Update weather search and renamed Alfred

Alfred_Agent.py

@@ -0,0 +1,89 @@
+import datasets
+from langchain.docstore.document import Document
+
+# Load the dataset
+guest_dataset = datasets.load_dataset("agents-course/unit3-invitees", split="train")
+
+# Convert dataset entries into Document objects
+docs = [
+    Document(
+        page_content="\n".join([
+            f"Name: {guest['name']}",
+            f"Relation: {guest['relation']}",
+            f"Description: {guest['description']}",
+            f"Email: {guest['email']}"
+        ]),
+        metadata={"name": guest["name"]}
+    )
+    for guest in guest_dataset
+]
+
+from langchain_community.retrievers import BM25Retriever
+from langchain.tools import Tool
+
+bm25_retriever = BM25Retriever.from_documents(docs)
+
+def extract_text(query: str) -> str:
+    """Retrieves detailed information about gala guests based on their name or relation."""
+    results = bm25_retriever.invoke(query)
+    if results:
+        return "\n\n".join([doc.page_content for doc in results[:3]])
+    else:
+        return "No matching guest information found."
+
+guest_info_tool = Tool(
+    name="guest_info_retriever",
+    func=extract_text,
+    description="Retrieves detailed information about gala guests based on their name or relation."
+)
+
+from typing import TypedDict, Annotated
+from langgraph.graph.message import add_messages
+from langchain_core.messages import AnyMessage, HumanMessage, AIMessage
+from langgraph.prebuilt import ToolNode
+from langgraph.graph import START, StateGraph
+from langgraph.prebuilt import tools_condition
+from langchain_openai import ChatOpenAI
+from Webserch_tool import search_tool,weather_info_tool
+import os
+from dotenv import load_dotenv
+load_dotenv()
+# Generate the chat interface, including the tools
+llm = ChatOpenAI(temperature=0
+                   , model="gpt-4o-mini", openai_api_key=os.getenv("OPENAI_KEY"))
+
+tools = [guest_info_tool,search_tool,weather_info_tool]
+chat_with_tools = llm.bind_tools(tools)
+
+# Generate the AgentState and Agent graph
+class AgentState(TypedDict):
+    messages: Annotated[list[AnyMessage], add_messages]
+
+def assistant(state: AgentState):
+    return {
+        "messages": [chat_with_tools.invoke(state["messages"])],
+    }
+
+## The graph
+builder = StateGraph(AgentState)
+
+# Define nodes: these do the work
+builder.add_node("assistant", assistant)
+builder.add_node("tools", ToolNode(tools))
+
+# Define edges: these determine how the control flow moves
+builder.add_edge(START, "assistant")
+builder.add_conditional_edges(
+    "assistant",
+    # If the latest message requires a tool, route to tools
+    # Otherwise, provide a direct response
+    tools_condition,
+)
+builder.add_edge("tools", "assistant")
+alfred = builder.compile()
+
+messages = [HumanMessage(content="Tell me about our guest named 'Dr. Nikola Tesla' and What's the weather in Bangkok.")]
+response = alfred.invoke({"messages": messages})
+
+print("🎩 Alfred's Response:")
+print(response['messages'][-1].content)

Webserch_tool.py

@@ -0,0 +1,54 @@
+from langchain_community.tools import DuckDuckGoSearchRun
+
+search_tool = DuckDuckGoSearchRun()
+results = search_tool.invoke("Who's the current President of France?")
+print(results)
+
+from langchain.tools import Tool
+import random
+import requests
+import os
+from dotenv import load_dotenv
+load_dotenv()
+weather_API_key = os.getenv("OPENWEATHER_KEY")
+print(f'weather_API_key: {weather_API_key}')
+def get_weather_info(location: str) -> str:
+    """Fetches weather information for a given location."""
+    try:
+        base_url = "https://api.openweathermap.org/data/2.5/weather"
+        params = {
+            "q": location,
+            "appid": weather_API_key,
+            "units": "metric"
+        }
+        response = requests.get(base_url, params=params)
+        if response.status_code == 200:
+            data = response.json()
+            weather = data["weather"][0]["description"]
+            temp = data["main"]["temp"]
+            feels_like = data["main"]["feels_like"]
+            humidity = data["main"]["humidity"]
+            print(f"\nWeather in {location.title()}:")
+            print(f"- Condition: {weather}")
+            print(f"- Temperature: {temp}°C (feels like {feels_like}°C)")
+            print(f"- Humidity: {humidity}%")
+            data= {"condition": weather, "temp_c": temp,"humidity": humidity}
+    except requests.exceptions.RequestException as e:
+        print(f"Error: {e}")
+        # If the API call fails, we can use dummy data
+        # Dummy weather data
+        weather_conditions = [
+            {"condition": "Rainy", "temp_c": 15,"humidity": 30},
+            {"condition": "Clear", "temp_c": 25,"humidity": 50},
+            {"condition": "Windy", "temp_c": 20,"humidity": 80}
+        ]
+        # Randomly select a weather condition
+        data = random.choice(weather_conditions)
+    return f"Weather in {location}: {data['condition']}, {data['temp_c']}°C"
+
+# Initialize the tool
+weather_info_tool = Tool(
+    name="get_weather_info",
+    func=get_weather_info,
+    description="Fetches dummy weather information for a given location."
+)

pdm.lock

@@ -5,11 +5,72 @@
 groups = ["default"]
 strategy = ["inherit_metadata"]
 lock_version = "4.5.0"
-content_hash = "sha256:dd76d2d0b451a1501d4c6609f4045fb2fb46aebf3f2f6c1d98fbc9462822accc"
+content_hash = "sha256:da5747f1ee40700b81298a5464962761e4777d0a7790ba934a6c71bf4bb35d58"
 
 [[metadata.targets]]
 requires_python = "==3.12.*"
 
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+requires_python = ">=3.9"
+summary = "Happy Eyeballs for asyncio"
+groups = ["default"]
+files = [
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+]
+
+[[package]]
+name = "aiohttp"
+version = "3.11.18"
+requires_python = ">=3.9"
+summary = "Async http client/server framework (asyncio)"
+groups = ["default"]
+dependencies = [
+    "aiohappyeyeballs>=2.3.0",
+    "aiosignal>=1.1.2",
+    "async-timeout<6.0,>=4.0; python_version < \"3.11\"",
+    "attrs>=17.3.0",
+    "frozenlist>=1.1.1",
+    "multidict<7.0,>=4.5",
+    "propcache>=0.2.0",
+    "yarl<2.0,>=1.17.0",
+]
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+]
+
+[[package]]
+name = "aiosignal"
+version = "1.3.2"
+requires_python = ">=3.9"
+summary = "aiosignal: a list of registered asynchronous callbacks"
+groups = ["default"]
+dependencies = [
+    "frozenlist>=1.1.0",
+]
+files = [
+    {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
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+]
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -41,6 +102,17 @@ files = [
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+[[package]]
+name = "attrs"
+version = "25.3.0"
+requires_python = ">=3.8"
+summary = "Classes Without Boilerplate"
+groups = ["default"]
+files = [
+    {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
+    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
+]
+
 [[package]]
 name = "certifi"
 version = "2025.4.26"
@@ -101,6 +173,20 @@ files = [
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+[[package]]
+name = "click"
+version = "8.2.0"
+requires_python = ">=3.10"
+summary = "Composable command line interface toolkit"
+groups = ["default"]
+dependencies = [
+    "colorama; platform_system == \"Windows\"",
+]
+files = [
+    {file = "click-8.2.0-py3-none-any.whl", hash = "sha256:6b303f0b2aa85f1cb4e5303078fadcbcd4e476f114fab9b5007005711839325c"},
+    {file = "click-8.2.0.tar.gz", hash = "sha256:f5452aeddd9988eefa20f90f05ab66f17fce1ee2a36907fd30b05bbb5953814d"},
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -113,6 +199,58 @@ files = [
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+[[package]]
+name = "dataclasses-json"
+version = "0.6.7"
+requires_python = "<4.0,>=3.7"
+summary = "Easily serialize dataclasses to and from JSON."
+groups = ["default"]
+dependencies = [
+    "marshmallow<4.0.0,>=3.18.0",
+    "typing-inspect<1,>=0.4.0",
+]
+files = [
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+
+[[package]]
+name = "datasets"
+version = "3.6.0"
+requires_python = ">=3.9.0"
+summary = "HuggingFace community-driven open-source library of datasets"
+groups = ["default"]
+dependencies = [
+    "dill<0.3.9,>=0.3.0",
+    "filelock",
+    "fsspec[http]<=2025.3.0,>=2023.1.0",
+    "huggingface-hub>=0.24.0",
+    "multiprocess<0.70.17",
+    "numpy>=1.17",
+    "packaging",
+    "pandas",
+    "pyarrow>=15.0.0",
+    "pyyaml>=5.1",
+    "requests>=2.32.2",
+    "tqdm>=4.66.3",
+    "xxhash",
+]
+files = [
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+[[package]]
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+version = "0.3.8"
+requires_python = ">=3.8"
+summary = "serialize all of Python"
+groups = ["default"]
+files = [
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+
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 version = "1.9.0"
@@ -136,6 +274,22 @@ files = [
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+[[package]]
+name = "duckduckgo-search"
+version = "8.0.2"
+requires_python = ">=3.9"
+summary = "Search for words, documents, images, news, maps and text translation using the DuckDuckGo.com search engine."
+groups = ["default"]
+dependencies = [
+    "click>=8.1.8",
+    "lxml>=5.3.0",
+    "primp>=0.15.0",
+]
+files = [
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+]
+
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 version = "3.18.0"
@@ -148,14 +302,58 @@ files = [
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+version = "2025.3.0"
+extras = ["http"]
+requires_python = ">=3.8"
+summary = "File-system specification"
+groups = ["default"]
+dependencies = [
+    "aiohttp!=4.0.0a0,!=4.0.0a1",
+    "fsspec==2025.3.0",
+]
+files = [
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+[[package]]
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+version = "0.4.0"
+requires_python = ">=3.8"
+summary = "Consume Server-Sent Event (SSE) messages with HTTPX."
+groups = ["default"]
+files = [
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+    {file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"},
+]
+
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 version = "0.31.2"
@@ -252,6 +461,20 @@ files = [
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+requires_python = ">=3.7"
+summary = "A very fast and expressive template engine."
+groups = ["default"]
+dependencies = [
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+]
+files = [
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+]
+
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 version = "0.9.0"
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+version = "1.5.0"
+requires_python = ">=3.9"
+summary = "Lightweight pipelining with Python functions"
+groups = ["default"]
+files = [
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+
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+[[package]]
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+requires_python = ">=3.9"
+summary = "Community contributed LangChain integrations."
+groups = ["default"]
+dependencies = [
+    "PyYAML>=5.3",
+    "SQLAlchemy<3,>=1.4",
+    "aiohttp<4.0.0,>=3.8.3",
+    "dataclasses-json<0.7,>=0.5.7",
+    "httpx-sse<1.0.0,>=0.4.0",
+    "langchain-core<1.0.0,>=0.3.59",
+    "langchain<1.0.0,>=0.3.25",
+    "langsmith<0.4,>=0.1.125",
+    "numpy>=1.26.2; python_version < \"3.13\"",
+    "numpy>=2.1.0; python_version >= \"3.13\"",
+    "pydantic-settings<3.0.0,>=2.4.0",
+    "requests<3,>=2",
+    "tenacity!=8.4.0,<10,>=8.1.0",
+]
+files = [
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+]
+
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 version = "0.3.60"
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+[[package]]
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+version = "0.2.0"
+requires_python = ">=3.9"
+summary = "An integration package connecting Hugging Face and LangChain."
+groups = ["default"]
+dependencies = [
+    "huggingface-hub>=0.30.2",
+    "langchain-core<1.0.0,>=0.3.59",
+    "sentence-transformers>=2.6.0",
+    "tokenizers>=0.19.1",
+    "transformers>=4.39.0",
+]
+files = [
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+    {file = "langchain_huggingface-0.2.0.tar.gz", hash = "sha256:609acbfbade749bffa22acffd46d9e924a58e96cc59215d0562b8e9215b210f5"},
+]
+
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 version = "0.3.17"
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+dependencies = [
+    "mpmath<1.4,>=1.1.0",
+]
+files = [
+    {file = "sympy-1.14.0-py3-none-any.whl", hash = "sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5"},
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+]
+
 [[package]]
 name = "tenacity"
 version = "9.1.2"
@@ -802,6 +1652,17 @@ files = [
     {file = "tenacity-9.1.2.tar.gz", hash = "sha256:1169d376c297e7de388d18b4481760d478b0e99a777cad3a9c86e556f4b697cb"},
 ]
 
+[[package]]
+name = "threadpoolctl"
+version = "3.6.0"
+requires_python = ">=3.9"
+summary = "threadpoolctl"
+groups = ["default"]
+files = [
+    {file = "threadpoolctl-3.6.0-py3-none-any.whl", hash = "sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb"},
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+]
+
 [[package]]
 name = "tiktoken"
 version = "0.9.0"
@@ -822,6 +1683,70 @@ files = [
     {file = "tiktoken-0.9.0.tar.gz", hash = "sha256:d02a5ca6a938e0490e1ff957bc48c8b078c88cb83977be1625b1fd8aac792c5d"},
 ]
 
+[[package]]
+name = "tokenizers"
+version = "0.21.1"
+requires_python = ">=3.9"
+summary = ""
+groups = ["default"]
+dependencies = [
+    "huggingface-hub<1.0,>=0.16.4",
+]
+files = [
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+]
+
+[[package]]
+name = "torch"
+version = "2.7.0"
+requires_python = ">=3.9.0"
+summary = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
+groups = ["default"]
+dependencies = [
+    "filelock",
+    "fsspec",
+    "jinja2",
+    "networkx",
+    "nvidia-cublas-cu12==12.6.4.1; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-cuda-cupti-cu12==12.6.80; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-cuda-nvrtc-cu12==12.6.77; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-cuda-runtime-cu12==12.6.77; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-cudnn-cu12==9.5.1.17; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-cufft-cu12==11.3.0.4; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-cufile-cu12==1.11.1.6; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-curand-cu12==10.3.7.77; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-cusolver-cu12==11.7.1.2; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-cusparse-cu12==12.5.4.2; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-cusparselt-cu12==0.6.3; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-nccl-cu12==2.26.2; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-nvjitlink-cu12==12.6.85; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "nvidia-nvtx-cu12==12.6.77; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "setuptools; python_version >= \"3.12\"",
+    "sympy>=1.13.3",
+    "triton==3.3.0; platform_system == \"Linux\" and platform_machine == \"x86_64\"",
+    "typing-extensions>=4.10.0",
+]
+files = [
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+    {file = "torch-2.7.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:15aab3e31c16feb12ae0a88dba3434a458874636f360c567caa6a91f6bfba481"},
+    {file = "torch-2.7.0-cp312-cp312-win_amd64.whl", hash = "sha256:f56d4b2510934e072bab3ab8987e00e60e1262fb238176168f5e0c43a1320c6d"},
+    {file = "torch-2.7.0-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:30b7688a87239a7de83f269333651d8e582afffce6f591fff08c046f7787296e"},
+]
+
 [[package]]
 name = "tqdm"
 version = "4.67.1"
@@ -836,6 +1761,42 @@ files = [
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 ]
 
+[[package]]
+name = "transformers"
+version = "4.51.3"
+requires_python = ">=3.9.0"
+summary = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
+groups = ["default"]
+dependencies = [
+    "filelock",
+    "huggingface-hub<1.0,>=0.30.0",
+    "numpy>=1.17",
+    "packaging>=20.0",
+    "pyyaml>=5.1",
+    "regex!=2019.12.17",
+    "requests",
+    "safetensors>=0.4.3",
+    "tokenizers<0.22,>=0.21",
+    "tqdm>=4.27",
+]
+files = [
+    {file = "transformers-4.51.3-py3-none-any.whl", hash = "sha256:fd3279633ceb2b777013234bbf0b4f5c2d23c4626b05497691f00cfda55e8a83"},
+    {file = "transformers-4.51.3.tar.gz", hash = "sha256:e292fcab3990c6defe6328f0f7d2004283ca81a7a07b2de9a46d67fd81ea1409"},
+]
+
+[[package]]
+name = "triton"
+version = "3.3.0"
+summary = "A language and compiler for custom Deep Learning operations"
+groups = ["default"]
+marker = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+dependencies = [
+    "setuptools>=40.8.0",
+]
+files = [
+    {file = "triton-3.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b68c778f6c4218403a6bd01be7484f6dc9e20fe2083d22dd8aef33e3b87a10a3"},
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.13.2"
@@ -847,6 +1808,21 @@ files = [
     {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
 ]
 
+[[package]]
+name = "typing-inspect"
+version = "0.9.0"
+summary = "Runtime inspection utilities for typing module."
+groups = ["default"]
+dependencies = [
+    "mypy-extensions>=0.3.0",
+    "typing-extensions>=3.7.4",
+    "typing>=3.7.4; python_version < \"3.5\"",
+]
+files = [
+    {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
+    {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
+]
+
 [[package]]
 name = "typing-inspection"
 version = "0.4.0"
@@ -908,6 +1884,39 @@ files = [
     {file = "xxhash-3.5.0.tar.gz", hash = "sha256:84f2caddf951c9cbf8dc2e22a89d4ccf5d86391ac6418fe81e3c67d0cf60b45f"},
 ]
 
+[[package]]
+name = "yarl"
+version = "1.20.0"
+requires_python = ">=3.9"
+summary = "Yet another URL library"
+groups = ["default"]
+dependencies = [
+    "idna>=2.0",
+    "multidict>=4.0",
+    "propcache>=0.2.1",
+]
+files = [
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+]
+
 [[package]]
 name = "zstandard"
 version = "0.23.0"

pyproject.toml

@@ -5,7 +5,7 @@ description = "Default template for PDM package"
 authors = [
     {name = "Supphawit_Golf", email = "supphawit.n@gmail.com"},
 ]
-dependencies = ["langchain>=0.3.25", "huggingface-hub>=0.31.2", "pandas>=2.2.3", "langgraph>=0.4.5", "langchain-openai>=0.3.17", "dotenv>=0.9.9"]
+dependencies = ["langchain>=0.3.25", "huggingface-hub>=0.31.2", "pandas>=2.2.3", "langgraph>=0.4.5", "langchain-openai>=0.3.17", "dotenv>=0.9.9", "datasets>=3.6.0", "langchain-community>=0.3.24", "rank-bm25>=0.2.2", "langchain-huggingface>=0.2.0", "duckduckgo-search>=8.0.2", "requests>=2.32.3"]
 requires-python = "==3.12.*"
 readme = "README.md"
 license = {text = "MIT"}