repo stringclasses 454
values | file_path stringlengths 5 201 | extension stringclasses 1
value | content stringlengths 8 509k | num_lines int64 3 16.9k | size_bytes int64 8 511k |
|---|---|---|---|---|---|
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/memory/vector/dbs/chroma.py | .py | """
ChromaDB vector database implementation for aworld.
This implementation is based on the open-webui project's ChromaDB vector database code.
Special thanks to the open-webui contributors for their excellent work.
Reference: https://github.com/open-webui/open-webui/blob/main/backend/open_webui/retrieval/vector/dbs/... | 344 | 13,379 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/memory/vector/dbs/base.py | .py | from abc import ABC, abstractmethod
from typing import Optional, List
from aworld.memory.embeddings.base import EmbeddingsResults, EmbeddingsResult
class VectorDB(ABC):
"""Abstract base class for vector databases.
This class defines the standard interface that all vector database implementations
mus... | 123 | 3,953 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/memory/longterm/default.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import asyncio
import json
import traceback
from datetime import datetime
from typing import Any, List, Literal, Optional, Tuple
from aworld.core.memory import MemoryItem, LongTermConfig, MemoryStore, MemoryBase
from aworld.models.llm import LLMModel, acall_llm_model
f... | 362 | 15,971 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/memory/longterm/__init__.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
from .base import MemoryOrchestrator, MemoryGungnir, MemoryProcessingTask, MemoryProcessingResult
from aworld.core.memory import LongTermConfig, TriggerConfig, ExtractionConfig, StorageConfig, ProcessingConfig
from .default import DefaultMemoryOrchestrator
__all__ = [... | 19 | 573 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/memory/longterm/base.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import uuid
from abc import ABC, abstractmethod
from datetime import datetime
from typing import List, Any, Optional, Literal
from pydantic import BaseModel, Field
from aworld.core.memory import MemoryStore, LongTermConfig
from aworld.models.llm import LLMModel
from ... | 159 | 5,791 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/memory/db/__init__.py | .py | """
Database implementations for memory storage.
"""
from .postgres import PostgresMemoryStore
from .sqlite import SQLiteMemoryStore
__all__ = [
"PostgresMemoryStore",
"SQLiteMemoryStore"
]
| 12 | 200 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/memory/db/postgres.py | .py | from datetime import datetime
from typing import Optional
from typing import Optional
import pytz # Add pytz for timezone handling
from pydantic import BaseModel
from aworld.core.memory import MemoryStore
from aworld.memory.models import (
MemoryItem, MemoryAIMessage, MemoryHumanMessage, MemorySummary, MemorySys... | 363 | 14,314 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/memory/db/sqlite.py | .py | import json
import sqlite3
from datetime import datetime
from typing import Optional, List, Dict, Any
from pathlib import Path
from pydantic import BaseModel
from aworld.core.memory import MemoryStore
from aworld.memory.models import (
MemoryItem, MemoryAIMessage, MemoryHumanMessage, MemorySummary,
MemorySyst... | 423 | 17,935 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/models/anthropic_provider.py | .py | import os
from typing import Any, Dict, List, Generator, AsyncGenerator
from aworld.utils import import_package
from aworld.logs.util import logger
from aworld.core.llm_provider import LLMProviderBase
from aworld.models.model_response import ModelResponse, LLMResponseError
class AnthropicProvider(LLMProviderBase):
... | 334 | 13,092 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/models/openai_tokenizer.py | .py | # Copyright 2024 AWorld Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law o... | 238 | 8,634 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/models/utils.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import copy
import inspect
import os.path
from typing import Dict, Any, List, Union
from aworld.core.context.base import Context
from aworld.logs.util import logger
from aworld.models.qwen_tokenizer import qwen_tokenizer
from aworld.models.openai_tokenizer import opena... | 208 | 8,083 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/models/llm_http_handler.py | .py | """HTTP handler for LLM providers.
This module provides a generic HTTP handler for making requests to LLM providers
when direct SDK usage is not desired.
"""
import json
import asyncio
import random
import time
from typing import Any, Dict, List, Optional, Union, Generator, AsyncGenerator
import requests
from request... | 398 | 13,855 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/models/llm.py | .py | import traceback
from typing import (
List,
Dict,
Union,
Generator,
AsyncGenerator,
)
from aworld.config import ConfigDict, ModelConfig
from aworld.config.conf import AgentConfig, ClientType
from aworld.logs.util import logger
from aworld.core.llm_provider import LLMProviderBase
from aworld.models.... | 609 | 22,201 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/models/openai_provider.py | .py | import os
import traceback
from typing import Any, Dict, List, Generator, AsyncGenerator
from openai import OpenAI, AsyncOpenAI
from aworld.config.conf import ClientType
from aworld.core.llm_provider import LLMProviderBase
from aworld.models.llm_http_handler import LLMHTTPHandler
from aworld.models.model_response imp... | 637 | 26,610 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/models/model_response.py | .py | from typing import Any, Dict, List, Optional
import json
from pydantic import BaseModel
from aworld.logs.util import logger
class LLMResponseError(Exception):
"""Represents an error in LLM response.
Attributes:
message: Error message
model: Model name
response: Original response ... | 656 | 24,382 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/models/qwen_tokenizer.py | .py | # Copyright 2023 The Qwen team, Alibaba Group. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by... | 246 | 9,022 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/models/ant_provider.py | .py | import ast
import asyncio
import datetime
import html
import json
import os
import time
from typing import (
Any,
List,
Dict,
Generator,
AsyncGenerator,
)
from binascii import b2a_hex
from aworld.config.conf import ClientType
from aworld.core.llm_provider import LLMProviderBase
from aworld.models.... | 867 | 35,130 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/agents/llm_agent.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import copy
import json
import time
import traceback
import uuid
from collections import OrderedDict
from datetime import datetime
from typing import Dict, Any, List, Callable, Optional
import aworld.trace as trace
from aworld.core.agent.agent_desc import get_agent_des... | 936 | 44,852 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/agents/parallel_llm_agent.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import asyncio
from typing import List, Dict, Any, Callable
from aworld.agents.llm_agent import Agent
from aworld.core.common import Observation, ActionModel
from aworld.core.event.base import Message
from aworld.utils.run_util import exec_agent
class ParallelizableA... | 68 | 2,814 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/agents/task_llm_agent.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
from typing import List, Dict, Any
from aworld.core.exceptions import AWorldRuntimeException
from aworld.core.agent.swarm import Swarm
from aworld.core.task import Task, TaskResponse
from aworld.utils.run_util import exec_tasks
from aworld.agents.llm_agent import Age... | 48 | 1,566 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/agents/loop_llm_agent.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
from typing import Any, Callable
from aworld.agents.llm_agent import Agent
class LoopableAgent(Agent):
"""Support for loop agents in the swarm.
The parameters of the extension function are the agent itself, which can obtain internal information of the agent.... | 47 | 1,481 |
ai-agent-book | chapter9/gaia-experience/AWorld/aworld/agents/serial_llm_agent.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
from typing import List, Dict, Any, Callable
from aworld.core.event.base import Message
from aworld.utils.run_util import exec_agent
from aworld.agents.llm_agent import Agent
from aworld.core.common import Observation, ActionModel, Config
from aworld.logs.util import... | 65 | 2,573 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/phone_use/utils.py | .py | # coding: utf-8
import json
import traceback
import uuid
from dataclasses import dataclass, field
from pathlib import Path
from typing import Any, Optional, Dict, List
from langchain_core.load import dumpd, load
from langchain_core.messages import BaseMessage, AIMessage, ToolMessage, SystemMessage, HumanMessage
from ... | 278 | 9,341 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/phone_use/run.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import os
from aworld.config import AgentConfig
from aworld.core.task import Task
from aworld.runner import Runners
from examples.common.tools.common import Agents, Tools
from examples.common.tools.conf import AndroidToolConfig
from examples.phone_use.agent import Andr... | 40 | 1,279 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/phone_use/prompts.py | .py | SYSTEM_PROMPT = """
You are an Android device automation assistant. Your task is to help users perform various operations on Android devices.
You can perform the following actions:
1.Tap Element (tap) - Requires parameter: index (element number)
2.Input Text (input_text) - Requires parameter: text (text content to inpu... | 58 | 2,850 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/phone_use/agent.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import json
import time
import traceback
from typing import Dict, Any, Optional, List, Union
from langchain_core.messages import HumanMessage, BaseMessage, SystemMessage
from examples.phone_use.prompts import SYSTEM_PROMPT, LAST_STEP_PROMPT
from examples.phone_use.ut... | 253 | 9,267 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/parallel_run/run.py | .py | import os
from aworld.agents.llm_agent import Agent
from aworld.config.conf import AgentConfig
from aworld.core.task import Task
from aworld.runner import Runners
from aworld.config import RunConfig, EngineName
# Setup, need modify
os.environ["LLM_PROVIDER"] = "openai"
os.environ["LLM_MODEL_NAME"] = "gpt-4o"
os.enviro... | 42 | 1,329 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/HITP/run.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import os
from aworld.agents.llm_agent import Agent
from aworld.config.conf import AgentConfig
from aworld.core.agent.swarm import Swarm
from aworld.logs.util import color_log, Color
from aworld.runner import Runners
from aworld.tools.human.human import HUMAN
import ex... | 35 | 1,064 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/imo/utils.py | .py | import json
import logging
import os
import re
import string
from pathlib import Path
from typing import Any, Dict, List, Optional
from tabulate import tabulate
logger = logging.getLogger(__name__)
def normalize_str(input_str, remove_punct=True) -> str:
no_spaces = re.sub(r"\s", "", input_str)
if remove_pun... | 273 | 9,333 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/imo/run.py | .py | import argparse
import json
import logging
import os
import re
import sys
import traceback
from pathlib import Path
from typing import Any, Dict, List
from dotenv import load_dotenv
from pathlib import Path
from aworld.agents.llm_agent import Agent
from aworld.config.conf import AgentConfig, TaskConfig
from aworld.co... | 307 | 11,553 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/imo/prompt.py | .py | # MIT License
#
# Copyright (c) 2025 Lin Yang, Yichen Huang
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modi... | 63 | 4,148 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/imo/guard_tool_caller.py | .py | # MIT License
#
# Copyright (c) 2025 Lin Yang, Yichen Huang
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, copy, modi... | 165 | 9,089 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/osworld/run_multienv_aworldAgent.py | .py | from __future__ import annotations
import argparse
import datetime
import json
import logging
import os
import sys
import signal
import time
from typing import List, Dict, Any, Optional
import math
from tqdm import tqdm
from multiprocessing import Process, Manager
from multiprocessing import current_process
import lib_... | 741 | 28,556 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/osworld/aworldAgent/workflow.py | .py | """
This code is adapted from AgentS2 (https://github.com/simular-ai/Agent-S)
with modifications to suit specific requirements.
"""
import logging
import textwrap
from typing import Dict, List, Tuple
from aworld.config.conf import AgentConfig
from aworld.agents.llm_agent import Agent
from aworld.core.common import Obs... | 230 | 8,535 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/osworld/aworldAgent/utils.py | .py | """
This code is adapted from AgentS2 (https://github.com/simular-ai/Agent-S)
with modifications to suit specific requirements.
"""
import re
import base64
from aworld.core.common import Observation, ActionModel
from aworld.models.model_response import ModelResponse
from aworld.core.agent.base import AgentResult
from a... | 194 | 7,578 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/osworld/aworldAgent/grounding.py | .py | """
This code is adapted from AgentS2 (https://github.com/simular-ai/Agent-S)
with modifications to suit specific requirements.
"""
import ast
import re
import textwrap
from collections import defaultdict
from io import BytesIO
from typing import Any, Dict, List, Optional, Tuple, Union
import pytesseract
from PIL impo... | 5,253 | 211,860 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/osworld/aworldAgent/prompt.py | .py | """
This code is adapted from AgentS2 (https://github.com/simular-ai/Agent-S)
with modifications to suit specific requirements.
"""
GENERATOR_SYS_PROMPT = """You are an expert in graphical user interfaces and Python code. You are responsible for executing the task: `TASK_DESCRIPTION`.
You are working in Ubuntu.
You are... | 948 | 41,479 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/osworld/aworldAgent/agent.py | .py | """
This code is adapted from AgentS2 (https://github.com/simular-ai/Agent-S)
with modifications to suit specific requirements.
"""
import logging
import platform
from typing import Dict, List, Tuple
from aworldAgent.grounding import ACI
from aworldAgent.workflow import Worker
logger = logging.getLogger("desktopenv.a... | 100 | 3,178 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/BFCL/run.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import os
from aworld.config.conf import AgentConfig
from aworld.agents.llm_agent import Agent
from aworld.runner import Runners
import json
if __name__ == "__main__":
agent_config = AgentConfig(
llm_provider=os.getenv("LLM_PROVIDER", "openai"),
l... | 55 | 1,767 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/BFCL/mcp_tools/tool_base.py | .py | import logging
from pathlib import Path
from typing import Any, Literal
from mcp.server import FastMCP
from pydantic import BaseModel, Field
from aworld.logs.util import Color
from examples.gaia.utils import color_log, setup_logger
class ActionArguments(BaseModel):
r"""Protocol: MCP Action Arguments"""
nam... | 52 | 1,910 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/BFCL/mcp_tools/test_server.py | .py | #!/usr/bin/env python3
"""
Test script for GorillaFileSystem MCP Functions
This script tests all mcp_ functions in the GorillaFileSystem class.
Run this to verify all file system operations work correctly.
"""
import sys
import os
import traceback
# Add the current directory to the path to import gorilla_file_system... | 318 | 10,288 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/BFCL/mcp_tools/__init__.py | .py | """
MCP Tools Package
This package contains MCP (Model Context Protocol) tools and servers
for various functionalities including file system operations.
"""
from .gorilla_file_system import GorillaFileSystem
__all__ = [
"GorillaFileSystem"
]
__version__ = "1.0.0"
| 15 | 272 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/BFCL/mcp_tools/long_context.py | .py | WATCH_LIST_EXTENSION = ['JHGUN', 'LMAT', 'YNK', 'W', 'XSW', 'XZEHV', 'R', 'UIENW', 'H', 'P', 'JN', 'OQAI', 'FBIS', 'DZ', 'K', 'JNZD', 'IJXX', 'Z', 'J', 'FJD', 'D', 'NMONY', 'GMRH', 'LS', 'G', 'VEUCA', 'KBWCK', 'BAJ', 'V', 'FTCW', 'YOTF', 'PU', 'GOUW', 'UMQJN', 'KSA', 'HDYC', 'HTTKI',... | 408 | 190,330 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/BFCL/mcp_tools/gorilla_file_system.py | .py | import datetime
from copy import deepcopy
from typing import Dict, List, Optional, Union
from pydantic import Field
from aworld.logs.util import Color
import traceback
from examples.BFCL.mcp_tools.tool_base import ActionArguments, ActionCollection
FILE_CONTENT_EXTENSION = "The company's financials for the year reflec... | 952 | 50,808 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/collaborative/debate/run.py | .py | import asyncio
import os
import uuid
from dotenv import load_dotenv
from aworld import trace
from examples.multi_agents.collaborative.debate.agent.debate_agent import DebateAgent
from examples.multi_agents.collaborative.debate.agent.main import DebateArena
from examples.multi_agents.collaborative.debate.agent.moderat... | 60 | 2,247 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/collaborative/debate/agent/stream_output_agent.py | .py | from aworld.config import AgentConfig
from aworld.agents.llm_agent import Agent
from aworld.models.llm import acall_llm_model_stream
from aworld.output import MessageOutput
class StreamOutputAgent(Agent):
def __init__(self, conf: AgentConfig, name: str, **kwargs):
super().__init__(conf, name)
async d... | 19 | 715 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/collaborative/debate/agent/main.py | .py | import logging
from typing import Optional, AsyncGenerator
from aworld.memory.main import MemoryFactory
from examples.multi_agents.collaborative.debate.agent.base import DebateSpeech
from examples.multi_agents.collaborative.debate.agent.debate_agent import DebateAgent
from examples.multi_agents.collaborative.debate.ag... | 210 | 7,729 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/collaborative/debate/agent/debate_agent.py | .py | import logging
from abc import ABC
from typing import Dict, Any, Union, List, Literal, Optional
from datetime import datetime
import uuid
from aworld.models.model_response import ToolCall
from examples.multi_agents.collaborative.debate.agent.base import DebateSpeech
from examples.multi_agents.collaborative.debate.agen... | 220 | 9,570 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/collaborative/debate/agent/moderator_agent.py | .py | import logging
from abc import ABC
from datetime import datetime
from typing import Dict, Any, Union, List
from pydantic import Field
from aworld.core.common import Observation, ActionModel
from aworld.output import MessageOutput, WorkSpace, ArtifactType, SearchOutput
from examples.multi_agents.collaborative.debate.a... | 140 | 5,372 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/collaborative/debate/agent/prompts.py | .py | user_assignment_system_prompt = "You are a helpful search agent."
user_assignment_prompt = """
While facing the hot topic: {topic}, your opinion is {opinion}. You stand on your opinion and fight any other opinion (such as {oppose_opinion}) that differs from your opinion.
You have an assistant that can help search the... | 252 | 14,279 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/collaborative/debate/agent/base.py | .py | from pydantic import BaseModel, Field
from aworld.output import Output
import asyncio
from aworld.output.base import OutputPart
class DebateSpeech(Output, BaseModel):
name: str = Field(default="", description="name of the speaker")
type: str = Field(default="", description="speech type")
stance: str = F... | 46 | 1,645 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/collaborative/debate/agent/search/search_engine.py | .py | import asyncio
from enum import Enum
from typing import List
class SearchAPI(Enum):
PERPLEXITY = "perplexity"
TAVILY = "tavily"
EXA = "exa"
ARXIV = "arxiv"
PUBMED = "pubmed"
LINKUP = "linkup"
class SearchException(Exception):
def __init__(self, message, error_code=None):
super()... | 49 | 1,409 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/collaborative/debate/agent/search/tavily_search_engine.py | .py |
from examples.multi_agents.collaborative.debate.agent.search.search_engine import SearchEngine
class TavilySearchEngine(SearchEngine):
"""Tavily"""
async def async_search(self, query: str, max_results=5, include_raw_content=False, **kwargs) -> dict:
"""
Performs concurrent web searches us... | 47 | 1,951 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/collaborative/travel/run.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import os
from aworld.config.conf import AgentConfig, ToolConfig
from aworld.agents.llm_agent import Agent
from aworld.config import ModelConfig
from aworld.core.agent.swarm import TeamSwarm, Swarm, GraphBuildType
from aworld.core.task import Task
from aworld.runner imp... | 96 | 3,793 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/collaborative/travel/prompts.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
plan_sys_prompt = """
You are an AI agent designed to automate tasks. Your goal is to accomplish the ultimate task following the rules.
# Input Format
Task
Previous steps
# Response Rules
1. RESPONSE FORMAT: You must ALWAYS respond with valid JSON or text.
2. ACTION... | 75 | 4,422 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/deepresearch/run.py | .py |
import os
from aworld.agents.llm_agent import Agent
from aworld.config.conf import AgentConfig, ModelConfig
from aworld.core.agent.swarm import TeamSwarm
from aworld.core.event.base import Constants
from aworld.runner import Runners
from examples.common.tools.common import Tools
from examples.multi_agents.coordinatio... | 72 | 2,206 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/deepresearch/prompts.py | .py |
parallel_plan_sys_prompt = """## Task
You are an information search expert. Your goal is to maximize the retrieval of effective information through search task planning and retrieval. Please plan the necessary search and processing steps to solve the problem based on the user's question and background information.
##... | 311 | 13,630 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/deepresearch/planner/parse.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import json
import traceback
from aworld.logs.util import logger
from examples.multi_agents.coordination.deepresearch.planner.models import Plan, StepInfos
def parse_step_infos(step_infos: dict) -> StepInfos:
"""Parse step information dictionary into StepInfos ob... | 32 | 967 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/deepresearch/planner/models.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import json
import traceback
from typing import Optional, Dict, Any, Union, List
from pydantic import BaseModel, Field
from aworld.logs.util import logger
class StepInfo(BaseModel):
"""Step information details"""
# input for agent
input: Optional[str] =... | 58 | 1,713 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/deepresearch/planner/__init__.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
"""AWorld planner module for agent planning and reasoning capabilities.
This module provides planning capabilities inspired by langchain-experimental planners,
adapted for AWorld's Context and ModelResponse systems with StringPromptTemplate support.
"""
from .models im... | 27 | 883 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/deepresearch/planner/plan_handler.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import asyncio
import uuid
from typing import AsyncGenerator
from aworld.core.common import ActionModel, Observation, TaskItem
from aworld.core.event.base import AgentMessage, Constants, TopicType, Message
from aworld.core.exceptions import AWorldRuntimeException
from ... | 141 | 6,978 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/deepresearch/planner/plan.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import json
import re
from aworld.core.agent.base import AgentResult
from aworld.core.common import ActionModel
from aworld.core.model_output_parser import ModelOutputParser
from aworld.logs.util import logger
from aworld.models.model_response import ModelResponse
from... | 100 | 3,959 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/master_worker/__init__.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
"""
TeamSwarm示例模块
""" | 5 | 80 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/master_worker/run.py | .py | import os
from pathlib import Path
import sys
project_root = Path(__file__).parent.parent.parent
sys.path.insert(0, str(project_root))
from aworld.core.agent.swarm import TeamSwarm
from aworld.runner import Runners
from examples.common.tools.common import Tools
from aworld.agents.llm_agent import Agent
from aworld.c... | 95 | 3,310 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/master_worker/prompts_single_action.py | .py | """
Contains various prompt templates used in the TeamSwarm example (single-action version)
"""
# System prompt for the planning agent
plan_sys_prompt = """## Task
You are an information search expert. Your goal is to maximize the acquisition of effective information through search task planning and retrieval. Based o... | 77 | 4,023 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/master_worker/run_multi_action.py | .py | import os
from pathlib import Path
import sys
project_root = Path(__file__).parent.parent.parent
sys.path.insert(0, str(project_root))
from aworld.core.agent.swarm import TeamSwarm
from aworld.runner import Runners
from examples.common.tools.common import Tools
from aworld.agents.llm_agent import Agent
from aworld.c... | 95 | 3,287 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/master_worker/prompts_multi_actions.py | .py | """
Contains various prompt templates used in the TeamSwarm example
"""
# System prompt for the planning agent
plan_sys_prompt = """## Task
You are an information search expert. Your goal is to maximize the acquisition of effective information through search task planning and retrieval. Please plan the search and proc... | 83 | 4,217 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/custom_agent/utils.py | .py | import re
from typing import Any, Dict, List, Literal, Optional, Union, Tuple
import logging as logger
def extract_pattern(content: str, pattern: str) -> Optional[str]:
try:
_pattern = fr"<{pattern}>(.*?)</{pattern}>"
match = re.search(_pattern, content, re.DOTALL)
if match:
te... | 18 | 548 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/custom_agent/run.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import os
from aworld.config.conf import ModelConfig, AgentConfig
from aworld.core.agent.swarm import Swarm, GraphBuildType
from aworld.core.task import Task
from aworld.runner import Runners
from examples.multi_agents.coordination.custom_agent.agent import PlanAgent, ... | 57 | 1,935 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/custom_agent/mock.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import os
from aworld.utils.import_package import import_packages
import_packages(["pandas", "numpy"])
import pandas as pd
import numpy as np
from aworld.utils import import_package
def mock_dataset(name: str):
if name == 'gaia':
npy_path = f"{os.getcw... | 28 | 694 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/custom_agent/prompts.py | .py | init_prompt = f"""
Please give me clear step-by-step instructions to complete the entire task. If the task needs any special knowledge, let me know which tools I should use to help me get it done.
"""
execute_system_prompt = """
===== RULES FOR THE ASSISTANT =====
You are my assistant, and I am your user. Always remem... | 89 | 6,215 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/coordination/custom_agent/agent.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import copy
import json
import traceback
from typing import Dict, Any, List, Union
from aworld.core.event.base import Message
from aworld.utils.common import sync_exec
from examples.multi_agents.coordination.custom_agent.prompts import execute_system_prompt, plan_syste... | 252 | 10,659 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/workflow/search/hybrid_swarm_run.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
from aworld.core.agent.swarm import Swarm
from aworld.runner import Runners
from examples.multi_agents.workflow.search.common import *
if __name__ == "__main__":
s1 = Swarm(search)
s2 = Swarm(summary)
# default is workflow swarm
# swarm1 and swarm2 are ... | 22 | 653 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/workflow/search/run.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
from aworld.core.agent.swarm import Swarm
from aworld.runner import Runners
from examples.multi_agents.workflow.search.common import *
# os.environ["LLM_MODEL_NAME"] = "YOUR_LLM_MODEL_NAME"
# os.environ["LLM_BASE_URL"] = "YOUR_LLM_BASE_URL"
# os.environ["LLM_API_KEY"] ... | 28 | 925 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/workflow/search/parallel_run.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
from aworld.core.agent.swarm import Swarm
from aworld.runner import Runners
from examples.multi_agents.workflow.search.common import *
if __name__ == "__main__":
search2 = Agent(
conf=agent_config,
name="search_agent",
system_prompt=search_s... | 29 | 880 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/multi_agents/workflow/search/common.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
import os
from aworld.agents.llm_agent import Agent
from aworld.config.conf import AgentConfig
from examples.common.tools.common import Tools
search_sys_prompt = "You are a helpful search agent."
search_prompt = """
Please act as a search agent, constructing appro... | 50 | 1,472 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/gaia_agent_server.py | .py | from typing import AsyncGenerator
import traceback
import logging
import os
import json
import sys
import uuid
import time
logger = logging.getLogger(__name__)
class GaiaAgentServer:
def __init__(self):
pass
def _get_model_config(self):
try:
llm_provider = os.getenv("LLM_PROVIDER... | 137 | 4,315 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/utils.py | .py | import json
import logging
import os
import re
import string
from pathlib import Path
from typing import Any, Dict, List, Optional
from tabulate import tabulate
from aworld.logs.util import Color
logger = logging.getLogger(__name__)
def normalize_str(input_str, remove_punct=True) -> str:
no_spaces = re.sub(r"\... | 251 | 8,437 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/__init__.py | .py | # coding: utf-8
# Copyright (c) 2025 inclusionAI.
from aworld.utils import import_packages
import_packages(["dotenv"])
from dotenv import load_dotenv
load_dotenv() | 8 | 165 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/run.py | .py | import argparse
import json
import logging
import os
import re
import traceback
from pathlib import Path
from typing import Any, Dict, List
from dotenv import load_dotenv
from aworld.agents.llm_agent import Agent
from aworld.config.conf import AgentConfig, TaskConfig
from aworld.core.task import Task
from aworld.runn... | 229 | 8,218 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/gaia_agent_runner.py | .py | import json
import logging
import os
import re
import subprocess
import sys
import traceback
from typing import AsyncGenerator
import uuid
from aworld.cmd.utils.agent_ui_parser import (
AWorldWebAgentUI,
BaseToolResultParser,
ToolCard,
ToolResultParserFactory,
)
from aworld.config.conf import AgentConfi... | 347 | 11,933 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/prompt.py | .py | system_prompt = """You are an all-capable AI assistant, aimed at solving any task presented by the user.
## Task Description:
Please note that the task can be very complex. Do not attempt to solve it all at once. You should break the task down and use different tools step by step to solve it. After using each tool, cl... | 38 | 2,925 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/prompt_w_guard.py | .py | system_prompt = """You are an all-capable AI assistant, aimed at solving any task presented by the user.
## Task Description:
Please note that the task can be very complex. Do not attempt to solve it all at once. You should break the task down and use different tools step by step to solve it. After using each tool, cl... | 46 | 4,223 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/cmd/agent_deploy/gaia_agent/agent.py | .py | import logging
import os
from aworld.cmd.data_model import BaseAWorldAgent, ChatCompletionRequest
from examples.gaia.gaia_agent_runner import GaiaAgentRunner
logger = logging.getLogger(__name__)
class AWorldAgent(BaseAWorldAgent):
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
... | 43 | 1,559 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/utils.py | .py | import os
import tempfile
import traceback
from pathlib import Path
from urllib.parse import urlparse
import magic
import requests
def is_url(path_or_url: str) -> bool:
"""
Check if the given string is a URL.
Args:
path_or_url: String to check
Returns:
bool: True if the string is a ... | 170 | 5,669 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/base.py | .py | import logging
import os
from pathlib import Path
from typing import Any, Literal
from mcp.server import FastMCP
from pydantic import BaseModel, Field
from aworld.logs.util import Color
from examples.gaia.utils import color_log, setup_logger
class ActionArguments(BaseModel):
r"""Protocol: MCP Action Arguments""... | 103 | 3,703 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/media/image.py | .py | import base64
import os
import time
import traceback
from io import BytesIO
from pathlib import Path
from typing import Any
import pytesseract
from dotenv import load_dotenv
from PIL import Image, ImageEnhance, ImageFilter
from pydantic import BaseModel, Field
from pydantic.fields import FieldInfo
from aworld.config.... | 485 | 18,625 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/media/video.py | .py | """
Video MCP Service
This module provides MCP service functionality for video operations including:
- Video content analysis with AI-powered insights
- Video summarization and key point extraction
- Keyframe extraction with scene detection
- Subtitle extraction from video content
It handles various video formats wit... | 993 | 35,987 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/media/audio.py | .py | import json
import os
import subprocess
import time
import traceback
from pathlib import Path
from typing import Any, Literal
from dotenv import load_dotenv
from openai import OpenAI
from pydantic import BaseModel, Field
from pydantic.fields import FieldInfo
from aworld.logs.util import Color
from examples.gaia.mcp_c... | 556 | 23,037 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/tools/wiki.py | .py | """
Wikipedia MCP Server
This module provides MCP server functionality for interacting with Wikipedia.
It supports searching Wikipedia, retrieving article content, and getting summaries.
Key features:
- Search Wikipedia for articles
- Retrieve full article content
- Get article summaries
- Fetch random articles
- Get... | 1,058 | 41,431 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/tools/yahoofinance.py | .py | """
Yahoo Finance MCP Action Collection
This module provides Yahoo Finance data access through the ActionCollection framework.
It supports stock quotes, historical data, company information, financial statements,
news search, and market summaries with LLM-optimized output formatting.
Key features:
- Real-time stock q... | 622 | 25,738 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/tools/pubchem.py | .py | """
PubChem MCP Server
This module provides MCP server functionality for accessing PubChem database programmatically.
It supports compound searches, property retrieval, and structure-based queries using PubChem's REST API.
Key features:
- Compound search by name, CID, SMILES, or InChI
- Property retrieval (molecular ... | 642 | 26,335 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/tools/download.py | .py | """
Download MCP Server
This module provides MCP server functionality for downloading files from URLs.
It supports HTTP/HTTPS downloads with configurable options and returns LLM-friendly formatted results.
Key features:
- Download files from HTTP/HTTPS URLs
- Configurable timeout and overwrite options
- Custom header... | 480 | 17,098 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/tools/youtube.py | .py | """
YouTube MCP Service
This module provides MCP service functionality for YouTube operations including:
- Downloading videos from YouTube URLs
- Extracting transcripts from YouTube videos
It handles various scenarios with proper validation, error handling,
and progress tracking while providing LLM-friendly formatted... | 550 | 20,789 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/tools/wayback.py | .py | """
Wayback Machine MCP Server
This module provides MCP server functionality for interacting with the Wayback Machine.
It supports listing archived versions, fetching archived content, and saving pages to the archive.
Key features:
- List available archived versions of URLs with date filtering
- Fetch content from sp... | 542 | 21,721 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/tools/terminal.py | .py | """
Terminal MCP Server
This module provides MCP server functionality for executing terminal commands safely.
It supports command execution with timeout controls and returns LLM-friendly formatted results.
Key features:
- Execute terminal commands with configurable timeouts
- Cross-platform command execution support
... | 513 | 19,008 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/tools/search.py | .py | """
Search MCP Server
This module provides MCP server functionality for performing web searches using various search engines.
It supports structured queries and returns LLM-friendly formatted search results.
Key features:
- Perform web searches using Google Custom Search API
- Filter and format search results for LLM... | 388 | 14,676 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/tools/playchess.py | .py | """
Chess MCP Server
This module provides MCP server functionality for chess game operations and analysis.
It utilizes the 'python-chess' library to support various chess-related tasks.
Key features:
- Manage chess game states (new game, load FEN, make moves)
- Validate and execute moves in UCI or SAN format
- Get le... | 536 | 22,803 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/tools/browser.py | .py | """
Browser MCP Server
This module provides MCP server functionality for browser automation and interaction.
It handles tasks such as web scraping, form submission, and automated browsing using browser-use package.
Main functions:
- mcp_browser_use: Performs browser automation tasks with LLM-friendly output
"""
impo... | 375 | 14,184 |
ai-agent-book | chapter9/gaia-experience/AWorld/examples/gaia/mcp_collections/tools/mcparxiv.py | .py | """
ArXiv MCP Server
This module provides MCP server functionality for ArXiv academic paper operations.
It supports paper search, metadata extraction, and content retrieval with LLM-friendly formatting.
Key features:
- Search ArXiv papers by query, author, category, or ID
- Extract paper metadata (title, authors, abs... | 724 | 28,179 |
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