diff --git a/Multi-Agent Deep Researcher/.gitignore b/Multi-Agent Deep Researcher/.gitignore new file mode 100644 index 000000000..110b0a608 --- /dev/null +++ b/Multi-Agent Deep Researcher/.gitignore @@ -0,0 +1,11 @@ +# Python-generated files +__pycache__/ +*.py[oc] +build/ +dist/ +wheels/ +*.egg-info + +# Virtual environments +.venv +.env diff --git a/Multi-Agent Deep Researcher/.python-version b/Multi-Agent Deep Researcher/.python-version new file mode 100644 index 000000000..2c0733315 --- /dev/null +++ b/Multi-Agent Deep Researcher/.python-version @@ -0,0 +1 @@ +3.11 diff --git a/Multi-Agent Deep Researcher/README.md b/Multi-Agent Deep Researcher/README.md new file mode 100644 index 000000000..3cae29f5c --- /dev/null +++ b/Multi-Agent Deep Researcher/README.md @@ -0,0 +1,38 @@ +# Agentic Deep Researcher + +Agentic Deep Researcher is a cutting-edge project designed to explore and implement advanced research methodologies using artificial intelligence. This project aims to assist researchers in automating complex tasks, generating insights, and enhancing productivity. + +We use: + +- LinkUp (Search Tool) +- CrewAI (Agentic design) +- Deepseek V3 (LLM) +- Streamlit to wrap the logic in an interactive UI + +### SetUp + +Run these commands in project root + +``` +uv venv # creates a virtual environment (if not yet) +source .venv/bin/activate # or `.venv\Scripts\activate` on Windows +uv pip install -e . # installs the project in editable mode +``` + +### Run the Application + +Run the application with: + +```bash +streamlit run app.py +``` + +## 📬 Stay Updated with Our Newsletter! + +**Get a FREE Data Science eBook** 📖 with 150+ essential lessons in Data Science when you subscribe to our newsletter! Stay in the loop with the latest tutorials, insights, and exclusive resources. [Subscribe now!](https://join.dailydoseofds.com) + +[![Daily Dose of Data Science Newsletter](https://github.com/patchy631/ai-engineering/blob/main/resources/join_ddods.png)](https://join.dailydoseofds.com) + +## Contribution + +Contributions are welcome! Feel free to fork this repository and submit pull requests with your improvements. diff --git a/Multi-Agent Deep Researcher/agents.py b/Multi-Agent Deep Researcher/agents.py new file mode 100644 index 000000000..190fc390d --- /dev/null +++ b/Multi-Agent Deep Researcher/agents.py @@ -0,0 +1,137 @@ +import os +from typing import Type +from dotenv import load_dotenv +from pydantic import BaseModel, Field +from linkup import LinkupClient +from crewai import Agent, Task, Crew, Process, LLM +from crewai.tools import BaseTool + +# Load environment variables (for non-LinkUp settings) +load_dotenv() + + +def get_llm_client(): + """Initialize and return the LLM client""" + return LLM( + model="openrouter/deepseek/deepseek-chat:free", + base_url="https://openrouter.ai/api/v1", + api_key=os.getenv("OPENROUTER_API_KEY") + ) + +# Define LinkUp Search Tool + + +class LinkUpSearchInput(BaseModel): + """Input schema for LinkUp Search Tool.""" + query: str = Field(description="The search query to perform") + depth: str = Field(default="standard", + description="Depth of search: 'standard' or 'deep'") + output_type: str = Field( + default="searchResults", description="Output type: 'searchResults', 'sourcedAnswer', or 'structured'") + + +class LinkUpSearchTool(BaseTool): + name: str = "LinkUp Search" + description: str = "Search the web for information using LinkUp and return comprehensive results" + args_schema: Type[BaseModel] = LinkUpSearchInput + + def __init__(self): + super().__init__() + + def _run(self, query: str, depth: str = "standard", output_type: str = "searchResults") -> str: + """Execute LinkUp search and return results.""" + try: + # Initialize LinkUp client with API key from environment variables + linkup_client = LinkupClient(api_key=os.getenv("LINKUP_API_KEY")) + + # Perform search + search_response = linkup_client.search( + query=query, + depth=depth, + output_type=output_type + ) + + return str(search_response) + except Exception as e: + return f"Error occurred while searching: {str(e)}" + + +def create_research_crew(query: str): + """Create and configure the research crew with all agents and tasks""" + # Initialize tools + linkup_search_tool = LinkUpSearchTool() + + # Get LLM client + client = get_llm_client() + + web_searcher = Agent( + role="Web Searcher", + goal="Find the most relevant information on the web, along with source links (urls).", + backstory="An expert at formulating search queries and retrieving relevant information. Passes the results to the 'Research Analyst' only.", + verbose=True, + allow_delegation=True, + tools=[linkup_search_tool], + llm=client, + ) + + # Define the research analyst + research_analyst = Agent( + role="Research Analyst", + goal="Analyze and synthesize raw information into structured insights, along with source links (urls).", + backstory="An expert at analyzing information, identifying patterns, and extracting key insights. If required, can delagate the task of fact checking/verification to 'Web Searcher' only. Passes the final results to the 'Technical Writer' only.", + verbose=True, + allow_delegation=True, + llm=client, + ) + + # Define the technical writer + technical_writer = Agent( + role="Technical Writer", + goal="Create well-structured, clear, and comprehensive responses, along with source links (urls).", + backstory="An expert at communicating complex information in an accessible way.", + verbose=True, + allow_delegation=False, + llm=client, + ) + + # Define tasks + search_task = Task( + description=f"Search for comprehensive information about: {query}.", + agent=web_searcher, + expected_output="Detailed raw search results including sources (urls).", + tools=[linkup_search_tool] + ) + + analysis_task = Task( + description="Analyze the raw search results, identify key information, verify facts and prepare a structured analysis.", + agent=research_analyst, + expected_output="A structured analysis of the information with verified facts and key insights, along with source links", + context=[search_task] + ) + + writing_task = Task( + description="Create a comprehensive, well-organized response based on the research analysis.", + agent=technical_writer, + expected_output="A clear, comprehensive response that directly answers the query with proper citations/source links (urls).", + context=[analysis_task] + ) + + # Create the crew + crew = Crew( + agents=[web_searcher, research_analyst, technical_writer], + tasks=[search_task, analysis_task, writing_task], + verbose=True, + process=Process.sequential + ) + + return crew + + +def run_research(query: str): + """Run the research process and return results""" + try: + crew = create_research_crew(query) + result = crew.kickoff() + return result.raw + except Exception as e: + return f"Error: {str(e)}" diff --git a/Multi-Agent Deep Researcher/app.py b/Multi-Agent Deep Researcher/app.py new file mode 100644 index 000000000..486135abf --- /dev/null +++ b/Multi-Agent Deep Researcher/app.py @@ -0,0 +1,83 @@ +import streamlit as st +from agents import run_research +import os + +# Set up page configuration +st.set_page_config(page_title="🔍 Agentic Deep Researcher", layout="wide") + +# Initialize session state variables +if "linkup_api_key" not in st.session_state: + st.session_state.linkup_api_key = "" +if "messages" not in st.session_state: + st.session_state.messages = [] + +def reset_chat(): + st.session_state.messages = [] + +# Sidebar: Linkup Configuration with updated logo link +with st.sidebar: + col1, col2 = st.columns([1, 3]) + with col1: + st.write("") + st.image( + "https://avatars.githubusercontent.com/u/175112039?s=200&v=4", width=65) + with col2: + st.header("Linkup Configuration") + st.write("Deep Web Search") + + st.markdown("[Get your API key](https://app.linkup.so/sign-up)", + unsafe_allow_html=True) + + linkup_api_key = st.text_input( + "Enter your Linkup API Key", type="password") + if linkup_api_key: + st.session_state.linkup_api_key = linkup_api_key + # Update the environment variable + os.environ["LINKUP_API_KEY"] = linkup_api_key + st.success("API Key stored successfully!") + +# Main Chat Interface Header with powered by logos from original code links +col1, col2 = st.columns([6, 1]) +with col1: + st.markdown("

🔍 Agentic Deep Researcher

", + unsafe_allow_html=True) + powered_by_html = """ +
+ Powered by + + and + +
+ """ + st.markdown(powered_by_html, unsafe_allow_html=True) +with col2: + st.button("Clear ↺", on_click=reset_chat) + +# Add spacing between header and chat history +st.markdown("
", unsafe_allow_html=True) + +# Display chat history +for message in st.session_state.messages: + with st.chat_message(message["role"]): + st.markdown(message["content"]) + +# Accept user input and process the research query +if prompt := st.chat_input("Ask a question about your documents..."): + st.session_state.messages.append({"role": "user", "content": prompt}) + with st.chat_message("user"): + st.markdown(prompt) + + if not st.session_state.linkup_api_key: + response = "Please enter your Linkup API Key in the sidebar." + else: + with st.spinner("Researching... This may take a moment..."): + try: + result = run_research(prompt) + response = result + except Exception as e: + response = f"An error occurred: {str(e)}" + + with st.chat_message("assistant"): + st.markdown(response) + st.session_state.messages.append( + {"role": "assistant", "content": response}) diff --git a/Multi-Agent Deep Researcher/pyproject.toml b/Multi-Agent Deep Researcher/pyproject.toml new file mode 100644 index 000000000..4c61d48aa --- /dev/null +++ b/Multi-Agent Deep Researcher/pyproject.toml @@ -0,0 +1,14 @@ +[project] +name = "agentic-deep-researcher" +version = "0.1.0" +description = "Deep Research Agent using Crew AI and LinkUp API" +readme = "README.md" +requires-python = ">=3.11" +dependencies = [ + "crewai>=0.114.0", + "linkup-sdk>=0.2.4", + "openai>=1.75.0", + "python-dotenv>=1.1.0", + "streamlit>=1.44.1", + "streamlit-crewai-process-output>=0.1.1", +] diff --git a/Multi-Agent Deep Researcher/uv.lock b/Multi-Agent Deep Researcher/uv.lock new file mode 100644 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