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Notebooks
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Websockets: Streaming input and output using websockets
Perplexity Search Tool
Auto Generated Agent Chat: Task Solving with Code Generation, Execution, Debugging & Human Feedback
Using a local Telemetry server to monitor a GraphRAG agent
Auto Generated Agent Chat: Task Solving with Provided Tools as Functions
RealtimeAgent with gemini client
Agentic RAG workflow on tabular data from a PDF file
Language Agent Tree Search
Config loader utility functions
Wikipedia Agent
Google Drive Tools
FSM - User can input speaker transition constraints
DeepResearchAgent
Group Chat with Retrieval Augmented Generation
AgentOptimizer: An Agentic Way to Train Your LLM Agent
Using RetrieveChat with Qdrant for Retrieve Augmented Code Generation and Question Answering
RealtimeAgent with WebRTC connection
Agent with memory using Mem0
Preprocessing Chat History with `TransformMessages`
RealtimeAgent in a Swarm Orchestration
RAG OpenAI Assistants in AG2
Using Guidance with AG2
Using RetrieveChat Powered by MongoDB Atlas for Retrieve Augmented Code Generation and Question Answering
Using Neo4j's graph database with AG2 agents for Question & Answering
Use AG2 in Databricks with DBRX
Wikipedia Search Tools
Solving Complex Tasks with Nested Chats
DeepSeek: Adding Browsing Capabilities to AG2
Solving Complex Tasks with A Sequence of Nested Chats
Nested Chats for Tool Use in Conversational Chess
OpenAI Assistants in AG2
Group Chat with Coder and Visualization Critic
Agent Chat with Multimodal Models: LLaVA
SocietyOfMindAgent
Conversational Workflows with MCP: A Marie Antoinette Take on The Eiffel Tower
Agent Chat with Multimodal Models: DALLE and GPT-4V
StateFlow: Build Workflows through State-Oriented Actions
Small, Local Model (IBM Granite) Multi-Agent RAG
Group Chat with Tools
DuckDuckGo Search Tool
Load the configuration including the response format
RealtimeAgent in a Swarm Orchestration
MCP Clients
Agent Tracking with AgentOps
SQL Agent for Spider text-to-SQL benchmark
AutoBuild
Automatically Build Multi-agent System from Agent Library
Generate Dalle Images With Conversable Agents
Agent Observability with OpenLIT
Using RetrieveChat Powered by Couchbase Capella for Retrieve Augmented Code Generation and Question Answering
A Uniform interface to call different LLMs
OptiGuide with Nested Chats in AG2
Conversational Chess using non-OpenAI clients
Chat Context Dependency Injection
Agent with memory using Mem0
`run` function examples with event processing
From Dad Jokes To Sad Jokes: Function Calling with GPTAssistantAgent
Mitigating Prompt hacking with JSON Mode in Autogen
Group Chat with Customized Speaker Selection Method
Trip planning with a FalkorDB GraphRAG agent using a Swarm
Tavily Search Tool
Structured output
Adding Google Search Capability to AG2
Task Solving with Provided Tools as Functions (Asynchronous Function Calls)
Conversational Workflows with MCP: A French joke on a random Wikipedia article
Auto Generated Agent Chat: Using MathChat to Solve Math Problems
Agent Chat with custom model loading
Auto Generated Agent Chat: Function Inception
Use AG2 to Tune ChatGPT
Auto Generated Agent Chat: Group Chat with GPTAssistantAgent
Using FalkorGraphRagCapability with agents for GraphRAG Question & Answering
Solving Multiple Tasks in a Sequence of Async Chats
Discord, Slack, and Telegram messaging tools
RealtimeAgent in a Swarm Orchestration using WebRTC
Runtime Logging with AG2
WebSurferAgent
Use MongoDBQueryEngine to query Markdown files
Conversational Workflows with MCP: A Shakespearean Take on arXiv Abstracts
RAG with DocAgent
Solving Multiple Tasks in a Sequence of Chats
Cross-Framework LLM Tool for CaptainAgent
Web Scraping using Apify Tools
Auto Generated Agent Chat: Collaborative Task Solving with Coding and Planning Agent
Currency Calculator: Task Solving with Provided Tools as Functions
Use ChromaDBQueryEngine to query Markdown files
Using RetrieveChat for Retrieve Augmented Code Generation and Question Answering
Writing a software application using function calls
Using OpenAI’s Web Search Tool with AG2
Using RetrieveChat Powered by PGVector for Retrieve Augmented Code Generation and Question Answering
Enhanced Swarm Orchestration with AG2
Perform Research with Multi-Agent Group Chat
Auto Generated Agent Chat: Teaching AI New Skills via Natural Language Interaction
Usage tracking with AG2
Using Neo4j's native GraphRAG SDK with AG2 agents for Question & Answering
Groupchat with Llamaindex agents
Assistants with Azure Cognitive Search and Azure Identity
Swarm Orchestration with AG2
Tools with Dependency Injection
Structured output from json configuration
Solving Multiple Tasks in a Sequence of Chats with Different Conversable Agent Pairs
Chat with OpenAI Assistant using function call in AG2: OSS Insights for Advanced GitHub Data Analysis
Auto Generated Agent Chat: Collaborative Task Solving with Multiple Agents and Human Users
Adding YouTube Search Capability to AG2
Chatting with a teachable agent
Making OpenAI Assistants Teachable
RealtimeAgent in a Swarm Orchestration
Translating Video audio using Whisper and GPT-3.5-turbo
Run a standalone AssistantAgent
Auto Generated Agent Chat: Task Solving with Langchain Provided Tools as Functions
Use LLamaIndexQueryEngine to query Markdown files
Auto Generated Agent Chat: GPTAssistant with Code Interpreter
Interactive LLM Agent Dealing with Data Stream
Agent Chat with Async Human Inputs
ReasoningAgent - Advanced LLM Reasoning with Multiple Search Strategies
Auto Generated Agent Chat: Solving Tasks Requiring Web Info
Use AG2 to Tune OpenAI Models
Engaging with Multimodal Models: GPT-4V in AG2
Supercharging Web Crawling with Crawl4AI
Use AG2 in Microsoft Fabric
Cross-Framework LLM Tool Integration with AG2
Demonstrating the `AgentEval` framework using the task of solving math problems as an example
Group Chat
Adding Browsing Capabilities to AG2
CaptainAgent
(Legacy) Implement Swarm-style orchestration with GroupChat
Task Solving with Code Generation, Execution and Debugging
RealtimeAgent with local websocket connection
Community Gallery
Notebooks
All Notebooks
This page contains a collection of notebooks that demonstrate how to use AG2. The notebooks are tagged with the topics they cover. For example, a notebook that demonstrates how to use function calling will be tagged with
tool/function
.
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Travel Planning
Websockets: Streaming input and output using websockets
Assistant
Responses are generated using AI and may contain mistakes.