retrieved_at stringdate 2026-01-04 14:38:15 2026-01-05 02:33:18 | truncated bool 2
classes |
|---|---|---|---|---|---|---|---|---|
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/ollama/ollama_provider.py | lib/crewai/src/crewai/rag/embeddings/providers/ollama/ollama_provider.py | """Ollama embeddings provider."""
from chromadb.utils.embedding_functions.ollama_embedding_function import (
OllamaEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class OllamaProvider(BaseEmbeddingsProvider[OllamaEmbedding... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/ollama/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/ollama/__init__.py | """Ollama embedding providers."""
from crewai.rag.embeddings.providers.ollama.ollama_provider import (
OllamaProvider,
)
from crewai.rag.embeddings.providers.ollama.types import (
OllamaProviderConfig,
OllamaProviderSpec,
)
__all__ = [
"OllamaProvider",
"OllamaProviderConfig",
"OllamaProvider... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/ollama/types.py | lib/crewai/src/crewai/rag/embeddings/providers/ollama/types.py | """Type definitions for Ollama embedding providers."""
from typing import Annotated, Literal
from typing_extensions import Required, TypedDict
class OllamaProviderConfig(TypedDict, total=False):
"""Configuration for Ollama provider."""
url: Annotated[str, "http://localhost:11434/api/embeddings"]
model_... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/google/generative_ai.py | lib/crewai/src/crewai/rag/embeddings/providers/google/generative_ai.py | """Google Generative AI embeddings provider."""
from typing import Literal
from chromadb.utils.embedding_functions.google_embedding_function import (
GoogleGenerativeAiEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/google/__init__.py | lib/crewai/src/crewai/rag/embeddings/providers/google/__init__.py | """Google embedding providers."""
from crewai.rag.embeddings.providers.google.generative_ai import (
GenerativeAiProvider,
)
from crewai.rag.embeddings.providers.google.types import (
GenerativeAiProviderConfig,
GenerativeAiProviderSpec,
VertexAIProviderConfig,
VertexAIProviderSpec,
)
from crewai.r... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/google/types.py | lib/crewai/src/crewai/rag/embeddings/providers/google/types.py | """Type definitions for Google embedding providers."""
from typing import Annotated, Literal
from typing_extensions import Required, TypedDict
class GenerativeAiProviderConfig(TypedDict, total=False):
"""Configuration for Google Generative AI provider.
Attributes:
api_key: Google API key for authen... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/rag/embeddings/providers/google/vertex.py | lib/crewai/src/crewai/rag/embeddings/providers/google/vertex.py | """Google Vertex AI embeddings provider."""
from chromadb.utils.embedding_functions.google_embedding_function import (
GoogleVertexEmbeddingFunction,
)
from pydantic import AliasChoices, Field
from crewai.rag.core.base_embeddings_provider import BaseEmbeddingsProvider
class VertexAIProvider(BaseEmbeddingsProvid... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/knowledge_config.py | lib/crewai/src/crewai/knowledge/knowledge_config.py | from pydantic import BaseModel, Field
class KnowledgeConfig(BaseModel):
"""Configuration for knowledge retrieval.
Args:
results_limit (int): The number of relevant documents to return.
score_threshold (float): The minimum score for a document to be considered relevant.
"""
results_li... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/knowledge.py | lib/crewai/src/crewai/knowledge/knowledge.py | import os
from pydantic import BaseModel, ConfigDict, Field
from crewai.knowledge.source.base_knowledge_source import BaseKnowledgeSource
from crewai.knowledge.storage.knowledge_storage import KnowledgeStorage
from crewai.rag.embeddings.types import EmbedderConfig
from crewai.rag.types import SearchResult
os.enviro... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/__init__.py | lib/crewai/src/crewai/knowledge/__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/knowledge/storage/knowledge_storage.py | lib/crewai/src/crewai/knowledge/storage/knowledge_storage.py | import logging
import traceback
from typing import Any, cast
import warnings
from crewai.knowledge.storage.base_knowledge_storage import BaseKnowledgeStorage
from crewai.rag.chromadb.config import ChromaDBConfig
from crewai.rag.chromadb.types import ChromaEmbeddingFunctionWrapper
from crewai.rag.config.utils import ge... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/storage/base_knowledge_storage.py | lib/crewai/src/crewai/knowledge/storage/base_knowledge_storage.py | from __future__ import annotations
from abc import ABC, abstractmethod
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from crewai.rag.types import SearchResult
class BaseKnowledgeStorage(ABC):
"""Abstract base class for knowledge storage implementations."""
@abstractmethod
def search(
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/storage/__init__.py | lib/crewai/src/crewai/knowledge/storage/__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/knowledge/source/pdf_knowledge_source.py | lib/crewai/src/crewai/knowledge/source/pdf_knowledge_source.py | from pathlib import Path
from types import ModuleType
from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource
class PDFKnowledgeSource(BaseFileKnowledgeSource):
"""A knowledge source that stores and queries PDF file content using embeddings."""
def load_content(self) -> dict[P... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/source/string_knowledge_source.py | lib/crewai/src/crewai/knowledge/source/string_knowledge_source.py | from typing import Any
from pydantic import Field
from crewai.knowledge.source.base_knowledge_source import BaseKnowledgeSource
class StringKnowledgeSource(BaseKnowledgeSource):
"""A knowledge source that stores and queries plain text content using embeddings."""
content: str = Field(...)
collection_na... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/source/base_file_knowledge_source.py | lib/crewai/src/crewai/knowledge/source/base_file_knowledge_source.py | from abc import ABC, abstractmethod
from pathlib import Path
from typing import Any
from pydantic import Field, field_validator
from crewai.knowledge.source.base_knowledge_source import BaseKnowledgeSource
from crewai.knowledge.storage.knowledge_storage import KnowledgeStorage
from crewai.utilities.constants import K... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/source/excel_knowledge_source.py | lib/crewai/src/crewai/knowledge/source/excel_knowledge_source.py | from pathlib import Path
from types import ModuleType
from typing import Any
from pydantic import Field, field_validator
from crewai.knowledge.source.base_knowledge_source import BaseKnowledgeSource
from crewai.utilities.constants import KNOWLEDGE_DIRECTORY
from crewai.utilities.logger import Logger
class ExcelKnow... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/source/crew_docling_source.py | lib/crewai/src/crewai/knowledge/source/crew_docling_source.py | from __future__ import annotations
from collections.abc import Iterator
from pathlib import Path
from typing import TYPE_CHECKING, Any
from urllib.parse import urlparse
try:
from docling.datamodel.base_models import InputFormat
from docling.document_converter import DocumentConverter
from docling.excepti... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/source/json_knowledge_source.py | lib/crewai/src/crewai/knowledge/source/json_knowledge_source.py | import json
from pathlib import Path
from typing import Any
from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource
class JSONKnowledgeSource(BaseFileKnowledgeSource):
"""A knowledge source that stores and queries JSON file content using embeddings."""
def load_content(self) -... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/source/base_knowledge_source.py | lib/crewai/src/crewai/knowledge/source/base_knowledge_source.py | from abc import ABC, abstractmethod
from typing import Any
import numpy as np
from pydantic import BaseModel, ConfigDict, Field
from crewai.knowledge.storage.knowledge_storage import KnowledgeStorage
class BaseKnowledgeSource(BaseModel, ABC):
"""Abstract base class for knowledge sources."""
chunk_size: int... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/source/csv_knowledge_source.py | lib/crewai/src/crewai/knowledge/source/csv_knowledge_source.py | import csv
from pathlib import Path
from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource
class CSVKnowledgeSource(BaseFileKnowledgeSource):
"""A knowledge source that stores and queries CSV file content using embeddings."""
def load_content(self) -> dict[Path, str]:
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/source/__init__.py | lib/crewai/src/crewai/knowledge/source/__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/knowledge/source/text_file_knowledge_source.py | lib/crewai/src/crewai/knowledge/source/text_file_knowledge_source.py | from pathlib import Path
from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource
class TextFileKnowledgeSource(BaseFileKnowledgeSource):
"""A knowledge source that stores and queries text file content using embeddings."""
def load_content(self) -> dict[Path, str]:
"""L... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/knowledge/utils/__init__.py | lib/crewai/src/crewai/knowledge/utils/__init__.py | """Knowledge utilities 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/knowledge/utils/knowledge_utils.py | lib/crewai/src/crewai/knowledge/utils/knowledge_utils.py | from crewai.rag.types import SearchResult
def extract_knowledge_context(knowledge_snippets: list[SearchResult]) -> str:
"""Extract knowledge from the task prompt."""
valid_snippets = [
result["content"]
for result in knowledge_snippets
if result and result.get("content")
]
snip... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/hooks/tool_hooks.py | lib/crewai/src/crewai/hooks/tool_hooks.py | from __future__ import annotations
from typing import TYPE_CHECKING, Any
from crewai.events.event_listener import event_listener
from crewai.hooks.types import AfterToolCallHookType, BeforeToolCallHookType
from crewai.utilities.printer import Printer
if TYPE_CHECKING:
from crewai.agent import Agent
from cre... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/hooks/llm_hooks.py | lib/crewai/src/crewai/hooks/llm_hooks.py | from __future__ import annotations
from typing import TYPE_CHECKING, Any, cast
from crewai.events.event_listener import event_listener
from crewai.hooks.types import AfterLLMCallHookType, BeforeLLMCallHookType
from crewai.utilities.printer import Printer
if TYPE_CHECKING:
from crewai.agents.crew_agent_executor ... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/hooks/wrappers.py | lib/crewai/src/crewai/hooks/wrappers.py | from __future__ import annotations
from collections.abc import Callable
from typing import TYPE_CHECKING, Any, TypeVar
if TYPE_CHECKING:
from crewai.hooks.llm_hooks import LLMCallHookContext
from crewai.hooks.tool_hooks import ToolCallHookContext
P = TypeVar("P")
R = TypeVar("R")
def _copy_method_metadata... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/hooks/decorators.py | lib/crewai/src/crewai/hooks/decorators.py | from __future__ import annotations
from collections.abc import Callable
from functools import wraps
import inspect
from typing import TYPE_CHECKING, Any, TypeVar, overload
if TYPE_CHECKING:
from crewai.hooks.llm_hooks import LLMCallHookContext
from crewai.hooks.tool_hooks import ToolCallHookContext
F = Type... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/hooks/__init__.py | lib/crewai/src/crewai/hooks/__init__.py | from __future__ import annotations
from crewai.hooks.decorators import (
after_llm_call,
after_tool_call,
before_llm_call,
before_tool_call,
)
from crewai.hooks.llm_hooks import (
LLMCallHookContext,
clear_after_llm_call_hooks,
clear_all_llm_call_hooks,
clear_before_llm_call_hooks,
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/hooks/types.py | lib/crewai/src/crewai/hooks/types.py | from __future__ import annotations
from collections.abc import Callable
from typing import TYPE_CHECKING, Generic, Protocol, TypeVar, runtime_checkable
if TYPE_CHECKING:
from crewai.hooks.llm_hooks import LLMCallHookContext
from crewai.hooks.tool_hooks import ToolCallHookContext
ContextT = TypeVar("Context... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/memory.py | lib/crewai/src/crewai/memory/memory.py | from __future__ import annotations
from typing import TYPE_CHECKING, Any
from pydantic import BaseModel
from crewai.rag.embeddings.types import EmbedderConfig
if TYPE_CHECKING:
from crewai.agent import Agent
from crewai.task import Task
class Memory(BaseModel):
"""Base class for memory, supporting ag... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/__init__.py | lib/crewai/src/crewai/memory/__init__.py | from crewai.memory.entity.entity_memory import EntityMemory
from crewai.memory.external.external_memory import ExternalMemory
from crewai.memory.long_term.long_term_memory import LongTermMemory
from crewai.memory.short_term.short_term_memory import ShortTermMemory
__all__ = [
"EntityMemory",
"ExternalMemory"... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/storage/ltm_sqlite_storage.py | lib/crewai/src/crewai/memory/storage/ltm_sqlite_storage.py | import json
from pathlib import Path
import sqlite3
from typing import Any
import aiosqlite
from crewai.utilities import Printer
from crewai.utilities.paths import db_storage_path
class LTMSQLiteStorage:
"""SQLite storage class for long-term memory data."""
def __init__(self, db_path: 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/memory/storage/mem0_storage.py | lib/crewai/src/crewai/memory/storage/mem0_storage.py | from collections import defaultdict
from collections.abc import Iterable
import os
import re
from typing import Any
from mem0 import Memory, MemoryClient # type: ignore[import-untyped,import-not-found]
from crewai.memory.storage.interface import Storage
from crewai.rag.chromadb.utils import _sanitize_collection_name... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/storage/interface.py | lib/crewai/src/crewai/memory/storage/interface.py | from typing import Any
class Storage:
"""Abstract base class defining the storage interface"""
def save(self, value: Any, metadata: dict[str, Any]) -> None:
pass
def search(
self, query: str, limit: int, score_threshold: float
) -> dict[str, Any] | list[Any]:
return {}
d... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/storage/kickoff_task_outputs_storage.py | lib/crewai/src/crewai/memory/storage/kickoff_task_outputs_storage.py | import json
import logging
from pathlib import Path
import sqlite3
from typing import Any
from crewai.task import Task
from crewai.utilities import Printer
from crewai.utilities.crew_json_encoder import CrewJSONEncoder
from crewai.utilities.errors import DatabaseError, DatabaseOperationError
from crewai.utilities.path... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/storage/__init__.py | lib/crewai/src/crewai/memory/storage/__init__.py | """Memory storage implementations 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/memory/storage/rag_storage.py | lib/crewai/src/crewai/memory/storage/rag_storage.py | from __future__ import annotations
import logging
import traceback
from typing import TYPE_CHECKING, Any, cast
import warnings
from crewai.rag.chromadb.config import ChromaDBConfig
from crewai.rag.chromadb.types import ChromaEmbeddingFunctionWrapper
from crewai.rag.config.utils import get_rag_client
from crewai.rag.e... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/long_term/long_term_memory.py | lib/crewai/src/crewai/memory/long_term/long_term_memory.py | import time
from typing import Any
from crewai.events.event_bus import crewai_event_bus
from crewai.events.types.memory_events import (
MemoryQueryCompletedEvent,
MemoryQueryFailedEvent,
MemoryQueryStartedEvent,
MemorySaveCompletedEvent,
MemorySaveFailedEvent,
MemorySaveStartedEvent,
)
from cre... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/long_term/long_term_memory_item.py | lib/crewai/src/crewai/memory/long_term/long_term_memory_item.py | from typing import Any
class LongTermMemoryItem:
def __init__(
self,
agent: str,
task: str,
expected_output: str,
datetime: str,
quality: int | float | None = None,
metadata: dict[str, Any] | None = None,
):
self.task = task
self.agent = ... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/long_term/__init__.py | lib/crewai/src/crewai/memory/long_term/__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/memory/external/external_memory_item.py | lib/crewai/src/crewai/memory/external/external_memory_item.py | from typing import Any
class ExternalMemoryItem:
def __init__(
self,
value: Any,
metadata: dict[str, Any] | None = None,
agent: str | None = None,
):
self.value = value
self.metadata = metadata
self.agent = agent
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/external/__init__.py | lib/crewai/src/crewai/memory/external/__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/memory/external/external_memory.py | lib/crewai/src/crewai/memory/external/external_memory.py | from __future__ import annotations
import time
from typing import TYPE_CHECKING, Any
from crewai.events.event_bus import crewai_event_bus
from crewai.events.types.memory_events import (
MemoryQueryCompletedEvent,
MemoryQueryFailedEvent,
MemoryQueryStartedEvent,
MemorySaveCompletedEvent,
MemorySave... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/contextual/__init__.py | lib/crewai/src/crewai/memory/contextual/__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/memory/contextual/contextual_memory.py | lib/crewai/src/crewai/memory/contextual/contextual_memory.py | from __future__ import annotations
import asyncio
from typing import TYPE_CHECKING
from crewai.memory import (
EntityMemory,
ExternalMemory,
LongTermMemory,
ShortTermMemory,
)
if TYPE_CHECKING:
from crewai.agent import Agent
from crewai.task import Task
class ContextualMemory:
"""Aggre... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/entity/entity_memory_item.py | lib/crewai/src/crewai/memory/entity/entity_memory_item.py | class EntityMemoryItem:
def __init__(
self,
name: str,
type: str,
description: str,
relationships: str,
):
self.name = name
self.type = type
self.description = description
self.metadata = {"relationships": relationships}
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/entity/entity_memory.py | lib/crewai/src/crewai/memory/entity/entity_memory.py | import time
from typing import Any
from pydantic import PrivateAttr
from crewai.events.event_bus import crewai_event_bus
from crewai.events.types.memory_events import (
MemoryQueryCompletedEvent,
MemoryQueryFailedEvent,
MemoryQueryStartedEvent,
MemorySaveCompletedEvent,
MemorySaveFailedEvent,
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/entity/__init__.py | lib/crewai/src/crewai/memory/entity/__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/memory/short_term/short_term_memory.py | lib/crewai/src/crewai/memory/short_term/short_term_memory.py | from __future__ import annotations
import time
from typing import Any
from pydantic import PrivateAttr
from crewai.events.event_bus import crewai_event_bus
from crewai.events.types.memory_events import (
MemoryQueryCompletedEvent,
MemoryQueryFailedEvent,
MemoryQueryStartedEvent,
MemorySaveCompletedEv... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/short_term/short_term_memory_item.py | lib/crewai/src/crewai/memory/short_term/short_term_memory_item.py | from typing import Any
class ShortTermMemoryItem:
def __init__(
self,
data: Any,
agent: str | None = None,
metadata: dict[str, Any] | None = None,
):
self.data = data
self.agent = agent
self.metadata = metadata if metadata is not None else {}
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/memory/short_term/__init__.py | lib/crewai/src/crewai/memory/short_term/__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/project/wrappers.py | lib/crewai/src/crewai/project/wrappers.py | """Wrapper classes for decorated methods with type-safe metadata."""
from __future__ import annotations
import asyncio
from collections.abc import Callable
from functools import partial
import inspect
from pathlib import Path
from typing import (
TYPE_CHECKING,
Any,
Generic,
Literal,
ParamSpec,
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/project/annotations.py | lib/crewai/src/crewai/project/annotations.py | """Decorators for defining crew components and their behaviors."""
from __future__ import annotations
import asyncio
from collections.abc import Callable
from functools import wraps
import inspect
from typing import TYPE_CHECKING, Any, Concatenate, ParamSpec, TypeVar, overload
from crewai.project.utils import memoiz... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/project/crew_base.py | lib/crewai/src/crewai/project/crew_base.py | """Base metaclass for creating crew classes with configuration and method management."""
from __future__ import annotations
from collections.abc import Callable
import inspect
import logging
from pathlib import Path
from typing import (
TYPE_CHECKING,
Any,
Literal,
TypeGuard,
TypeVar,
TypedDic... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/project/utils.py | lib/crewai/src/crewai/project/utils.py | """Utility functions for the crewai project module."""
from collections.abc import Callable, Coroutine
from functools import wraps
import inspect
from typing import Any, ParamSpec, TypeVar, cast
from pydantic import BaseModel
from crewai.agents.cache.cache_handler import CacheHandler
P = ParamSpec("P")
R = TypeVar... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/project/__init__.py | lib/crewai/src/crewai/project/__init__.py | """Project package for CrewAI."""
from crewai.project.annotations import (
after_kickoff,
agent,
before_kickoff,
cache_handler,
callback,
crew,
llm,
output_json,
output_pydantic,
task,
tool,
)
from crewai.project.crew_base import CrewBase
__all__ = [
"CrewBase",
"a... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/constants.py | lib/crewai/src/crewai/llms/constants.py | from typing import Literal, TypeAlias
OpenAIModels: TypeAlias = Literal[
"gpt-3.5-turbo",
"gpt-3.5-turbo-0125",
"gpt-3.5-turbo-0301",
"gpt-3.5-turbo-0613",
"gpt-3.5-turbo-1106",
"gpt-3.5-turbo-16k",
"gpt-3.5-turbo-16k-0613",
"gpt-3.5-turbo-instruct",
"gpt-3.5-turbo-instruct-0914",
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/base_llm.py | lib/crewai/src/crewai/llms/base_llm.py | """Base LLM abstract class for CrewAI.
This module provides the abstract base class for all LLM implementations
in CrewAI, including common functionality for native SDK implementations.
"""
from __future__ import annotations
from abc import ABC, abstractmethod
from datetime import datetime
import json
import logging... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/__init__.py | lib/crewai/src/crewai/llms/__init__.py | """LLM implementations 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/llms/third_party/__init__.py | lib/crewai/src/crewai/llms/third_party/__init__.py | """Third-party LLM implementations 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/llms/hooks/transport.py | lib/crewai/src/crewai/llms/hooks/transport.py | """HTTP transport implementations for LLM request/response interception.
This module provides internal transport classes that integrate with BaseInterceptor
to enable request/response modification at the transport level.
"""
from __future__ import annotations
from collections.abc import Iterable
from typing import T... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/hooks/__init__.py | lib/crewai/src/crewai/llms/hooks/__init__.py | """Interceptor contracts for crewai"""
from crewai.llms.hooks.base import BaseInterceptor
__all__ = ["BaseInterceptor"]
| python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/hooks/base.py | lib/crewai/src/crewai/llms/hooks/base.py | """Base classes for LLM transport interceptors.
This module provides abstract base classes for intercepting and modifying
outbound and inbound messages at the transport level.
"""
from __future__ import annotations
from abc import ABC, abstractmethod
from typing import TYPE_CHECKING, Any, Generic, TypeVar
from pyda... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/providers/__init__.py | lib/crewai/src/crewai/llms/providers/__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/llms/providers/openai/completion.py | lib/crewai/src/crewai/llms/providers/openai/completion.py | from __future__ import annotations
from collections.abc import AsyncIterator
import json
import logging
import os
from typing import TYPE_CHECKING, Any
import httpx
from openai import APIConnectionError, AsyncOpenAI, NotFoundError, OpenAI, Stream
from openai.lib.streaming.chat import ChatCompletionStream
from openai.... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | true |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/providers/openai/__init__.py | lib/crewai/src/crewai/llms/providers/openai/__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/llms/providers/azure/completion.py | lib/crewai/src/crewai/llms/providers/azure/completion.py | from __future__ import annotations
import json
import logging
import os
from typing import TYPE_CHECKING, Any, TypedDict
from pydantic import BaseModel
from typing_extensions import Self
from crewai.utilities.agent_utils import is_context_length_exceeded
from crewai.utilities.exceptions.context_window_exceeding_exce... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | true |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/providers/azure/__init__.py | lib/crewai/src/crewai/llms/providers/azure/__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/llms/providers/utils/common.py | lib/crewai/src/crewai/llms/providers/utils/common.py | import logging
import re
from typing import Any
def validate_function_name(name: str, provider: str = "LLM") -> str:
"""Validate function name according to common LLM provider requirements.
Most LLM providers (OpenAI, Gemini, Anthropic) have similar requirements:
- Must start with letter or underscore
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/providers/utils/__init__.py | lib/crewai/src/crewai/llms/providers/utils/__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/llms/providers/bedrock/completion.py | lib/crewai/src/crewai/llms/providers/bedrock/completion.py | from __future__ import annotations
from collections.abc import Mapping, Sequence
from contextlib import AsyncExitStack
import json
import logging
import os
from typing import TYPE_CHECKING, Any, TypedDict, cast
from pydantic import BaseModel
from typing_extensions import Required
from crewai.events.types.llm_events ... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | true |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/providers/bedrock/__init__.py | lib/crewai/src/crewai/llms/providers/bedrock/__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/llms/providers/anthropic/completion.py | lib/crewai/src/crewai/llms/providers/anthropic/completion.py | from __future__ import annotations
import json
import logging
import os
from typing import TYPE_CHECKING, Any, Literal, cast
from anthropic.types import ThinkingBlock
from pydantic import BaseModel
from crewai.events.types.llm_events import LLMCallType
from crewai.llms.base_llm import BaseLLM
from crewai.llms.hooks.... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | true |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/providers/anthropic/__init__.py | lib/crewai/src/crewai/llms/providers/anthropic/__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/llms/providers/gemini/completion.py | lib/crewai/src/crewai/llms/providers/gemini/completion.py | from __future__ import annotations
import logging
import os
import re
from typing import TYPE_CHECKING, Any, Literal, cast
from pydantic import BaseModel
from crewai.events.types.llm_events import LLMCallType
from crewai.llms.base_llm import BaseLLM
from crewai.utilities.agent_utils import is_context_length_exceeded... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | true |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/llms/providers/gemini/__init__.py | lib/crewai/src/crewai/llms/providers/gemini/__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/types/hitl.py | lib/crewai/src/crewai/types/hitl.py | """Human-in-the-loop (HITL) type definitions.
This module provides type definitions for human-in-the-loop interactions
in crew executions.
"""
from typing import TypedDict
class HITLResumeInfo(TypedDict, total=False):
"""HITL resume information passed from flow to crew.
Attributes:
task_id: Unique ... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/types/streaming.py | lib/crewai/src/crewai/types/streaming.py | """Streaming output types for crew and flow execution."""
from __future__ import annotations
from collections.abc import AsyncIterator, Iterator
from enum import Enum
from typing import TYPE_CHECKING, Any, Generic, TypeVar
from pydantic import BaseModel, Field
if TYPE_CHECKING:
from crewai.crews.crew_output im... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/types/utils.py | lib/crewai/src/crewai/types/utils.py | """Utilities for creating and manipulating types."""
from typing import Annotated, Final, Literal
from typing_extensions import TypeAliasType
_DYNAMIC_LITERAL_ALIAS: Final[Literal["DynamicLiteral"]] = "DynamicLiteral"
def create_literals_from_strings(
values: Annotated[
tuple[str, ...], "Should contai... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/types/usage_metrics.py | lib/crewai/src/crewai/types/usage_metrics.py | """Usage metrics tracking for CrewAI execution.
This module provides models for tracking token usage and request metrics
during crew and agent execution.
"""
from pydantic import BaseModel, Field
from typing_extensions import Self
class UsageMetrics(BaseModel):
"""Track usage metrics for crew execution.
At... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/types/__init__.py | lib/crewai/src/crewai/types/__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/types/crew_chat.py | lib/crewai/src/crewai/types/crew_chat.py | """Crew chat input models.
This module provides models for defining chat inputs and fields
for crew interactions.
"""
from pydantic import BaseModel, Field
class ChatInputField(BaseModel):
"""Represents a single required input for the crew.
Example:
```python
field = ChatInputField(
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/event_types.py | lib/crewai/src/crewai/events/event_types.py | from crewai.events.types.agent_events import (
AgentExecutionCompletedEvent,
AgentExecutionErrorEvent,
AgentExecutionStartedEvent,
LiteAgentExecutionCompletedEvent,
)
from crewai.events.types.crew_events import (
CrewKickoffCompletedEvent,
CrewKickoffFailedEvent,
CrewKickoffStartedEvent,
... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/base_event_listener.py | lib/crewai/src/crewai/events/base_event_listener.py | """Base event listener for CrewAI event system."""
from abc import ABC, abstractmethod
from crewai.events.event_bus import CrewAIEventsBus, crewai_event_bus
class BaseEventListener(ABC):
"""Abstract base class for event listeners."""
verbose: bool = False
def __init__(self) -> None:
"""Initial... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/event_listener.py | lib/crewai/src/crewai/events/event_listener.py | from __future__ import annotations
from io import StringIO
from typing import TYPE_CHECKING, Any
from pydantic import Field, PrivateAttr
from crewai.events.base_event_listener import BaseEventListener
from crewai.events.listeners.tracing.trace_listener import TraceCollectionListener
from crewai.events.types.a2a_even... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/handler_graph.py | lib/crewai/src/crewai/events/handler_graph.py | """Dependency graph resolution for event handlers.
This module resolves handler dependencies into execution levels, ensuring
handlers execute in correct order while maximizing parallelism.
"""
from collections import defaultdict, deque
from collections.abc import Sequence
from crewai.events.depends import Depends
fr... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/depends.py | lib/crewai/src/crewai/events/depends.py | """Dependency injection system for event handlers.
This module provides a FastAPI-style dependency system that allows event handlers
to declare dependencies on other handlers, ensuring proper execution order while
maintaining parallelism where possible.
"""
from collections.abc import Coroutine
from typing import Any... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/event_bus.py | lib/crewai/src/crewai/events/event_bus.py | """Event bus for managing and dispatching events in CrewAI.
This module provides a singleton event bus that allows registration and handling
of events throughout the CrewAI system, supporting both synchronous and asynchronous
event handlers with optional dependency management.
"""
import asyncio
import atexit
from co... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/__init__.py | lib/crewai/src/crewai/events/__init__.py | """CrewAI events system for monitoring and extending agent behavior.
This module provides the event infrastructure that allows users to:
- Monitor agent, task, and crew execution
- Track memory operations and performance
- Build custom logging and analytics
- Extend CrewAI with custom event handlers
- Declare handler ... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/base_events.py | lib/crewai/src/crewai/events/base_events.py | from datetime import datetime, timezone
from typing import Any
from pydantic import BaseModel, Field
from crewai.utilities.serialization import to_serializable
class BaseEvent(BaseModel):
"""Base class for all events"""
timestamp: datetime = Field(default_factory=lambda: datetime.now(timezone.utc))
typ... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/utils/console_formatter.py | lib/crewai/src/crewai/events/utils/console_formatter.py | import threading
from typing import Any, ClassVar
from rich.console import Console
from rich.live import Live
from rich.panel import Panel
from rich.text import Text
class ConsoleFormatter:
tool_usage_counts: ClassVar[dict[str, int]] = {}
current_a2a_turn_count: int = 0
_pending_a2a_message: str | None ... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | true |
crewAIInc/crewAI | https://github.com/crewAIInc/crewAI/blob/f3c17a249b5a2da3a917784d9762421591c1cde5/lib/crewai/src/crewai/events/utils/__init__.py | lib/crewai/src/crewai/events/utils/__init__.py | """Event utilities 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/events/utils/handlers.py | lib/crewai/src/crewai/events/utils/handlers.py | """Handler utility functions for event processing."""
import functools
import inspect
from typing import Any
from typing_extensions import TypeIs
from crewai.events.base_events import BaseEvent
from crewai.events.types.event_bus_types import AsyncHandler, SyncHandler
def is_async_handler(
handler: Any,
) -> Ty... | 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/logging_events.py | lib/crewai/src/crewai/events/types/logging_events.py | """Agent logging events that don't reference BaseAgent to avoid circular imports."""
from typing import Any
from pydantic import ConfigDict
from crewai.events.base_events import BaseEvent
class AgentLogsStartedEvent(BaseEvent):
"""Event emitted when agent logs should be shown at start"""
agent_role: str
... | 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/task_events.py | lib/crewai/src/crewai/events/types/task_events.py | from typing import Any
from crewai.events.base_events import BaseEvent
from crewai.tasks.task_output import TaskOutput
class TaskStartedEvent(BaseEvent):
"""Event emitted when a task starts"""
type: str = "task_started"
context: str | None
task: Any | None = None
def __init__(self, **data):
... | 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/reasoning_events.py | lib/crewai/src/crewai/events/types/reasoning_events.py | from typing import Any
from crewai.events.base_events import BaseEvent
class ReasoningEvent(BaseEvent):
"""Base event for reasoning events."""
type: str
attempt: int = 1
agent_role: str
task_id: str
task_name: str | None = None
from_task: Any | None = None
agent_id: 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/events/types/tool_usage_events.py | lib/crewai/src/crewai/events/types/tool_usage_events.py | from collections.abc import Callable
from datetime import datetime
from typing import Any
from pydantic import ConfigDict
from crewai.events.base_events import BaseEvent
class ToolUsageEvent(BaseEvent):
"""Base event for tool usage tracking"""
agent_key: str | None = None
agent_role: 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/events/types/knowledge_events.py | lib/crewai/src/crewai/events/types/knowledge_events.py | from typing import Any
from crewai.events.base_events import BaseEvent
class KnowledgeEventBase(BaseEvent):
task_id: str | None = None
task_name: str | None = None
from_task: Any | None = None
from_agent: Any | None = None
agent_role: str | None = None
agent_id: str | None = None
def __i... | python | MIT | f3c17a249b5a2da3a917784d9762421591c1cde5 | 2026-01-04T14:39:52.484392Z | false |
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