├── .coveragerc
├── .devcontainer
├── Dockerfile
├── README.md
├── devcontainer.json
├── python-3.10
│ └── devcontainer.json
├── python-3.11
│ └── devcontainer.json
├── python-3.12
│ └── devcontainer.json
├── python-3.13
│ └── devcontainer.json
└── setup.sh
├── .gitattributes
├── .github
├── ISSUE_TEMPLATE.md
├── ISSUE_TEMPLATE
│ ├── bug_report.yml
│ ├── config.yml
│ ├── feature_request.yml
│ └── general_issue.yml
├── PULL_REQUEST_TEMPLATE.md
├── dependabot.yml
└── workflows
│ ├── build-docs.yml
│ ├── build-mkdocs.yml
│ ├── contrib-graph-rag-tests.yml
│ ├── contrib-llm-test.yml
│ ├── contrib-test.yml
│ ├── core-llm-test.yml
│ ├── core-test.yml
│ ├── deploy-website-mintlify.yml
│ ├── deploy-website.yml
│ ├── docs-check-broken-links.yml
│ ├── integration-test.yml
│ ├── lfs-check.yml
│ ├── mkdocs-check-broken-links.yml
│ ├── pr-checks.yml
│ ├── python-package.yml
│ ├── test-with-optional-deps.yml
│ └── type-check.yml
├── .gitignore
├── .muffet-excluded-links.txt
├── .pre-commit-config.yaml
├── CITATION.cff
├── LICENSE
├── MAINTAINERS.md
├── NOTICE.md
├── OAI_CONFIG_LIST_sample
├── README.md
├── TRANSPARENCY_FAQS.md
├── announcements.md
├── autogen
├── __init__.py
├── _website
│ ├── __init__.py
│ ├── generate_api_references.py
│ ├── generate_mkdocs.py
│ ├── notebook_processor.py
│ ├── process_notebooks.py
│ └── utils.py
├── agentchat
│ ├── __init__.py
│ ├── agent.py
│ ├── assistant_agent.py
│ ├── chat.py
│ ├── contrib
│ │ ├── __init__.py
│ │ ├── agent_eval
│ │ │ ├── README.md
│ │ │ ├── agent_eval.py
│ │ │ ├── criterion.py
│ │ │ ├── critic_agent.py
│ │ │ ├── quantifier_agent.py
│ │ │ ├── subcritic_agent.py
│ │ │ └── task.py
│ │ ├── agent_optimizer.py
│ │ ├── capabilities
│ │ │ ├── __init__.py
│ │ │ ├── agent_capability.py
│ │ │ ├── generate_images.py
│ │ │ ├── teachability.py
│ │ │ ├── text_compressors.py
│ │ │ ├── tools_capability.py
│ │ │ ├── transform_messages.py
│ │ │ ├── transforms.py
│ │ │ ├── transforms_util.py
│ │ │ └── vision_capability.py
│ │ ├── captainagent
│ │ │ ├── __init__.py
│ │ │ ├── agent_builder.py
│ │ │ ├── captainagent.py
│ │ │ ├── tool_retriever.py
│ │ │ └── tools
│ │ │ │ ├── README.md
│ │ │ │ ├── __init__.py
│ │ │ │ ├── data_analysis
│ │ │ │ ├── calculate_correlation.py
│ │ │ │ ├── calculate_skewness_and_kurtosis.py
│ │ │ │ ├── detect_outlier_iqr.py
│ │ │ │ ├── detect_outlier_zscore.py
│ │ │ │ ├── explore_csv.py
│ │ │ │ └── shapiro_wilk_test.py
│ │ │ │ ├── information_retrieval
│ │ │ │ ├── arxiv_download.py
│ │ │ │ ├── arxiv_search.py
│ │ │ │ ├── extract_pdf_image.py
│ │ │ │ ├── extract_pdf_text.py
│ │ │ │ ├── get_wikipedia_text.py
│ │ │ │ ├── get_youtube_caption.py
│ │ │ │ ├── image_qa.py
│ │ │ │ ├── optical_character_recognition.py
│ │ │ │ ├── perform_web_search.py
│ │ │ │ ├── scrape_wikipedia_tables.py
│ │ │ │ ├── transcribe_audio_file.py
│ │ │ │ └── youtube_download.py
│ │ │ │ ├── math
│ │ │ │ ├── calculate_circle_area_from_diameter.py
│ │ │ │ ├── calculate_day_of_the_week.py
│ │ │ │ ├── calculate_fraction_sum.py
│ │ │ │ ├── calculate_matrix_power.py
│ │ │ │ ├── calculate_reflected_point.py
│ │ │ │ ├── complex_numbers_product.py
│ │ │ │ ├── compute_currency_conversion.py
│ │ │ │ ├── count_distinct_permutations.py
│ │ │ │ ├── evaluate_expression.py
│ │ │ │ ├── find_continuity_point.py
│ │ │ │ ├── fraction_to_mixed_numbers.py
│ │ │ │ ├── modular_inverse_sum.py
│ │ │ │ ├── simplify_mixed_numbers.py
│ │ │ │ ├── sum_of_digit_factorials.py
│ │ │ │ └── sum_of_primes_below.py
│ │ │ │ ├── requirements.txt
│ │ │ │ └── tool_description.tsv
│ │ ├── gpt_assistant_agent.py
│ │ ├── graph_rag
│ │ │ ├── __init__.py
│ │ │ ├── document.py
│ │ │ ├── falkor_graph_query_engine.py
│ │ │ ├── falkor_graph_rag_capability.py
│ │ │ ├── graph_query_engine.py
│ │ │ ├── graph_rag_capability.py
│ │ │ ├── neo4j_graph_query_engine.py
│ │ │ ├── neo4j_graph_rag_capability.py
│ │ │ ├── neo4j_native_graph_query_engine.py
│ │ │ └── neo4j_native_graph_rag_capability.py
│ │ ├── img_utils.py
│ │ ├── llamaindex_conversable_agent.py
│ │ ├── llava_agent.py
│ │ ├── math_user_proxy_agent.py
│ │ ├── multimodal_conversable_agent.py
│ │ ├── qdrant_retrieve_user_proxy_agent.py
│ │ ├── rag
│ │ │ ├── __init__.py
│ │ │ ├── chromadb_query_engine.py
│ │ │ ├── llamaindex_query_engine.py
│ │ │ ├── mongodb_query_engine.py
│ │ │ └── query_engine.py
│ │ ├── retrieve_assistant_agent.py
│ │ ├── retrieve_user_proxy_agent.py
│ │ ├── society_of_mind_agent.py
│ │ ├── swarm_agent.py
│ │ ├── text_analyzer_agent.py
│ │ ├── vectordb
│ │ │ ├── __init__.py
│ │ │ ├── base.py
│ │ │ ├── chromadb.py
│ │ │ ├── couchbase.py
│ │ │ ├── mongodb.py
│ │ │ ├── pgvectordb.py
│ │ │ ├── qdrant.py
│ │ │ └── utils.py
│ │ └── web_surfer.py
│ ├── conversable_agent.py
│ ├── group
│ │ ├── __init__.py
│ │ ├── available_condition.py
│ │ ├── context_condition.py
│ │ ├── context_expression.py
│ │ ├── context_str.py
│ │ ├── context_variables.py
│ │ ├── group_tool_executor.py
│ │ ├── group_utils.py
│ │ ├── handoffs.py
│ │ ├── llm_condition.py
│ │ ├── multi_agent_chat.py
│ │ ├── on_condition.py
│ │ ├── on_context_condition.py
│ │ ├── patterns
│ │ │ ├── __init__.py
│ │ │ ├── auto.py
│ │ │ ├── manual.py
│ │ │ ├── pattern.py
│ │ │ ├── random.py
│ │ │ └── round_robin.py
│ │ ├── reply_result.py
│ │ ├── speaker_selection_result.py
│ │ └── targets
│ │ │ ├── __init__.py
│ │ │ ├── group_chat_target.py
│ │ │ ├── group_manager_target.py
│ │ │ ├── transition_target.py
│ │ │ └── transition_utils.py
│ ├── groupchat.py
│ ├── realtime
│ │ ├── __init__.py
│ │ └── experimental
│ │ │ ├── __init__.py
│ │ │ ├── audio_adapters
│ │ │ ├── __init__.py
│ │ │ ├── twilio_audio_adapter.py
│ │ │ └── websocket_audio_adapter.py
│ │ │ ├── audio_observer.py
│ │ │ ├── clients
│ │ │ ├── __init__.py
│ │ │ ├── gemini
│ │ │ │ ├── __init__.py
│ │ │ │ └── client.py
│ │ │ ├── oai
│ │ │ │ ├── __init__.py
│ │ │ │ ├── base_client.py
│ │ │ │ ├── rtc_client.py
│ │ │ │ └── utils.py
│ │ │ └── realtime_client.py
│ │ │ ├── function_observer.py
│ │ │ ├── realtime_agent.py
│ │ │ ├── realtime_events.py
│ │ │ ├── realtime_observer.py
│ │ │ ├── realtime_swarm.py
│ │ │ └── websockets.py
│ ├── realtime_agent
│ │ └── __init__.py
│ ├── user_proxy_agent.py
│ └── utils.py
├── agents
│ ├── __init__.py
│ ├── contrib
│ │ ├── __init__.py
│ │ └── time
│ │ │ ├── __init__.py
│ │ │ ├── time_reply_agent.py
│ │ │ └── time_tool_agent.py
│ └── experimental
│ │ ├── __init__.py
│ │ ├── deep_research
│ │ ├── __init__.py
│ │ └── deep_research.py
│ │ ├── discord
│ │ ├── __init__.py
│ │ └── discord.py
│ │ ├── document_agent
│ │ ├── __init__.py
│ │ ├── chroma_query_engine.py
│ │ ├── docling_doc_ingest_agent.py
│ │ ├── document_agent.py
│ │ ├── document_conditions.py
│ │ ├── document_utils.py
│ │ ├── inmemory_query_engine.py
│ │ ├── parser_utils.py
│ │ └── url_utils.py
│ │ ├── reasoning
│ │ ├── __init__.py
│ │ └── reasoning_agent.py
│ │ ├── slack
│ │ ├── __init__.py
│ │ └── slack.py
│ │ ├── telegram
│ │ ├── __init__.py
│ │ └── telegram.py
│ │ ├── websurfer
│ │ ├── __init__.py
│ │ └── websurfer.py
│ │ └── wikipedia
│ │ ├── __init__.py
│ │ └── wikipedia.py
├── browser_utils.py
├── cache
│ ├── __init__.py
│ ├── abstract_cache_base.py
│ ├── cache.py
│ ├── cache_factory.py
│ ├── cosmos_db_cache.py
│ ├── disk_cache.py
│ ├── in_memory_cache.py
│ └── redis_cache.py
├── code_utils.py
├── coding
│ ├── __init__.py
│ ├── base.py
│ ├── docker_commandline_code_executor.py
│ ├── factory.py
│ ├── func_with_reqs.py
│ ├── jupyter
│ │ ├── __init__.py
│ │ ├── base.py
│ │ ├── docker_jupyter_server.py
│ │ ├── embedded_ipython_code_executor.py
│ │ ├── import_utils.py
│ │ ├── jupyter_client.py
│ │ ├── jupyter_code_executor.py
│ │ └── local_jupyter_server.py
│ ├── local_commandline_code_executor.py
│ ├── markdown_code_extractor.py
│ └── utils.py
├── doc_utils.py
├── events
│ ├── __init__.py
│ ├── agent_events.py
│ ├── base_event.py
│ ├── client_events.py
│ ├── helpers.py
│ └── print_event.py
├── exception_utils.py
├── extensions
│ └── __init__.py
├── fast_depends
│ ├── __init__.py
│ ├── _compat.py
│ ├── core
│ │ ├── __init__.py
│ │ ├── build.py
│ │ └── model.py
│ ├── dependencies
│ │ ├── __init__.py
│ │ ├── model.py
│ │ └── provider.py
│ ├── library
│ │ ├── __init__.py
│ │ └── model.py
│ ├── py.typed
│ ├── schema.py
│ ├── use.py
│ └── utils.py
├── formatting_utils.py
├── function_utils.py
├── graph_utils.py
├── import_utils.py
├── interop
│ ├── __init__.py
│ ├── crewai
│ │ ├── __init__.py
│ │ └── crewai.py
│ ├── interoperability.py
│ ├── interoperable.py
│ ├── langchain
│ │ ├── __init__.py
│ │ ├── langchain_chat_model_factory.py
│ │ └── langchain_tool.py
│ ├── litellm
│ │ ├── __init__.py
│ │ └── litellm_config_factory.py
│ ├── pydantic_ai
│ │ ├── __init__.py
│ │ └── pydantic_ai.py
│ └── registry.py
├── io
│ ├── __init__.py
│ ├── base.py
│ ├── console.py
│ ├── processors
│ │ ├── __init__.py
│ │ ├── base.py
│ │ └── console_event_processor.py
│ ├── run_response.py
│ ├── thread_io_stream.py
│ └── websockets.py
├── json_utils.py
├── llm_config.py
├── logger
│ ├── __init__.py
│ ├── base_logger.py
│ ├── file_logger.py
│ ├── logger_factory.py
│ ├── logger_utils.py
│ └── sqlite_logger.py
├── math_utils.py
├── mcp
│ ├── __init__.py
│ ├── __main__.py
│ ├── mcp_client.py
│ └── mcp_proxy
│ │ ├── __init__.py
│ │ ├── fastapi_code_generator_helpers.py
│ │ ├── mcp_proxy.py
│ │ ├── operation_grouping.py
│ │ ├── operation_renaming.py
│ │ ├── patch_fastapi_code_generator.py
│ │ ├── security.py
│ │ └── security_schema_visitor.py
├── messages
│ ├── __init__.py
│ ├── agent_messages.py
│ ├── base_message.py
│ ├── client_messages.py
│ └── print_message.py
├── oai
│ ├── __init__.py
│ ├── anthropic.py
│ ├── bedrock.py
│ ├── cerebras.py
│ ├── client.py
│ ├── client_utils.py
│ ├── cohere.py
│ ├── gemini.py
│ ├── gemini_types.py
│ ├── groq.py
│ ├── mistral.py
│ ├── oai_models
│ │ ├── __init__.py
│ │ ├── _models.py
│ │ ├── chat_completion.py
│ │ ├── chat_completion_audio.py
│ │ ├── chat_completion_message.py
│ │ ├── chat_completion_message_tool_call.py
│ │ ├── chat_completion_token_logprob.py
│ │ └── completion_usage.py
│ ├── ollama.py
│ ├── openai_utils.py
│ └── together.py
├── retrieve_utils.py
├── runtime_logging.py
├── token_count_utils.py
├── tools
│ ├── __init__.py
│ ├── contrib
│ │ ├── __init__.py
│ │ └── time
│ │ │ ├── __init__.py
│ │ │ └── time.py
│ ├── dependency_injection.py
│ ├── experimental
│ │ ├── __init__.py
│ │ ├── browser_use
│ │ │ ├── __init__.py
│ │ │ └── browser_use.py
│ │ ├── crawl4ai
│ │ │ ├── __init__.py
│ │ │ └── crawl4ai.py
│ │ ├── deep_research
│ │ │ ├── __init__.py
│ │ │ └── deep_research.py
│ │ ├── duckduckgo
│ │ │ ├── __init__.py
│ │ │ └── duckduckgo_search.py
│ │ ├── google
│ │ │ ├── __init__.py
│ │ │ ├── authentication
│ │ │ │ ├── __init__.py
│ │ │ │ ├── credentials_hosted_provider.py
│ │ │ │ ├── credentials_local_provider.py
│ │ │ │ └── credentials_provider.py
│ │ │ ├── drive
│ │ │ │ ├── __init__.py
│ │ │ │ ├── drive_functions.py
│ │ │ │ └── toolkit.py
│ │ │ ├── model.py
│ │ │ └── toolkit_protocol.py
│ │ ├── google_search
│ │ │ ├── __init__.py
│ │ │ ├── google_search.py
│ │ │ └── youtube_search.py
│ │ ├── messageplatform
│ │ │ ├── __init__.py
│ │ │ ├── discord
│ │ │ │ ├── __init__.py
│ │ │ │ └── discord.py
│ │ │ ├── slack
│ │ │ │ ├── __init__.py
│ │ │ │ └── slack.py
│ │ │ └── telegram
│ │ │ │ ├── __init__.py
│ │ │ │ └── telegram.py
│ │ ├── perplexity
│ │ │ ├── __init__.py
│ │ │ └── perplexity_search.py
│ │ ├── reliable
│ │ │ ├── __init__.py
│ │ │ └── reliable.py
│ │ ├── tavily
│ │ │ ├── __init__.py
│ │ │ └── tavily_search.py
│ │ ├── web_search_preview
│ │ │ ├── __init__.py
│ │ │ └── web_search_preview.py
│ │ └── wikipedia
│ │ │ ├── __init__.py
│ │ │ └── wikipedia.py
│ ├── function_utils.py
│ ├── tool.py
│ └── toolkit.py
├── types.py
└── version.py
├── azure-pipelines.yml
├── codecov.yml
├── license_original
├── LICENSE-CC
└── LICENSE_original_MIT
├── notebook
├── Chromadb_query_engine.ipynb
├── JSON_mode_example.ipynb
├── LlamaIndex_query_engine.ipynb
├── agent_library_example.json
├── agentchat_MathChat.ipynb
├── agentchat_RetrieveChat.ipynb
├── agentchat_RetrieveChat_couchbase.ipynb
├── agentchat_RetrieveChat_mongodb.ipynb
├── agentchat_RetrieveChat_pgvector.ipynb
├── agentchat_RetrieveChat_qdrant.ipynb
├── agentchat_agentops.ipynb
├── agentchat_agentoptimizer.ipynb
├── agentchat_assistant_agent_standalone.ipynb
├── agentchat_auto_feedback_from_code_execution.ipynb
├── agentchat_azr_ai_search.ipynb
├── agentchat_captainagent.ipynb
├── agentchat_captainagent_crosstool.ipynb
├── agentchat_cost_token_tracking.ipynb
├── agentchat_custom_model.ipynb
├── agentchat_dalle_and_gpt4v.ipynb
├── agentchat_databricks_dbrx.ipynb
├── agentchat_function_call.ipynb
├── agentchat_function_call_async.ipynb
├── agentchat_function_call_code_writing.ipynb
├── agentchat_function_call_currency_calculator.ipynb
├── agentchat_function_call_currency_converter_tool_api.ipynb
├── agentchat_graph_rag_falkordb.ipynb
├── agentchat_graph_rag_neo4j.ipynb
├── agentchat_graph_rag_neo4j_native.ipynb
├── agentchat_group_chat_with_llamaindex_agents.ipynb
├── agentchat_groupchat.ipynb
├── agentchat_groupchat_RAG.ipynb
├── agentchat_groupchat_customized.ipynb
├── agentchat_groupchat_finite_state_machine.ipynb
├── agentchat_groupchat_research.ipynb
├── agentchat_groupchat_stateflow.ipynb
├── agentchat_groupchat_tools.ipynb
├── agentchat_groupchat_vis.ipynb
├── agentchat_guidance.ipynb
├── agentchat_human_feedback.ipynb
├── agentchat_image_generation_capability.ipynb
├── agentchat_inception_function.ipynb
├── agentchat_langchain.ipynb
├── agentchat_lmm_gpt-4v.ipynb
├── agentchat_lmm_llava.ipynb
├── agentchat_logging.ipynb
├── agentchat_mcp_arxiv.ipynb
├── agentchat_mcp_filesystem.ipynb
├── agentchat_mcp_wikipedia.ipynb
├── agentchat_memory_using_mem0.ipynb
├── agentchat_microsoft_fabric.ipynb
├── agentchat_multi_task_async_chats.ipynb
├── agentchat_multi_task_chats.ipynb
├── agentchat_nested_chats_chess.ipynb
├── agentchat_nested_chats_chess_altmodels.ipynb
├── agentchat_nested_sequential_chats.ipynb
├── agentchat_nestedchat.ipynb
├── agentchat_nestedchat_optiguide.ipynb
├── agentchat_oai_assistant_function_call.ipynb
├── agentchat_oai_assistant_groupchat.ipynb
├── agentchat_oai_assistant_retrieval.ipynb
├── agentchat_oai_assistant_twoagents_basic.ipynb
├── agentchat_oai_code_interpreter.ipynb
├── agentchat_openlit.ipynb
├── agentchat_pdf_rag
│ ├── input_files
│ │ └── nvidia_10k_2024.pdf
│ ├── parsed_elements.json
│ ├── parsed_pdf_info
│ │ ├── figure-1-1.jpg
│ │ ├── figure-33-2.jpg
│ │ ├── figure-92-3.jpg
│ │ ├── figure-93-4.jpg
│ │ ├── figure-94-5.jpg
│ │ ├── figure-95-6.jpg
│ │ ├── table-12-2.jpg
│ │ ├── table-2-1.jpg
│ │ ├── table-32-3.jpg
│ │ ├── table-33-4.jpg
│ │ ├── table-36-5.jpg
│ │ ├── table-39-6.jpg
│ │ ├── table-39-7.jpg
│ │ ├── table-39-8.jpg
│ │ ├── table-40-9.jpg
│ │ ├── table-41-10.jpg
│ │ ├── table-42-11.jpg
│ │ ├── table-42-12.jpg
│ │ ├── table-43-13.jpg
│ │ ├── table-47-14.jpg
│ │ ├── table-50-15.jpg
│ │ ├── table-51-16.jpg
│ │ ├── table-52-17.jpg
│ │ ├── table-52-18.jpg
│ │ ├── table-53-19.jpg
│ │ ├── table-54-20.jpg
│ │ ├── table-60-21.jpg
│ │ ├── table-61-22.jpg
│ │ ├── table-61-23.jpg
│ │ ├── table-61-24.jpg
│ │ ├── table-62-25.jpg
│ │ ├── table-63-26.jpg
│ │ ├── table-63-27.jpg
│ │ ├── table-64-28.jpg
│ │ ├── table-64-29.jpg
│ │ ├── table-65-30.jpg
│ │ ├── table-65-31.jpg
│ │ ├── table-66-32.jpg
│ │ ├── table-66-33.jpg
│ │ ├── table-66-34.jpg
│ │ ├── table-67-35.jpg
│ │ ├── table-68-36.jpg
│ │ ├── table-68-37.jpg
│ │ ├── table-68-38.jpg
│ │ ├── table-69-39.jpg
│ │ ├── table-69-40.jpg
│ │ ├── table-70-41.jpg
│ │ ├── table-70-42.jpg
│ │ ├── table-70-43.jpg
│ │ ├── table-71-44.jpg
│ │ ├── table-72-45.jpg
│ │ ├── table-73-46.jpg
│ │ ├── table-73-47.jpg
│ │ ├── table-75-48.jpg
│ │ ├── table-75-49.jpg
│ │ ├── table-75-50.jpg
│ │ ├── table-76-51.jpg
│ │ ├── table-77-52.jpg
│ │ ├── table-78-53.jpg
│ │ ├── table-79-54.jpg
│ │ ├── table-79-55.jpg
│ │ ├── table-79-56.jpg
│ │ ├── table-80-57.jpg
│ │ ├── table-81-58.jpg
│ │ ├── table-82-59.jpg
│ │ ├── table-83-60.jpg
│ │ ├── table-85-61.jpg
│ │ └── table-95-62.jpg
│ ├── processed_elements.json
│ └── sample_elements.json
├── agentchat_planning.ipynb
├── agentchat_quickstart_examples.ipynb
├── agentchat_realtime_gemini_swarm_websocket.ipynb
├── agentchat_realtime_gemini_websocket.ipynb
├── agentchat_realtime_swarm.ipynb
├── agentchat_realtime_swarm_webrtc.ipynb
├── agentchat_realtime_swarm_websocket.ipynb
├── agentchat_realtime_webrtc.ipynb
├── agentchat_realtime_webrtc
│ ├── static
│ │ └── main.js
│ └── templates
│ │ └── chat.html
├── agentchat_realtime_websocket.ipynb
├── agentchat_realtime_websocket
│ ├── static
│ │ └── main.js
│ └── templates
│ │ └── chat.html
├── agentchat_reasoning_agent.ipynb
├── agentchat_small_llm_rag_planning.ipynb
├── agentchat_society_of_mind.ipynb
├── agentchat_sql_spider.ipynb
├── agentchat_stream.ipynb
├── agentchat_structured_outputs.ipynb
├── agentchat_structured_outputs_from_config.ipynb
├── agentchat_swarm.ipynb
├── agentchat_swarm_enhanced.ipynb
├── agentchat_swarm_graphrag_telemetry_trip_planner.ipynb
├── agentchat_swarm_graphrag_trip_planner.ipynb
├── agentchat_swarm_w_groupchat_legacy.ipynb
├── agentchat_tabular_data_rag_workflow.ipynb
├── agentchat_teachability.ipynb
├── agentchat_teachable_oai_assistants.ipynb
├── agentchat_teaching.ipynb
├── agentchat_transform_messages.ipynb
├── agentchat_two_users.ipynb
├── agentchat_video_transcript_translate_with_whisper.ipynb
├── agentchat_web_info.ipynb
├── agentchat_webscraping_with_apify.ipynb
├── agentchat_websockets.ipynb
├── agentchat_with_memory.ipynb
├── agentchats_sequential_chats.ipynb
├── agenteval_cq_math.ipynb
├── agents_deep_researcher.ipynb
├── agents_docagent.ipynb
├── agents_websurfer.ipynb
├── agents_wikipedia.ipynb
├── async_human_input.ipynb
├── autobuild_agent_library.ipynb
├── autobuild_basic.ipynb
├── autogen_uniformed_api_calling.ipynb
├── captainagent_expert_library.json
├── cell-43-1-image.png
├── cell-46-1-image.png
├── cell-48-1-image.png
├── cell-50-1-image.png
├── cell-52-1-image.png
├── commsplatforms_discord_sentmsg.png
├── commsplatforms_slack_sentmsg.png
├── commsplatforms_telegram_sentmsg.png
├── config_loader_utility_functions.ipynb
├── contributing.md
├── docagent
│ ├── AMDQ4-2024.pdf
│ └── NVIDIAQ3-2025.pdf
├── docagent_swarm.png
├── friendly_and_suspicous.jpg
├── gpt_assistant_agent_function_call.ipynb
├── lats_search.ipynb
├── mcp
│ ├── context_docs
│ │ └── eiffel_tower.md
│ ├── math
│ │ └── math_server.py
│ ├── mcp_arxiv.py
│ ├── mcp_client.ipynb
│ ├── mcp_filesystem.py
│ ├── mcp_proxy.ipynb
│ ├── mcp_proxy_PokeAPI.ipynb
│ ├── mcp_proxy_asana.ipynb
│ ├── mcp_proxy_davor.ipynb
│ ├── mcp_proxy_giphy.ipynb
│ ├── mcp_proxy_github.ipynb
│ ├── mcp_proxy_trello.ipynb
│ ├── mcp_proxy_whatsapp.ipynb
│ ├── mcp_wikipedia.py
│ └── security
│ │ ├── mcp_proxy_api_key_cookie.ipynb
│ │ ├── mcp_proxy_api_key_header.ipynb
│ │ ├── mcp_proxy_api_key_query.ipynb
│ │ ├── mcp_proxy_http_basic.ipynb
│ │ ├── mcp_proxy_http_bearer.ipynb
│ │ └── mcp_proxy_http_oauth.ipynb
├── mongodb_query_engine.ipynb
├── neo4j_property_graph_1.png
├── neo4j_property_graph_2.png
├── neo4j_property_graph_3.png
├── nested-chats-chess.png
├── nested_chat_1.png
├── nested_chat_2.png
├── oai_chatgpt_gpt4.ipynb
├── oai_completion.ipynb
├── optiGuide_new_design.png
├── reliable_basic_example.ipynb
├── reliable_google_search.ipynb
├── reliable_group_chat.ipynb
├── run_and_event_processing.ipynb
├── stateflow-swarm-example.png
├── swarm_enhanced_01.png
├── swarm_enhanced_02.png
├── swarm_enhanced_03.png
├── swarm_enhanced_04.png
├── swarm_enhanced_05.png
├── throw-exception-for-specific-error-messages.ipynb
├── tools_browser_use.ipynb
├── tools_browser_use_deepseek.ipynb
├── tools_chat_context_dependency_injection.ipynb
├── tools_commsplatforms.ipynb
├── tools_crawl4ai.ipynb
├── tools_dependency_injection.ipynb
├── tools_duckduckgo_search.ipynb
├── tools_google_drive.ipynb
├── tools_google_search.ipynb
├── tools_interoperability.ipynb
├── tools_perplexity_search.ipynb
├── tools_tavily_search.ipynb
├── tools_web_search_preview.ipynb
├── tools_wikipedia_search.ipynb
├── tools_youtube_search.ipynb
├── tree_of_thoughts.png
└── viz_gc.png
├── pyproject.toml
├── scripts
├── broken-links-check.sh
├── build-setup-files.py
├── devcontainer
│ ├── generate-devcontainers.py
│ ├── generate-devcontainers.sh
│ └── templates
│ │ └── devcontainer.json.jinja
├── docs_build.sh
├── docs_build_mkdocs.sh
├── docs_serve.sh
├── docs_serve_mkdocs.sh
├── integration-test.sh
├── lint.sh
├── pre-commit-build-setup-files.sh
├── pre-commit-license-check.py
├── pre-commit-lint.sh
├── pre-commit-mypy-run.sh
├── show-coverage-report.sh
├── test-core-llm.sh
├── test-core-skip-llm.sh
├── test-docs.sh
├── test-skip-llm.sh
└── test.sh
├── setup.jinja
├── setup_autogen.py
├── templates
├── client_template
│ └── main.jinja2
├── config_template
│ └── config.jinja2
└── main.jinja2
├── test
├── .gitattributes
├── __init__.py
├── agentchat
│ ├── __init__.py
│ ├── contrib
│ │ ├── __init__.py
│ │ ├── agent_eval
│ │ │ ├── __init__.py
│ │ │ ├── test_agent_eval.py
│ │ │ ├── test_criterion.py
│ │ │ └── test_task.py
│ │ ├── capabilities
│ │ │ ├── __init__.py
│ │ │ ├── chat_with_teachable_agent.py
│ │ │ ├── test_image_generation_capability.py
│ │ │ ├── test_teachable_agent.py
│ │ │ ├── test_tools_capability.py
│ │ │ ├── test_transform_messages.py
│ │ │ ├── test_transforms.py
│ │ │ ├── test_transforms_util.py
│ │ │ └── test_vision_capability.py
│ │ ├── example_agent_builder_library.json
│ │ ├── example_test_agent_builder_config.json
│ │ ├── example_test_captainagent.json
│ │ ├── graph_rag
│ │ │ ├── BUZZ_Employee_Handbook.docx
│ │ │ ├── BUZZ_Employee_Handbook.pdf
│ │ │ ├── BUZZ_Employee_Handbook.txt
│ │ │ ├── BUZZ_Equal-Employment-Opportunity-Policy-Detailed.docx
│ │ │ ├── Toast_financial_report.pdf
│ │ │ ├── __init__.py
│ │ │ ├── layout_parser_paper_parsed_elements.json
│ │ │ ├── test_falkor_graph_rag.py
│ │ │ ├── test_graph_rag_basic.py
│ │ │ ├── test_native_neo4j_graph_rag.py
│ │ │ ├── test_neo4j_graph_rag.py
│ │ │ ├── the_matrix.txt
│ │ │ └── trip_planner_data
│ │ │ │ ├── attractions.json
│ │ │ │ ├── attractions.jsonl
│ │ │ │ ├── cities.json
│ │ │ │ ├── cities.jsonl
│ │ │ │ ├── restaurants.json
│ │ │ │ └── restaurants.jsonl
│ │ ├── rag
│ │ │ ├── __init__.py
│ │ │ ├── test_chromadb_query_engine.py
│ │ │ ├── test_llamaindex_query_engine.py
│ │ │ └── test_mongodb_query_engine.py
│ │ ├── retrievechat
│ │ │ ├── __init__.py
│ │ │ ├── test_pgvector_retrievechat.py
│ │ │ ├── test_qdrant_retrievechat.py
│ │ │ └── test_retrievechat.py
│ │ ├── test_agent_builder.py
│ │ ├── test_agent_optimizer.py
│ │ ├── test_captainagent.py
│ │ ├── test_gpt_assistant.py
│ │ ├── test_img_utils.py
│ │ ├── test_llamaindex_conversable_agent.py
│ │ ├── test_llava.py
│ │ ├── test_lmm.py
│ │ ├── test_society_of_mind_agent.py
│ │ ├── test_swarm.py
│ │ ├── test_web_surfer.py
│ │ └── vectordb
│ │ │ ├── __init__.py
│ │ │ ├── test_chromadb.py
│ │ │ ├── test_couchbase.py
│ │ │ ├── test_mongodb.py
│ │ │ ├── test_pgvectordb.py
│ │ │ ├── test_qdrant.py
│ │ │ └── test_vectordb_utils.py
│ ├── extensions
│ │ ├── __init__.py
│ │ ├── tsp.py
│ │ └── tsp_api.py
│ ├── group
│ │ ├── patterns
│ │ │ ├── test_auto.py
│ │ │ ├── test_default.py
│ │ │ ├── test_pattern.py
│ │ │ ├── test_random.py
│ │ │ └── test_round_robin.py
│ │ ├── targets
│ │ │ ├── test_group_chat_target.py
│ │ │ ├── test_group_manager_target.py
│ │ │ └── test_transition_target.py
│ │ ├── test_available_condition.py
│ │ ├── test_context_condition.py
│ │ ├── test_context_expression.py
│ │ ├── test_context_str.py
│ │ ├── test_context_variables.py
│ │ ├── test_group_tool_executor.py
│ │ ├── test_group_utils.py
│ │ ├── test_handoffs.py
│ │ ├── test_llm_condition.py
│ │ ├── test_multi_agent_chat.py
│ │ ├── test_on_condition.py
│ │ ├── test_on_context_condition.py
│ │ ├── test_reply_result.py
│ │ └── test_speaker_selection_result.py
│ ├── realtime_agent
│ │ ├── __init__.py
│ │ ├── clients
│ │ │ ├── __init__.py
│ │ │ ├── test_gemini_realtime_client.py
│ │ │ └── test_oai_realtime_client.py
│ │ ├── realtime_test_utils.py
│ │ ├── test_e2e.py
│ │ ├── test_realtime_agent.py
│ │ ├── test_realtime_observer.py
│ │ ├── test_submodule.py
│ │ └── test_swarm_start.py
│ ├── test_agent_file_logging.py
│ ├── test_agent_logging.py
│ ├── test_agent_setup_with_use_docker_settings.py
│ ├── test_agent_usage.py
│ ├── test_agentchat_utils.py
│ ├── test_assistant_agent.py
│ ├── test_async.py
│ ├── test_async_chats.py
│ ├── test_async_get_human_input.py
│ ├── test_cache_agent.py
│ ├── test_chats.py
│ ├── test_conversable_agent.py
│ ├── test_dependancy_injection.py
│ ├── test_event_streaming.py
│ ├── test_function_and_tool_calling.py
│ ├── test_function_call.py
│ ├── test_function_call_groupchat.py
│ ├── test_groupchat.py
│ ├── test_human_input.py
│ ├── test_math_user_proxy_agent.py
│ ├── test_nested.py
│ ├── test_structured_output.py
│ ├── test_tool_calls.py
│ └── tsp_prompt.txt
├── agents
│ ├── __init__.py
│ ├── contrib
│ │ ├── __init__.py
│ │ └── time
│ │ │ ├── __init__.py
│ │ │ ├── test_timereplyagent.py
│ │ │ └── test_timetoolagent.py
│ └── experimental
│ │ ├── __init__.py
│ │ ├── deep_research
│ │ ├── __init__.py
│ │ └── test_deep_research.py
│ │ ├── document_agent
│ │ ├── __init__.py
│ │ ├── pdf_parsed
│ │ │ ├── Toast_financial_report.md
│ │ │ └── nvidia_10k_2024.md
│ │ ├── test_docagent.py
│ │ ├── test_document_utils.py
│ │ ├── test_parser_utils.py
│ │ └── test_url_utils.py
│ │ ├── messageplatform
│ │ ├── __init__.py
│ │ ├── discord
│ │ │ ├── __init__.py
│ │ │ └── test_discord.py
│ │ ├── slack
│ │ │ ├── __init__.py
│ │ │ └── test_slack.py
│ │ └── telegram
│ │ │ ├── __init__.py
│ │ │ └── test_telegram.py
│ │ ├── reasoning
│ │ ├── __init__.py
│ │ └── test_reasoning_agent.py
│ │ ├── websurfer
│ │ ├── __init__.py
│ │ └── test_websurfer.py
│ │ └── wikipedia
│ │ ├── __init__.py
│ │ └── test_wikipedia.py
├── cache
│ ├── __init__.py
│ ├── test_cache.py
│ ├── test_cosmos_db_cache.py
│ ├── test_disk_cache.py
│ ├── test_in_memory_cache.py
│ └── test_redis_cache.py
├── coding
│ ├── __init__.py
│ ├── test_commandline_code_executor.py
│ ├── test_embedded_ipython_code_executor.py
│ ├── test_factory.py
│ ├── test_markdown_code_extractor.py
│ └── test_user_defined_functions.py
├── conftest.py
├── events
│ ├── __init__.py
│ ├── conftest.py
│ ├── test_agent_events.py
│ ├── test_base_event.py
│ ├── test_client_events.py
│ └── test_print_event.py
├── fast_depends
│ ├── __init__.py
│ ├── async
│ │ ├── __init__.py
│ │ ├── test_cast.py
│ │ ├── test_class.py
│ │ ├── test_config.py
│ │ └── test_depends.py
│ ├── conftest.py
│ ├── library
│ │ ├── __init__.py
│ │ └── test_custom.py
│ ├── marks.py
│ ├── sync
│ │ ├── __init__.py
│ │ ├── test_cast.py
│ │ ├── test_class.py
│ │ ├── test_config.py
│ │ └── test_depends.py
│ ├── test_locals.py
│ ├── test_overrides.py
│ ├── test_params.py
│ ├── test_prebuild.py
│ ├── test_schema.py
│ └── wrapper.py
├── interop
│ ├── __init__.py
│ ├── crewai
│ │ ├── __init__.py
│ │ └── test_crewai.py
│ ├── langchain
│ │ ├── __init__.py
│ │ └── test_langchain.py
│ ├── litellm
│ │ ├── __init__.py
│ │ └── test_litellm_config_factory.py
│ ├── pydantic_ai
│ │ ├── __init__.py
│ │ ├── test_pydantic_ai.py
│ │ └── test_pydantic_ai_tool.py
│ ├── test_interoperability.py
│ └── test_interoperable.py
├── io
│ ├── __init__.py
│ ├── test_base.py
│ ├── test_console.py
│ └── test_websockets.py
├── mcp
│ ├── __init__.py
│ ├── data.json
│ ├── data_trello.json
│ ├── math_server.py
│ ├── test_mcp.py
│ └── test_mcp_proxy.py
├── messages
│ ├── __init__.py
│ ├── conftest.py
│ ├── test_agent_messages.py
│ ├── test_base_message.py
│ ├── test_client_messages.py
│ └── test_print_message.py
├── oai
│ ├── __init__.py
│ ├── test_anthropic.py
│ ├── test_bedrock.py
│ ├── test_cerebras.py
│ ├── test_client.py
│ ├── test_client_stream.py
│ ├── test_client_utils.py
│ ├── test_cohere.py
│ ├── test_custom_client.py
│ ├── test_gemini.py
│ ├── test_gemini_types.py
│ ├── test_groq.py
│ ├── test_mistral.py
│ ├── test_oai_models.py
│ ├── test_ollama.py
│ ├── test_together.py
│ └── test_utils.py
├── test_browser_utils.py
├── test_code_utils.py
├── test_conftest.py
├── test_files
│ ├── agenteval-in-out
│ │ └── samples
│ │ │ ├── sample_math_criteria.json
│ │ │ ├── sample_math_evaluated_results.json
│ │ │ ├── sample_math_response_failed.txt
│ │ │ ├── sample_math_response_successful.txt
│ │ │ └── sample_test_case.json
│ ├── example.docx
│ ├── example.pdf
│ ├── example.txt
│ ├── radius.txt
│ └── test_image.png
├── test_graph_utils.py
├── test_import.py
├── test_import_utils.py
├── test_json_utils.py
├── test_llm_config.py
├── test_logging.py
├── test_notebook.py
├── test_retrieve_utils.py
├── test_token_count.py
├── tools
│ ├── __init__.py
│ ├── contrib
│ │ ├── __init__.py
│ │ └── time
│ │ │ ├── __init__.py
│ │ │ └── test_time.py
│ ├── experimental
│ │ ├── __init__.py
│ │ ├── browser_use
│ │ │ ├── __init__.py
│ │ │ ├── test_browser_use.py
│ │ │ └── test_langchain_factory.py
│ │ ├── crawl4ai
│ │ │ ├── __init__.py
│ │ │ └── test_crawl4ai.py
│ │ ├── deep_research
│ │ │ ├── __init__.py
│ │ │ └── test_deep_research.py
│ │ ├── duckduckgo
│ │ │ ├── __init__.py
│ │ │ └── test_duckduckgo.py
│ │ ├── google
│ │ │ ├── __init__.py
│ │ │ ├── authentication
│ │ │ │ ├── __init__.py
│ │ │ │ └── test_credentials_local_provider.py
│ │ │ ├── conftest.py
│ │ │ └── drive
│ │ │ │ ├── __init__.py
│ │ │ │ └── test_toolkit.py
│ │ ├── google_search
│ │ │ ├── __init__.py
│ │ │ ├── test_google_search.py
│ │ │ └── test_youtube_search.py
│ │ ├── messageplatform
│ │ │ ├── discord_test
│ │ │ │ ├── __init__.py
│ │ │ │ └── test_discord.py
│ │ │ ├── slack
│ │ │ │ ├── __init__.py
│ │ │ │ └── test_slack.py
│ │ │ └── telegram
│ │ │ │ ├── __init__.py
│ │ │ │ └── test_telegram.py
│ │ ├── perplexity
│ │ │ ├── __init__.py
│ │ │ └── test_perplexity.py
│ │ ├── reliable
│ │ │ ├── __init__.py
│ │ │ └── test_reliable.py
│ │ ├── tavily
│ │ │ ├── __init__.py
│ │ │ └── test_tavily.py
│ │ ├── web_search_preview
│ │ │ ├── __init__.py
│ │ │ └── test_web_search_preview.py
│ │ └── wikipedia
│ │ │ ├── __init__.py
│ │ │ └── test_wikipedia.py
│ ├── test_dependency_injection.py
│ ├── test_function_utils.py
│ ├── test_tool.py
│ ├── test_tool_imports.py
│ └── test_toolkit.py
├── twoagent.py
└── website
│ ├── __init__.py
│ ├── test_generate_api_references.py
│ ├── test_generate_mkdocs.py
│ ├── test_process_notebooks.py
│ └── test_utils.py
└── website
├── .gitignore
├── README.md
├── blogs_and_user_stories_authors.yml
├── docs
├── .gitignore
├── _blogs
│ ├── 2023-04-21-LLM-tuning-math
│ │ ├── img
│ │ │ ├── level2algebra.png
│ │ │ ├── level3algebra.png
│ │ │ ├── level4algebra.png
│ │ │ └── level5algebra.png
│ │ └── index.mdx
│ ├── 2023-05-18-GPT-adaptive-humaneval
│ │ ├── img
│ │ │ ├── design.png
│ │ │ └── humaneval.png
│ │ └── index.mdx
│ ├── 2023-06-28-MathChat
│ │ ├── img
│ │ │ ├── mathchatflow.png
│ │ │ └── result.png
│ │ └── index.mdx
│ ├── 2023-07-14-Local-LLMs
│ │ └── index.mdx
│ ├── 2023-10-18-RetrieveChat
│ │ ├── img
│ │ │ ├── autogen-rag.gif
│ │ │ └── retrievechat-arch.png
│ │ └── index.mdx
│ ├── 2023-10-26-TeachableAgent
│ │ ├── img
│ │ │ └── teachable-arch.png
│ │ └── index.mdx
│ ├── 2023-11-06-LMM-Agent
│ │ ├── img
│ │ │ └── teaser.png
│ │ └── index.mdx
│ ├── 2023-11-09-EcoAssistant
│ │ ├── img
│ │ │ ├── chat.webp
│ │ │ ├── results.png
│ │ │ ├── system.webp
│ │ │ ├── template-demo.png
│ │ │ └── template.png
│ │ └── index.mdx
│ ├── 2023-11-13-OAI-assistants
│ │ ├── img
│ │ │ └── teaser.jpg
│ │ └── index.mdx
│ ├── 2023-11-20-AgentEval
│ │ ├── img
│ │ │ ├── agenteval-CQ.webp
│ │ │ ├── math-problems-plot.png
│ │ │ └── tasks-taxonomy.webp
│ │ └── index.mdx
│ ├── 2023-11-26-Agent-AutoBuild
│ │ ├── img
│ │ │ └── agent_autobuild.webp
│ │ └── index.mdx
│ ├── 2023-12-01-AutoGenStudio
│ │ ├── img
│ │ │ ├── autogenstudio_config.png
│ │ │ ├── autogenstudio_home.png
│ │ │ └── autogenstudio_skills.png
│ │ └── index.mdx
│ ├── 2023-12-23-AgentOptimizer
│ │ ├── img
│ │ │ └── agentoptimizer.webp
│ │ └── index.mdx
│ ├── 2023-12-29-AgentDescriptions
│ │ └── index.mdx
│ ├── 2024-01-23-Code-execution-in-docker
│ │ └── index.mdx
│ ├── 2024-01-25-AutoGenBench
│ │ ├── img
│ │ │ └── teaser.jpg
│ │ └── index.mdx
│ ├── 2024-01-26-Custom-Models
│ │ └── index.mdx
│ ├── 2024-02-02-AutoAnny
│ │ ├── img
│ │ │ └── AutoAnnyLogo.jpg
│ │ └── index.mdx
│ ├── 2024-02-11-FSM-GroupChat
│ │ ├── img
│ │ │ ├── FSM_logic.webp
│ │ │ ├── FSM_of_multi-agents.webp
│ │ │ └── teaser.webp
│ │ └── index.mdx
│ ├── 2024-02-29-StateFlow
│ │ ├── img
│ │ │ ├── alfworld.png
│ │ │ ├── bash_result.png
│ │ │ ├── intercode.webp
│ │ │ └── sf_example_1.webp
│ │ └── index.mdx
│ ├── 2024-03-03-AutoGen-Update
│ │ ├── img
│ │ │ ├── contributors.png
│ │ │ ├── dalle_gpt4v.png
│ │ │ ├── gaia.png
│ │ │ ├── love.png
│ │ │ └── teach.png
│ │ └── index.mdx
│ ├── 2024-03-11-AutoDefense
│ │ ├── img
│ │ │ ├── architecture.webp
│ │ │ ├── defense-agency-design.webp
│ │ │ ├── table-4agents.png
│ │ │ ├── table-agents.png
│ │ │ └── table-compared-methods.png
│ │ └── index.mdx
│ ├── 2024-05-24-Agent
│ │ ├── img
│ │ │ ├── agents.png
│ │ │ └── leadership.png
│ │ └── index.mdx
│ ├── 2024-06-21-AgentEval
│ │ ├── img
│ │ │ └── agenteval_ov_v3.webp
│ │ └── index.mdx
│ ├── 2024-06-24-AltModels-Classes
│ │ ├── img
│ │ │ └── agentstogether.jpeg
│ │ └── index.mdx
│ ├── 2024-07-25-AgentOps
│ │ ├── img
│ │ │ ├── autogen-integration.png
│ │ │ ├── dashboard.png
│ │ │ ├── flow.png
│ │ │ └── session-replay.png
│ │ └── index.mdx
│ ├── 2024-11-15-CaptainAgent
│ │ ├── img
│ │ │ ├── build.webp
│ │ │ ├── chat.webp
│ │ │ └── overall.webp
│ │ └── index.mdx
│ ├── 2024-11-17-Swarm
│ │ └── index.mdx
│ ├── 2024-11-27-Prompt-Leakage-Probing
│ │ ├── img
│ │ │ ├── probing_flow.webp
│ │ │ ├── prompt_leakage_report.png
│ │ │ ├── prompt_leakage_social_img.webp
│ │ │ └── prompt_test_chat.webp
│ │ └── index.mdx
│ ├── 2024-12-02-ReasoningAgent2
│ │ ├── img
│ │ │ ├── reasoningagent_1.webp
│ │ │ ├── reasoningagent_2.webp
│ │ │ └── tree-of-thoughts.png
│ │ └── index.mdx
│ ├── 2024-12-06-FalkorDB-Structured
│ │ ├── img
│ │ │ ├── falkordb.png
│ │ │ └── tripplanner.webp
│ │ └── index.mdx
│ ├── 2024-12-20-RealtimeAgent
│ │ └── index.mdx
│ ├── 2024-12-20-Reasoning-Update
│ │ ├── img
│ │ │ ├── mcts_example.png
│ │ │ └── reasoningagent_1.png
│ │ └── index.mdx
│ ├── 2024-12-20-Tools-interoperability
│ │ └── index.mdx
│ ├── 2025-01-07-Tools-Dependency-Injection
│ │ └── index.mdx
│ ├── 2025-01-08-RealtimeAgent-over-websocket
│ │ └── index.mdx
│ ├── 2025-01-09-RealtimeAgent-over-WebRTC
│ │ └── index.mdx
│ ├── 2025-01-10-WebSockets
│ │ ├── img
│ │ │ └── structured_messages_with_websockets.png
│ │ └── index.mdx
│ ├── 2025-01-22-Tools-ChatContext-Dependency-Injection
│ │ └── index.mdx
│ ├── 2025-01-29-RealtimeAgent-with-gemini
│ │ ├── img
│ │ │ └── RealtimeAgent_gemini.png
│ │ └── index.mdx
│ ├── 2025-01-31-WebSurferAgent
│ │ └── index.mdx
│ ├── 2025-01-31-Websurfing-Tools
│ │ └── index.mdx
│ ├── 2025-02-05-Communication-Agents
│ │ ├── img
│ │ │ ├── commsagents_discord_msg.png
│ │ │ ├── commsagents_slack_finalmsg.png
│ │ │ ├── commsagents_slack_msg.png
│ │ │ └── commsagents_telegram_msg.png
│ │ └── index.mdx
│ ├── 2025-02-13-DeepResearchAgent
│ │ └── index.mdx
│ ├── 2025-04-16-Reasoning
│ │ ├── img
│ │ │ ├── cognition.jpg
│ │ │ ├── iter.jpg
│ │ │ ├── partner.jpg
│ │ │ └── threads.jpeg
│ │ └── index.mdx
│ ├── 2025-04-28-0.9-Release-Announcement
│ │ └── index.mdx
│ └── 2025-05-07-AG2-Copilot-Integration
│ │ ├── img
│ │ ├── AG2-CopilotKit.png
│ │ ├── ag2-copilotkit-architecture.png
│ │ ├── quick-start-1.png
│ │ └── quick-start-2.png
│ │ └── index.mdx
├── community-talks
│ └── 2025-04-10-NOVA
│ │ └── index.mdx
├── contributor-guide
│ ├── Migration-Guide.mdx
│ ├── Research.mdx
│ ├── building
│ │ ├── creating-a-tool.mdx
│ │ └── creating-an-agent.mdx
│ ├── contributing.mdx
│ ├── documentation.mdx
│ ├── file-bug-report.mdx
│ ├── how-ag2-works
│ │ ├── assets
│ │ │ ├── generate-reply.png
│ │ │ └── initiate-chat.png
│ │ ├── generate-reply.mdx
│ │ ├── hooks.mdx
│ │ ├── initiate-chat.mdx
│ │ └── overview.mdx
│ ├── maintainer.mdx
│ ├── pre-commit.mdx
│ ├── setup-development-environment.mdx
│ └── tests.mdx
├── ecosystem
│ ├── agentops.mdx
│ ├── azure_cosmos_db.mdx
│ ├── composio.mdx
│ ├── databricks.mdx
│ ├── img
│ │ ├── ecosystem-databricks.png
│ │ ├── ecosystem-fabric.png
│ │ ├── ecosystem-llamaindex.png
│ │ ├── ecosystem-memgpt.png
│ │ ├── ecosystem-ollama.png
│ │ └── ecosystem-promptflow.png
│ ├── llamaindex.mdx
│ ├── mem0.mdx
│ ├── memgpt.mdx
│ ├── microsoft-fabric.mdx
│ ├── ollama.mdx
│ ├── pgvector.mdx
│ ├── portkey.mdx
│ └── promptflow.mdx
├── faq
│ └── FAQ.mdx
├── home
│ └── quickstart.mdx
├── installation
│ ├── Installation.mdx
│ └── Optional-Dependencies.mdx
├── quick-start.mdx
├── use-cases
│ ├── .gitignore
│ ├── community-gallery
│ │ └── community-gallery.mdx
│ ├── notebooks
│ │ └── Notebooks.mdx
│ └── use-cases
│ │ ├── assets
│ │ ├── game-design-page.png
│ │ ├── game-designed.png
│ │ ├── travel-planning-falkordb.png
│ │ ├── travel-planning-itinerary.png
│ │ └── travel-planning-overview.png
│ │ ├── customer-service.mdx
│ │ ├── game-design.mdx
│ │ └── travel-planning.mdx
├── user-guide
│ ├── advanced-concepts
│ │ ├── assets
│ │ │ ├── code-execution-in-conversation.png
│ │ │ ├── code-executor-docker.png
│ │ │ ├── code-executor-no-docker.png
│ │ │ ├── code-executor-stock-chart.png
│ │ │ ├── group-chat-fsm.png
│ │ │ ├── group-chat.png
│ │ │ ├── nested-chats.png
│ │ │ ├── sequential-two-agent-chat.png
│ │ │ ├── swarm-enhanced-01.png
│ │ │ ├── swarm-enhanced-02.png
│ │ │ ├── swarm-enhanced-03.png
│ │ │ ├── swarm-enhanced-04.png
│ │ │ └── two-agent-chat.png
│ │ ├── code-execution.mdx
│ │ ├── ending-a-chat.mdx
│ │ ├── groupchat
│ │ │ ├── custom-group-chat.mdx
│ │ │ ├── groupchat.mdx
│ │ │ ├── resuming-group-chat.mdx
│ │ │ └── tools.mdx
│ │ ├── llm-configuration-deep-dive.mdx
│ │ ├── nested-chat.mdx
│ │ ├── orchestration
│ │ │ ├── assets
│ │ │ │ ├── nested-chats.png
│ │ │ │ └── sequential-two-agent-chat.png
│ │ │ ├── ending-a-chat.mdx
│ │ │ ├── group-chat.mdx
│ │ │ ├── group-chat
│ │ │ │ ├── agent-tools-functions.mdx
│ │ │ │ ├── context-variables.mdx
│ │ │ │ ├── handoffs.mdx
│ │ │ │ ├── introduction.mdx
│ │ │ │ └── patterns.mdx
│ │ │ ├── nested-chat.mdx
│ │ │ ├── orchestrations.mdx
│ │ │ ├── sequential-chat.mdx
│ │ │ ├── swarm
│ │ │ │ └── deprecation.mdx
│ │ │ └── two-agent-chat.mdx
│ │ ├── orchestrations.mdx
│ │ ├── pattern-cookbook
│ │ │ ├── assets
│ │ │ │ ├── context_aware_routing.jpeg
│ │ │ │ ├── context_aware_routing_flow.jpeg
│ │ │ │ ├── escalation.jpeg
│ │ │ │ ├── escalation_flow.jpeg
│ │ │ │ ├── feedback_loop.jpeg
│ │ │ │ ├── feedback_loop_flow.jpeg
│ │ │ │ ├── hierarchical.jpeg
│ │ │ │ ├── hierarchical_flow.jpeg
│ │ │ │ ├── organic.jpeg
│ │ │ │ ├── organic_flow.jpeg
│ │ │ │ ├── pipeline.jpeg
│ │ │ │ ├── pipeline_flow.jpeg
│ │ │ │ ├── redundant.jpeg
│ │ │ │ ├── redundant_flow.jpeg
│ │ │ │ ├── star.jpeg
│ │ │ │ ├── star_flow.jpeg
│ │ │ │ ├── triage_tasks.jpeg
│ │ │ │ └── triage_tasks_flow.jpeg
│ │ │ ├── context_aware_routing.mdx
│ │ │ ├── escalation.mdx
│ │ │ ├── feedback_loop.mdx
│ │ │ ├── hierarchical.mdx
│ │ │ ├── organic.mdx
│ │ │ ├── overview.mdx
│ │ │ ├── pipeline.mdx
│ │ │ ├── redundant.mdx
│ │ │ ├── star.mdx
│ │ │ └── triage_with_tasks.mdx
│ │ ├── rag.mdx
│ │ ├── realtime-agent
│ │ │ ├── index.mdx
│ │ │ ├── twilio.mdx
│ │ │ ├── webrtc.mdx
│ │ │ └── websocket.mdx
│ │ ├── sequential-chat.mdx
│ │ ├── tools
│ │ │ ├── basics.mdx
│ │ │ ├── controlling-use.mdx
│ │ │ ├── index.mdx
│ │ │ ├── interop
│ │ │ │ ├── crewai.mdx
│ │ │ │ ├── langchain.mdx
│ │ │ │ └── pydanticai.mdx
│ │ │ ├── mcp
│ │ │ │ └── client.mdx
│ │ │ └── tools-with-secrets.mdx
│ │ └── two-agent-chat.mdx
│ ├── basic-concepts
│ │ ├── assets
│ │ │ ├── human-in-the-loop-example.png
│ │ │ └── overview-workflow.png
│ │ ├── conversable-agent.mdx
│ │ ├── human-in-the-loop.mdx
│ │ ├── installing-ag2.mdx
│ │ ├── introducing-group-chat.mdx
│ │ ├── introducing-swarm-orchestration.mdx
│ │ ├── introducing-tools.mdx
│ │ ├── llm-configuration.mdx
│ │ ├── overview.mdx
│ │ └── structured-outputs.mdx
│ ├── getting-started
│ │ └── Getting-Started.mdx
│ ├── models
│ │ ├── amazon-bedrock.mdx
│ │ ├── anthropic.mdx
│ │ ├── assets
│ │ │ ├── ag2-agentchat.png
│ │ │ ├── chat-example.png
│ │ │ ├── create-gcp-svc.png
│ │ │ └── gemini-coding-chart.png
│ │ ├── cerebras.mdx
│ │ ├── cohere.mdx
│ │ ├── deepseek-v3.mdx
│ │ ├── google-gemini.mdx
│ │ ├── google-vertexai.mdx
│ │ ├── groq.mdx
│ │ ├── litellm-proxy-server
│ │ │ ├── azure.mdx
│ │ │ ├── installation.mdx
│ │ │ ├── openai.mdx
│ │ │ └── watsonx.mdx
│ │ ├── lm-studio.mdx
│ │ ├── mistralai.mdx
│ │ ├── ollama.mdx
│ │ ├── openai.mdx
│ │ ├── togetherai.mdx
│ │ └── vLLM.mdx
│ ├── reference-agents
│ │ ├── assets
│ │ │ ├── commsagents_discordoutput.png
│ │ │ ├── commsagents_tools.png
│ │ │ ├── commsplatforms_discord_sentmsg.png
│ │ │ ├── commsplatforms_slack_sentmsg.png
│ │ │ ├── commsplatforms_telegram_sentmsg.png
│ │ │ ├── docagent_tests_story1.md
│ │ │ ├── docagent_tests_story2.md
│ │ │ └── websurferagent_animated.gif
│ │ ├── captainagent.mdx
│ │ ├── communication-platforms
│ │ │ ├── discordagent.mdx
│ │ │ ├── overview.mdx
│ │ │ ├── slackagent.mdx
│ │ │ └── telegramagent.mdx
│ │ ├── deepresearchagent.mdx
│ │ ├── docagent-performance.mdx
│ │ ├── docagent.mdx
│ │ ├── index.mdx
│ │ ├── reasoningagent.mdx
│ │ ├── websurferagent.mdx
│ │ └── wikipediaagent.mdx
│ └── reference-tools
│ │ ├── browser-use.mdx
│ │ ├── communication-platforms
│ │ ├── discord.mdx
│ │ ├── slack.mdx
│ │ └── telegram.mdx
│ │ ├── crawl4ai.mdx
│ │ ├── deep-research.mdx
│ │ ├── google-api
│ │ ├── google-drive.mdx
│ │ ├── google-search.mdx
│ │ └── youtube-search.mdx
│ │ ├── index.mdx
│ │ ├── perplexity-search.mdx
│ │ └── wikipedia-search.mdx
└── user-stories
│ ├── 2025-02-11-NOVA
│ ├── img
│ │ ├── nexla_ag2.webp
│ │ └── nova_architecture.webp
│ └── index.mdx
│ ├── 2025-04-03-Fortune-500-RAG-Chatbot
│ ├── img
│ │ ├── 01.png
│ │ ├── 02.png
│ │ ├── banner.png
│ │ └── profile.png
│ └── index.mdx
│ ├── 2025-04-04-AgentWeb
│ ├── img
│ │ ├── 01.png
│ │ ├── banner.png
│ │ └── profile.png
│ └── index.mdx
│ ├── 2025-04-11-Productionizing-OSS-Agents
│ ├── img
│ │ └── banner.png
│ └── index.mdx
│ ├── 2025-04-15-CMBAgent
│ ├── img
│ │ ├── banner.png
│ │ ├── boris_profile.png
│ │ ├── flow-chart.png
│ │ ├── francisco_profile.png
│ │ ├── inigo_profile.png
│ │ └── james_profile.png
│ └── index.mdx
│ └── 2025-04-30-Cegid-Pulse-OS
│ ├── img
│ ├── 01.png
│ ├── banner.png
│ └── profile.png
│ └── index.mdx
├── docusaurus.config.js
├── generate_api_references.py
├── logo
├── ag2-white.svg
├── ag2.svg
└── favicon.svg
├── mako_templates
└── text.mako
├── mint-app-gallery-deps.js
├── mint-json-template.json.jinja
├── mint-script.js
├── mint-style.css
├── mkdocs
├── .gitignore
├── README.md
├── create_api_docs.py
├── data
│ ├── gallery_items.yml
│ └── people.yml
├── docs.py
├── docs
│ ├── .gitignore
│ ├── index.md
│ ├── javascripts
│ │ └── extra.js
│ └── stylesheets
│ │ └── extra.css
├── docs_src
│ └── __init__.py
├── expand_markdown.py
├── generate_mkdocs.py
├── includes
│ └── .gitkeep
├── mkdocs.yml
├── overrides
│ ├── 404.html
│ ├── home.html
│ ├── images
│ │ ├── blue-bg.png
│ │ ├── bot-left-corner.png
│ │ ├── bot-right-corner.png
│ │ ├── button-shine.png
│ │ ├── city-horizon.png
│ │ ├── cloud.png
│ │ ├── conversation.png
│ │ ├── green-bg.png
│ │ ├── human.png
│ │ ├── intuitive.png
│ │ ├── purple-bg.png
│ │ ├── sun.png
│ │ ├── top-left-corner.png
│ │ ├── top-right-corner.png
│ │ └── yellow-bg.png
│ └── main.html
├── templates
│ └── redirect.html
└── update_releases.py
├── package-lock.json
├── package.json
├── process_notebooks.py
├── snippets
├── advanced-concepts
│ └── realtime-agent
│ │ ├── img
│ │ ├── 1_service_running.png
│ │ ├── 2_incoming_call.png
│ │ ├── 3_request_for_flight_cancellation.png
│ │ ├── 4_flight_number_name.png
│ │ ├── 5_refund_policy.png
│ │ ├── 6_flight_refunded.png
│ │ ├── realtime_agent_swarm.png
│ │ ├── twilio_endpoint_config.png
│ │ ├── twilio_phone_numbers.png
│ │ ├── webrtc_chat.png
│ │ ├── webrtc_communication_diagram.png
│ │ ├── webrtc_connection_diagram.png
│ │ ├── websocket_chat.png
│ │ └── websocket_communication_diagram.png
│ │ ├── twilio.mdx
│ │ ├── webrtc.mdx
│ │ └── websocket.mdx
├── components
│ ├── ClientSideComponent.mdx
│ └── GalleryPage.mdx
├── data
│ └── GalleryItems.mdx
├── interop
│ ├── crewai.mdx
│ ├── langchain.mdx
│ └── pydanticai.mdx
├── mcp
│ └── client.mdx
├── python-examples
│ ├── conversableagentchat.mdx
│ ├── groupchat.mdx
│ ├── groupchatcustomfsm.mdx
│ ├── groupchatcustomfunc.mdx
│ ├── humanintheloop.mdx
│ ├── humanintheloop_financial.mdx
│ ├── nestedchat.mdx
│ ├── sequentialchat.mdx
│ ├── structured_output.mdx
│ ├── swarm.mdx
│ ├── swarmgroupchat.mdx
│ ├── toolregister.mdx
│ └── websurferagent.mdx
├── reference-agents
│ ├── deep-research.mdx
│ └── img
│ │ └── DeepResearchAgent.png
├── reference-tools
│ ├── browser-use.mdx
│ ├── crawl4ai.mdx
│ ├── deep-research.mdx
│ └── google-drive.mdx
└── utils
│ └── runmethodhelp.mdx
├── static
├── .nojekyll
└── img
│ ├── ag.ico
│ ├── ag.svg
│ ├── ag2.ico
│ ├── ag2.png
│ ├── ag2.svg
│ ├── auto.svg
│ ├── autogen.svg
│ ├── autogen_agentchat.png
│ ├── autogen_app.png
│ ├── autogen_app.svg
│ ├── chat_example.png
│ ├── conv.svg
│ ├── conv_2.svg
│ ├── cover.png
│ ├── create_gcp_svc.png
│ ├── ecosystem-composio.png
│ ├── extend.svg
│ ├── fast.svg
│ ├── favicon-dark.svg
│ ├── favicon.svg
│ ├── flaml.svg
│ ├── flaml_logo.ico
│ ├── flaml_logo_fill.svg
│ ├── gallery
│ ├── TensionCode.png
│ ├── agent-e.png
│ ├── autotx.png
│ ├── composio-autogen.png
│ ├── default.png
│ ├── robot.jpg
│ ├── webagent.jpg
│ └── x-force-ide-ui.png
│ ├── homepage-hero-background-large.png
│ ├── homepage-hero-background.png
│ ├── logo.svg
│ └── love.png
├── talks
├── 2024-08-26
│ └── index.mdx
├── 2024-09-23
│ └── index.mdx
├── 2024-09-30
│ └── index.mdx
├── 2024-10-14
│ └── index.mdx
├── 2024-10-15
│ └── index.mdx
├── 2024-11-04
│ └── index.mdx
├── 2024-11-11
│ └── index.mdx
├── 2024-11-12
│ └── index.mdx
├── 2024-11-18
│ └── index.mdx
├── 2024-11-25
│ └── index.mdx
├── 2024-11-28
│ └── index.mdx
├── 2024-12-12
│ └── index.mdx
├── 2024-12-19-special_talk
│ └── index.mdx
├── 2024-12-19
│ └── index.mdx
├── 2025-01-16
│ └── index.mdx
├── 2025-01-23
│ └── index.mdx
└── future_talks
│ └── index.mdx
└── user-guide
├── captainagent
├── _category_.json
├── agent_library.mdx
├── configurations.mdx
└── tool_library.mdx
└── handling_long_contexts
├── _category_.json
├── compressing_text_w_llmligua.mdx
└── intro_to_transform_messages.mdx
/.coveragerc:
--------------------------------------------------------------------------------
1 | [run]
2 | branch = True
3 | source = autogen
4 | omit =
5 | autogen/agentchat/contrib/*
6 | autogen/_website/*
7 |
--------------------------------------------------------------------------------
/.devcontainer/setup.sh:
--------------------------------------------------------------------------------
1 | # update pip
2 | pip install --upgrade pip
3 |
4 | # install dev packages
5 | pip install -e ".[dev]"
6 |
7 | # install pre-commit hook if not installed already
8 | pre-commit install
9 |
--------------------------------------------------------------------------------
/.github/ISSUE_TEMPLATE/config.yml:
--------------------------------------------------------------------------------
1 | blank_issues_enabled: true
2 |
--------------------------------------------------------------------------------
/.github/dependabot.yml:
--------------------------------------------------------------------------------
1 | # Please see the documentation for all configuration options:
2 | # https://docs.github.com/github/administering-a-repository/configuration-options-for-dependency-updates
3 |
4 | version: 2
5 | updates:
6 | # GitHub Actions
7 | - package-ecosystem: "github-actions"
8 | directory: "/"
9 | schedule:
10 | interval: "weekly"
11 | day: "monday"
12 | time: "00:00"
13 | groups:
14 | github-actions:
15 | patterns:
16 | - "*"
17 | # Python
18 | - package-ecosystem: "pip"
19 | directory: "/"
20 | schedule:
21 | interval: "weekly"
22 | day: "monday"
23 | time: "00:00"
24 | groups:
25 | pip:
26 | patterns:
27 | - "*"
28 |
--------------------------------------------------------------------------------
/.github/workflows/deploy-website.yml:
--------------------------------------------------------------------------------
1 | name: Deploy MkDocs to GitHub Pages
2 |
3 | on:
4 | push:
5 | branches: [main,"0.9"]
6 | paths:
7 | - "autogen/**"
8 | - "website/**"
9 | - ".github/workflows/deploy-website.yml"
10 | - ".github/workflows/mkdocs-check-broken-links.yml"
11 | - ".github/workflows/build-mkdocs.yml"
12 | - "scripts/broken-links-check.sh"
13 | - "scripts/docs_build_mkdocs.sh"
14 | - "scripts/docs_serve_mkdocs.sh"
15 | - ".muffet-excluded-links.txt"
16 | workflow_dispatch:
17 | permissions:
18 | contents: write
19 | jobs:
20 | build_and_deploy:
21 | uses: ./.github/workflows/build-mkdocs.yml
22 | with:
23 | python-version: "3.10"
24 |
--------------------------------------------------------------------------------
/.github/workflows/docs-check-broken-links.yml:
--------------------------------------------------------------------------------
1 | name: Check docs for broken links
2 |
3 | on:
4 | workflow_run:
5 | workflows: ["mintlify docs"]
6 | types:
7 | - completed
8 | branches:
9 | - main
10 |
11 | permissions:
12 | contents: read
13 |
14 | jobs:
15 | check-broken-link:
16 | if: |
17 | github.event.workflow_run.conclusion == 'success' &&
18 | github.event.workflow_run.head_branch == 'main'
19 | runs-on: ubuntu-latest
20 | steps:
21 | - name: Checkout repository
22 | uses: actions/checkout@v4
23 |
24 | - name: Setup Go
25 | uses: actions/setup-go@v5
26 |
27 | - name: Install muffet
28 | run: go install github.com/raviqqe/muffet/v2@latest
29 |
30 | - name: Check for broken links
31 | run: ./scripts/broken-links-check.sh --url "https://docs.ag2.ai"
32 |
--------------------------------------------------------------------------------
/.github/workflows/lfs-check.yml:
--------------------------------------------------------------------------------
1 | name: "Git LFS Check"
2 |
3 | on: pull_request
4 |
5 | concurrency:
6 | group: ${{ github.workflow }}-${{ github.ref }}-${{ github.head_ref }}
7 | cancel-in-progress: true
8 | permissions: {}
9 | jobs:
10 | lfs-check:
11 | runs-on: ubuntu-latest
12 | steps:
13 | - name: Checkout
14 | uses: actions/checkout@v4
15 | with:
16 | lfs: true
17 | - name: "Check Git LFS files for consistency, if you see error like 'pointer: unexpectedGitObject ... should have been a pointer but was not', please install Git LFS locally, delete the problematic file, and then add it back again. This ensures it's properly tracked."
18 | run: |
19 | git lfs fsck
20 |
--------------------------------------------------------------------------------
/.github/workflows/mkdocs-check-broken-links.yml:
--------------------------------------------------------------------------------
1 | name: Check mkdocs for broken links
2 |
3 | on:
4 | workflow_run:
5 | types:
6 | - completed
7 | workflows: ["pages-build-deployment"]
8 |
9 | jobs:
10 | check-broken-link:
11 | name: Check mkdocs for broken links
12 | runs-on: ubuntu-latest
13 | if: ${{ github.event.workflow_run.conclusion == 'success' }}
14 | steps:
15 | - name: Checkout repository
16 | uses: actions/checkout@v4
17 |
18 | - name: Setup Go
19 | uses: actions/setup-go@v5
20 |
21 | - name: Install muffet
22 | run: go install github.com/raviqqe/muffet/v2@latest
23 |
24 | - name: Check for broken links
25 | run: ./scripts/broken-links-check.sh --url "https://ag2ai.github.io/ag2"
26 |
--------------------------------------------------------------------------------
/autogen/_website/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | __all__: list[str] = []
6 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/agent_eval/README.md:
--------------------------------------------------------------------------------
1 | Agents for running the [AgentEval](https://docs.ag2.ai/latest/docs/blog/2023/11/20/AgentEval/) pipeline.
2 |
3 | AgentEval is a process for evaluating a LLM-based system's performance on a given task.
4 |
5 | When given a task to evaluate and a few example runs, the critic and subcritic agents create evaluation criteria for evaluating a system's solution. Once the criteria have been created, the quantifier agent can evaluate subsequent task solutions based on the generated criteria.
6 |
7 | See our [blog post](https://docs.ag2.ai/blog/2024-06-21-AgentEval) for usage examples and general explanations.
8 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/capabilities/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | __all__: list[str] = []
6 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/captainagent/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .agent_builder import AgentBuilder
6 | from .captainagent import CaptainAgent
7 | from .tool_retriever import ToolBuilder, format_ag2_tool, get_full_tool_description
8 |
9 | __all__ = ["AgentBuilder", "CaptainAgent", "ToolBuilder", "format_ag2_tool", "get_full_tool_description"]
10 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/captainagent/tools/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | __all__: list[str] = []
6 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/captainagent/tools/data_analysis/explore_csv.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | def explore_csv(file_path, num_lines=5):
5 | """Reads a CSV file and prints the column names, shape, data types, and the first few lines of data.
6 |
7 | Args:
8 | file_path (str): The path to the CSV file.
9 | num_lines (int, optional): The number of lines to print. Defaults to 5.
10 | """
11 | import pandas as pd
12 |
13 | df = pd.read_csv(file_path)
14 | header = df.columns
15 | print("Columns:")
16 | print(", ".join(header))
17 | print("Shape:", df.shape)
18 | print("Data Types:")
19 | print(df.dtypes)
20 | print("First", num_lines, "lines:")
21 | print(df.head(num_lines))
22 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/captainagent/tools/information_retrieval/get_wikipedia_text.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | def get_wikipedia_text(title):
5 | """Retrieves the text content of a Wikipedia page. It does not support tables and other complex formatting.
6 |
7 | Args:
8 | title (str): The title of the Wikipedia page.
9 |
10 | Returns:
11 | str or None: The text content of the Wikipedia page if it exists, None otherwise.
12 | """
13 | import wikipediaapi
14 |
15 | wiki_wiki = wikipediaapi.Wikipedia("Mozilla/5.0 (merlin@example.com)", "en")
16 | page = wiki_wiki.page(title)
17 |
18 | if page.exists():
19 | return page.text
20 | else:
21 | return None
22 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/captainagent/tools/information_retrieval/transcribe_audio_file.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | from autogen.coding.func_with_reqs import with_requirements
5 |
6 |
7 | @with_requirements(["openai-whisper"])
8 | def transcribe_audio_file(file_path):
9 | """Transcribes the audio file located at the given file path.
10 |
11 | Args:
12 | file_path (str): The path to the audio file.
13 |
14 | Returns:
15 | str: The transcribed text from the audio file.
16 | """
17 | import whisper
18 |
19 | model = whisper.load_model("base")
20 | result = model.transcribe(file_path)
21 | return result["text"]
22 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/captainagent/tools/math/calculate_circle_area_from_diameter.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | from autogen.coding.func_with_reqs import with_requirements
5 |
6 |
7 | @with_requirements(["sympy"])
8 | def calculate_circle_area_from_diameter(diameter):
9 | """Calculate the area of a circle given its diameter.
10 |
11 | Args:
12 | diameter (float): The diameter of the circle.
13 |
14 | Returns:
15 | float: The area of the circle.
16 | """
17 | from sympy import pi
18 |
19 | radius = diameter / 2
20 | area = pi * radius**2
21 | return area
22 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/captainagent/tools/math/calculate_reflected_point.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | def calculate_reflected_point(point):
5 | """Calculates the reflection point of a given point about the line y=x.
6 |
7 | Args:
8 | point (dict): A dictionary representing the coordinates of the point.
9 | The dictionary should have keys 'x' and 'y' representing the x and y coordinates respectively.
10 |
11 | Returns:
12 | dict: A dictionary representing the coordinates of the reflected point. Its keys are 'x' and 'y'.
13 | """
14 | # Swap x and y for reflection about y=x
15 | reflected_point = {"x": point["y"], "y": point["x"]}
16 | return reflected_point
17 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/captainagent/tools/math/sum_of_digit_factorials.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | def sum_of_digit_factorials(number):
5 | """Calculates the sum of the factorial of each digit in a number, often used in problems involving curious numbers like 145.
6 |
7 | Args:
8 | number (int): The number for which to calculate the sum of digit factorials.
9 |
10 | Returns:
11 | int: The sum of the factorials of the digits in the given number.
12 | """
13 | from math import factorial
14 |
15 | return sum(factorial(int(digit)) for digit in str(number))
16 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/captainagent/tools/math/sum_of_primes_below.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | def sum_of_primes_below(threshold):
5 | """Calculates the sum of all prime numbers below a given threshold.
6 |
7 | Args:
8 | threshold (int): The maximum number (exclusive) up to which primes are summed.
9 |
10 | Returns:
11 | int: The sum of all prime numbers below the threshold.
12 | """
13 | from sympy import primerange
14 |
15 | return sum(primerange(2, threshold))
16 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/captainagent/tools/requirements.txt:
--------------------------------------------------------------------------------
1 | markdownify
2 | arxiv
3 | pymupdf
4 | wikipedia-api
5 | easyocr
6 | python-pptx
7 | openai-whisper
8 | pandas
9 | scipy
10 | sentence-transformers
11 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/graph_rag/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .document import Document, DocumentType
6 | from .graph_query_engine import GraphQueryEngine, GraphStoreQueryResult
7 | from .graph_rag_capability import GraphRagCapability
8 |
9 | __all__ = ["Document", "DocumentType", "GraphQueryEngine", "GraphRagCapability", "GraphStoreQueryResult"]
10 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/rag/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .chromadb_query_engine import ChromaDBQueryEngine
6 | from .llamaindex_query_engine import LlamaIndexQueryEngine
7 | from .mongodb_query_engine import MongoDBQueryEngine
8 | from .query_engine import RAGQueryEngine
9 |
10 | __all__ = ["ChromaDBQueryEngine", "LlamaIndexQueryEngine", "MongoDBQueryEngine", "RAGQueryEngine"]
11 |
--------------------------------------------------------------------------------
/autogen/agentchat/contrib/vectordb/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | __all__: list[str] = []
6 |
--------------------------------------------------------------------------------
/autogen/agentchat/group/patterns/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 |
6 | from .auto import AutoPattern
7 | from .manual import ManualPattern
8 | from .pattern import DefaultPattern
9 | from .random import RandomPattern
10 | from .round_robin import RoundRobinPattern
11 |
12 | __all__ = [
13 | "AutoPattern",
14 | "DefaultPattern",
15 | "ManualPattern",
16 | "RandomPattern",
17 | "RoundRobinPattern",
18 | ]
19 |
--------------------------------------------------------------------------------
/autogen/agentchat/group/reply_result.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 |
6 | __all__ = ["ReplyResult"]
7 |
8 |
9 | from typing import Optional
10 |
11 | from pydantic import BaseModel
12 |
13 | from .context_variables import ContextVariables
14 | from .targets.transition_target import TransitionTarget
15 |
16 |
17 | class ReplyResult(BaseModel):
18 | """Result of a tool call that is used to provide the return message and the target to transition to."""
19 |
20 | message: str
21 | target: Optional[TransitionTarget] = None
22 | context_variables: Optional[ContextVariables] = None
23 |
24 | def __str__(self) -> str:
25 | """The string representation for ReplyResult will be just the message."""
26 | return self.message
27 |
--------------------------------------------------------------------------------
/autogen/agentchat/group/targets/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 |
--------------------------------------------------------------------------------
/autogen/agentchat/group/targets/transition_utils.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | # Prefix for all wrapped agent names
6 | __AGENT_WRAPPER_PREFIX__ = "wrapped_"
7 |
--------------------------------------------------------------------------------
/autogen/agentchat/realtime/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/autogen/agentchat/realtime/experimental/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .audio_adapters import TwilioAudioAdapter, WebSocketAudioAdapter
6 | from .audio_observer import AudioObserver
7 | from .function_observer import FunctionObserver
8 | from .realtime_agent import RealtimeAgent
9 | from .realtime_observer import RealtimeObserver
10 | from .realtime_swarm import register_swarm
11 |
12 | __all__ = [
13 | "AudioObserver",
14 | "FunctionObserver",
15 | "RealtimeAgent",
16 | "RealtimeObserver",
17 | "TwilioAudioAdapter",
18 | "WebSocketAudioAdapter",
19 | "register_swarm",
20 | ]
21 |
--------------------------------------------------------------------------------
/autogen/agentchat/realtime/experimental/audio_adapters/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .twilio_audio_adapter import TwilioAudioAdapter
6 | from .websocket_audio_adapter import WebSocketAudioAdapter
7 |
8 | __all__ = ["TwilioAudioAdapter", "WebSocketAudioAdapter"]
9 |
--------------------------------------------------------------------------------
/autogen/agentchat/realtime/experimental/clients/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .gemini.client import GeminiRealtimeClient
6 | from .oai.base_client import OpenAIRealtimeClient
7 | from .realtime_client import RealtimeClientProtocol, Role, get_client
8 |
9 | __all__ = [
10 | "GeminiRealtimeClient",
11 | "OpenAIRealtimeClient",
12 | "RealtimeClientProtocol",
13 | "Role",
14 | "get_client",
15 | ]
16 |
--------------------------------------------------------------------------------
/autogen/agentchat/realtime/experimental/clients/gemini/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .client import GeminiRealtimeClient
6 |
7 | __all__ = ["GeminiRealtimeClient"]
8 |
--------------------------------------------------------------------------------
/autogen/agentchat/realtime/experimental/clients/oai/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .base_client import OpenAIRealtimeClient
6 | from .rtc_client import OpenAIRealtimeWebRTCClient
7 |
8 | __all__ = ["OpenAIRealtimeClient", "OpenAIRealtimeWebRTCClient"]
9 |
--------------------------------------------------------------------------------
/autogen/agentchat/realtime/experimental/websockets.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from collections.abc import AsyncIterator
6 | from typing import Any, Protocol, runtime_checkable
7 |
8 | __all__ = ["WebSocketProtocol"]
9 |
10 |
11 | @runtime_checkable
12 | class WebSocketProtocol(Protocol):
13 | """WebSocket protocol for sending and receiving JSON data modelled after FastAPI's WebSocket."""
14 |
15 | async def send_json(self, data: Any, mode: str = "text") -> None: ...
16 |
17 | async def receive_json(self, mode: str = "text") -> Any: ...
18 |
19 | async def receive_text(self) -> str: ...
20 |
21 | def iter_text(self) -> AsyncIterator[str]: ...
22 |
--------------------------------------------------------------------------------
/autogen/agentchat/realtime_agent/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from ..realtime.experimental import (
6 | FunctionObserver,
7 | RealtimeAgent,
8 | RealtimeObserver,
9 | TwilioAudioAdapter,
10 | WebSocketAudioAdapter,
11 | register_swarm,
12 | )
13 |
14 | __all__ = [
15 | "FunctionObserver",
16 | "RealtimeAgent",
17 | "RealtimeObserver",
18 | "TwilioAudioAdapter",
19 | "WebSocketAudioAdapter",
20 | "register_swarm",
21 | ]
22 |
--------------------------------------------------------------------------------
/autogen/agents/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/autogen/agents/contrib/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .time import TimeReplyAgent, TimeToolAgent
6 |
7 | __all__ = [
8 | "TimeReplyAgent",
9 | "TimeToolAgent",
10 | ]
11 |
--------------------------------------------------------------------------------
/autogen/agents/contrib/time/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .time_reply_agent import TimeReplyAgent
6 | from .time_tool_agent import TimeToolAgent
7 |
8 | __all__ = ["TimeReplyAgent", "TimeToolAgent"]
9 |
--------------------------------------------------------------------------------
/autogen/agents/experimental/deep_research/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .deep_research import DeepResearchAgent
6 |
7 | __all__ = ["DeepResearchAgent"]
8 |
--------------------------------------------------------------------------------
/autogen/agents/experimental/discord/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .discord import DiscordAgent
6 |
7 | __all__ = ["DiscordAgent"]
8 |
--------------------------------------------------------------------------------
/autogen/agents/experimental/document_agent/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .chroma_query_engine import VectorChromaQueryEngine
6 | from .docling_doc_ingest_agent import DoclingDocIngestAgent
7 | from .document_agent import DocAgent
8 | from .document_utils import handle_input
9 | from .inmemory_query_engine import InMemoryQueryEngine
10 | from .parser_utils import docling_parse_docs
11 |
12 | __all__ = [
13 | "DocAgent",
14 | "DoclingDocIngestAgent",
15 | "InMemoryQueryEngine",
16 | "VectorChromaQueryEngine",
17 | "docling_parse_docs",
18 | "handle_input",
19 | ]
20 |
--------------------------------------------------------------------------------
/autogen/agents/experimental/reasoning/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .reasoning_agent import ReasoningAgent, ThinkNode
6 |
7 | __all__ = ["ReasoningAgent", "ThinkNode"]
8 |
--------------------------------------------------------------------------------
/autogen/agents/experimental/slack/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .slack import SlackAgent
6 |
7 | __all__ = ["SlackAgent"]
8 |
--------------------------------------------------------------------------------
/autogen/agents/experimental/telegram/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .telegram import TelegramAgent
6 |
7 | __all__ = ["TelegramAgent"]
8 |
--------------------------------------------------------------------------------
/autogen/agents/experimental/websurfer/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .websurfer import WebSurferAgent
6 |
7 | __all__ = ["WebSurferAgent"]
8 |
--------------------------------------------------------------------------------
/autogen/agents/experimental/wikipedia/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .wikipedia import WikipediaAgent
6 |
7 | __all__ = ["WikipediaAgent"]
8 |
--------------------------------------------------------------------------------
/autogen/cache/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/microsoft/autogen are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 | from .abstract_cache_base import AbstractCache
8 | from .cache import Cache
9 |
10 | __all__ = ["AbstractCache", "Cache"]
11 |
--------------------------------------------------------------------------------
/autogen/events/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | from .base_event import BaseEvent, get_annotated_type_for_event_classes, wrap_event
5 | from .helpers import deprecated_by
6 |
7 | __all__ = ["BaseEvent", "deprecated_by", "get_annotated_type_for_event_classes", "wrap_event"]
8 |
--------------------------------------------------------------------------------
/autogen/extensions/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | __all__: list[str] = []
6 |
--------------------------------------------------------------------------------
/autogen/fast_depends/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
8 | from .dependencies import Provider, dependency_provider
9 | from .use import Depends, inject
10 |
11 | __all__ = (
12 | "Depends",
13 | "Provider",
14 | "dependency_provider",
15 | "inject",
16 | )
17 |
--------------------------------------------------------------------------------
/autogen/fast_depends/core/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
8 | from .build import build_call_model
9 | from .model import CallModel
10 |
11 | __all__ = (
12 | "CallModel",
13 | "build_call_model",
14 | )
15 |
--------------------------------------------------------------------------------
/autogen/fast_depends/dependencies/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
8 | from .model import Depends
9 | from .provider import Provider, dependency_provider
10 |
11 | __all__ = (
12 | "Depends",
13 | "Provider",
14 | "dependency_provider",
15 | )
16 |
--------------------------------------------------------------------------------
/autogen/fast_depends/library/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
8 | from .model import CustomField
9 |
10 | __all__ = ("CustomField",)
11 |
--------------------------------------------------------------------------------
/autogen/fast_depends/py.typed:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
--------------------------------------------------------------------------------
/autogen/function_utils.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from logging import getLogger
6 |
7 | from .tools import get_function_schema, load_basemodels_if_needed, serialize_to_str
8 |
9 | __all__ = ["get_function_schema", "load_basemodels_if_needed", "serialize_to_str"]
10 |
11 | logger = getLogger(__name__)
12 |
13 | logger.info("Importing from 'autogen.function_utils' is deprecated, import from 'autogen.tools' instead.")
14 |
--------------------------------------------------------------------------------
/autogen/interop/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .crewai import CrewAIInteroperability
6 | from .interoperability import Interoperability
7 | from .interoperable import Interoperable
8 | from .langchain import LangChainChatModelFactory, LangChainInteroperability
9 | from .litellm import LiteLLmConfigFactory
10 | from .pydantic_ai import PydanticAIInteroperability
11 | from .registry import register_interoperable_class
12 |
13 | __all__ = [
14 | "CrewAIInteroperability",
15 | "Interoperability",
16 | "Interoperable",
17 | "LangChainChatModelFactory",
18 | "LangChainInteroperability",
19 | "LiteLLmConfigFactory",
20 | "PydanticAIInteroperability",
21 | "register_interoperable_class",
22 | ]
23 |
--------------------------------------------------------------------------------
/autogen/interop/crewai/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .crewai import CrewAIInteroperability
6 |
7 | __all__ = ["CrewAIInteroperability"]
8 |
--------------------------------------------------------------------------------
/autogen/interop/langchain/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .langchain_chat_model_factory import LangChainChatModelFactory
6 | from .langchain_tool import LangChainInteroperability
7 |
8 | __all__ = ["LangChainChatModelFactory", "LangChainInteroperability"]
9 |
--------------------------------------------------------------------------------
/autogen/interop/litellm/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .litellm_config_factory import LiteLLmConfigFactory
6 |
7 | __all__ = ["LiteLLmConfigFactory"]
8 |
--------------------------------------------------------------------------------
/autogen/interop/pydantic_ai/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .pydantic_ai import PydanticAIInteroperability
6 |
7 | __all__ = ["PydanticAIInteroperability"]
8 |
--------------------------------------------------------------------------------
/autogen/io/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/microsoft/autogen are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 | from .base import IOStream, InputStream, OutputStream
8 | from .console import IOConsole
9 | from .websockets import IOWebsockets
10 |
11 | # Set the default input/output stream to the console
12 | IOStream.set_global_default(IOConsole())
13 | IOStream.set_default(IOConsole())
14 |
15 | __all__ = ("IOConsole", "IOStream", "IOWebsockets", "InputStream", "OutputStream")
16 |
--------------------------------------------------------------------------------
/autogen/io/processors/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | from .base import AsyncEventProcessorProtocol, EventProcessorProtocol
5 | from .console_event_processor import AsyncConsoleEventProcessor, ConsoleEventProcessor
6 |
7 | __all__ = [
8 | "AsyncConsoleEventProcessor",
9 | "AsyncEventProcessorProtocol",
10 | "ConsoleEventProcessor",
11 | "EventProcessorProtocol",
12 | ]
13 |
--------------------------------------------------------------------------------
/autogen/io/processors/base.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | from typing import TYPE_CHECKING, Protocol
5 |
6 | from ...doc_utils import export_module
7 |
8 | if TYPE_CHECKING:
9 | from ..run_response import AsyncRunResponseProtocol, RunResponseProtocol
10 |
11 | __all__ = ["AsyncEventProcessorProtocol", "EventProcessorProtocol"]
12 |
13 |
14 | @export_module("autogen.io")
15 | class EventProcessorProtocol(Protocol):
16 | def process(self, response: "RunResponseProtocol") -> None: ...
17 |
18 |
19 | @export_module("autogen.io")
20 | class AsyncEventProcessorProtocol(Protocol):
21 | async def process(self, response: "AsyncRunResponseProtocol") -> None: ...
22 |
--------------------------------------------------------------------------------
/autogen/logger/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/microsoft/autogen are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 | from .file_logger import FileLogger
8 | from .logger_factory import LoggerFactory
9 | from .sqlite_logger import SqliteLogger
10 |
11 | __all__ = ("FileLogger", "LoggerFactory", "SqliteLogger")
12 |
--------------------------------------------------------------------------------
/autogen/mcp/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .mcp_client import create_toolkit
6 |
7 | __all__ = ["create_toolkit"]
8 |
--------------------------------------------------------------------------------
/autogen/mcp/mcp_proxy/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from autogen.import_utils import optional_import_block
6 |
7 | from .patch_fastapi_code_generator import ( # noqa: E402
8 | SUCCESFUL_IMPORT,
9 | patch_function_name_parsing,
10 | patch_generate_code,
11 | )
12 |
13 | if SUCCESFUL_IMPORT:
14 | patch_function_name_parsing()
15 | patch_generate_code()
16 |
17 | from .mcp_proxy import MCPProxy # noqa: E402
18 |
19 | __all__ = ["MCPProxy", "optional_import_block"]
20 |
--------------------------------------------------------------------------------
/autogen/messages/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .base_message import BaseMessage, get_annotated_type_for_message_classes, wrap_message
6 |
7 | __all__ = ["BaseMessage", "get_annotated_type_for_message_classes", "wrap_message"]
8 |
--------------------------------------------------------------------------------
/autogen/oai/oai_models/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .chat_completion import ChatCompletionExtended as ChatCompletion
6 | from .chat_completion import Choice
7 | from .chat_completion_message import ChatCompletionMessage
8 | from .chat_completion_message_tool_call import ChatCompletionMessageToolCall
9 | from .completion_usage import CompletionUsage
10 |
11 | __all__ = ["ChatCompletion", "ChatCompletionMessage", "ChatCompletionMessageToolCall", "Choice", "CompletionUsage"]
12 |
--------------------------------------------------------------------------------
/autogen/oai/oai_models/_models.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | # Taken over from https://github.com/openai/openai-python/blob/main/src/openai/_models.py
6 |
7 | import pydantic
8 | import pydantic.generics
9 | from pydantic import ConfigDict
10 | from typing_extensions import ClassVar
11 |
12 | __all__ = ["BaseModel"]
13 |
14 |
15 | class BaseModel(pydantic.BaseModel):
16 | model_config: ClassVar[ConfigDict] = ConfigDict(extra="allow")
17 |
--------------------------------------------------------------------------------
/autogen/tools/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .dependency_injection import BaseContext, ChatContext, Depends
6 | from .function_utils import get_function_schema, load_basemodels_if_needed, serialize_to_str
7 | from .tool import Tool, tool
8 | from .toolkit import Toolkit
9 |
10 | __all__ = [
11 | "BaseContext",
12 | "ChatContext",
13 | "Depends",
14 | "Tool",
15 | "Toolkit",
16 | "get_function_schema",
17 | "load_basemodels_if_needed",
18 | "serialize_to_str",
19 | "tool",
20 | ]
21 |
--------------------------------------------------------------------------------
/autogen/tools/contrib/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .time import TimeTool
6 |
7 | __all__ = [
8 | "TimeTool",
9 | ]
10 |
--------------------------------------------------------------------------------
/autogen/tools/contrib/time/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .time import TimeTool
6 |
7 | __all__ = ["TimeTool"]
8 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/browser_use/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .browser_use import BrowserUseResult, BrowserUseTool, ExtractedContent
6 |
7 | __all__ = ["BrowserUseResult", "BrowserUseTool", "ExtractedContent"]
8 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/crawl4ai/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .crawl4ai import Crawl4AITool
6 |
7 | __all__ = ["Crawl4AITool"]
8 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/deep_research/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .deep_research import DeepResearchTool
6 |
7 | __all__ = ["DeepResearchTool"]
8 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/duckduckgo/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .duckduckgo_search import DuckDuckGoSearchTool
6 |
7 | __all__ = ["DuckDuckGoSearchTool"]
8 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/google/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .authentication import GoogleCredentialsLocalProvider, GoogleCredentialsProvider
6 | from .drive import GoogleDriveToolkit
7 | from .toolkit_protocol import GoogleToolkitProtocol
8 |
9 | __all__ = [
10 | "GoogleCredentialsLocalProvider",
11 | "GoogleCredentialsProvider",
12 | "GoogleDriveToolkit",
13 | "GoogleToolkitProtocol",
14 | ]
15 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/google/authentication/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .credentials_local_provider import GoogleCredentialsLocalProvider
6 | from .credentials_provider import GoogleCredentialsProvider
7 |
8 | __all__ = [
9 | "GoogleCredentialsLocalProvider",
10 | "GoogleCredentialsProvider",
11 | ]
12 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/google/drive/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .toolkit import GoogleDriveToolkit
6 |
7 | __all__ = [
8 | "GoogleDriveToolkit",
9 | ]
10 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/google/model.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from typing import Annotated
6 |
7 | from pydantic import BaseModel, Field
8 |
9 | __all__ = [
10 | "GoogleFileInfo",
11 | ]
12 |
13 |
14 | class GoogleFileInfo(BaseModel):
15 | name: Annotated[str, Field(description="The name of the file.")]
16 | id: Annotated[str, Field(description="The ID of the file.")]
17 | mime_type: Annotated[str, Field(alias="mimeType", description="The MIME type of the file.")]
18 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/google/toolkit_protocol.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from typing import Protocol, runtime_checkable
6 |
7 | __all__ = [
8 | "GoogleToolkitProtocol",
9 | ]
10 |
11 |
12 | @runtime_checkable
13 | class GoogleToolkitProtocol(Protocol):
14 | """A protocol for Google tool maps."""
15 |
16 | @classmethod
17 | def recommended_scopes(cls) -> list[str]:
18 | """Defines a required static method without implementation."""
19 | ...
20 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/google_search/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .google_search import GoogleSearchTool
6 | from .youtube_search import YoutubeSearchTool
7 |
8 | __all__ = ["GoogleSearchTool", "YoutubeSearchTool"]
9 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/messageplatform/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .discord import DiscordRetrieveTool, DiscordSendTool
6 | from .slack import SlackRetrieveRepliesTool, SlackRetrieveTool, SlackSendTool
7 | from .telegram import TelegramRetrieveTool, TelegramSendTool
8 |
9 | __all__ = [
10 | "DiscordRetrieveTool",
11 | "DiscordSendTool",
12 | "SlackRetrieveRepliesTool",
13 | "SlackRetrieveTool",
14 | "SlackSendTool",
15 | "TelegramRetrieveTool",
16 | "TelegramSendTool",
17 | ]
18 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/messageplatform/discord/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .discord import DiscordRetrieveTool, DiscordSendTool
6 |
7 | __all__ = ["DiscordRetrieveTool", "DiscordSendTool"]
8 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/messageplatform/slack/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .slack import SlackRetrieveRepliesTool, SlackRetrieveTool, SlackSendTool
6 |
7 | __all__ = ["SlackRetrieveRepliesTool", "SlackRetrieveTool", "SlackSendTool"]
8 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/messageplatform/telegram/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .telegram import TelegramRetrieveTool, TelegramSendTool
6 |
7 | __all__ = ["TelegramRetrieveTool", "TelegramSendTool"]
8 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/perplexity/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .perplexity_search import PerplexitySearchTool
6 |
7 | __all__ = ["PerplexitySearchTool"]
8 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/reliable/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/microsoft/autogen are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
8 | from .reliable import ReliableTool, ReliableToolError, SuccessfulExecutionParameters, ToolExecutionDetails
9 |
10 | __all__ = ["ReliableTool", "ReliableToolError", "SuccessfulExecutionParameters", "ToolExecutionDetails"]
11 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/tavily/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .tavily_search import TavilySearchTool
6 |
7 | __all__ = ["TavilySearchTool"]
8 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/web_search_preview/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .web_search_preview import WebSearchPreviewTool
6 |
7 | __all__ = ["WebSearchPreviewTool"]
8 |
--------------------------------------------------------------------------------
/autogen/tools/experimental/wikipedia/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from .wikipedia import WikipediaPageLoadTool, WikipediaQueryRunTool
6 |
7 | __all__ = ["WikipediaPageLoadTool", "WikipediaQueryRunTool"]
8 |
--------------------------------------------------------------------------------
/autogen/version.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | __all__ = ["__version__"]
6 |
7 | __version__ = "0.9.1post0"
8 |
--------------------------------------------------------------------------------
/azure-pipelines.yml:
--------------------------------------------------------------------------------
1 | # Starter pipeline
2 | # Start with a minimal pipeline that you can customize to build and deploy your code.
3 | # Add steps that build, run tests, deploy, and more:
4 | # https://aka.ms/yaml
5 |
6 | trigger:
7 | - main
8 |
9 | pool:
10 | vmImage: 'windows-latest'
11 |
12 | steps:
13 | - task: securedevelopmentteam.vss-secure-development-tools.build-task-policheck.PoliCheck@2
14 | displayName: 'Run PoliCheck'
15 | inputs:
16 | targetType: F
17 | optionsPE: '1|2|3|4'
18 |
19 | - task: securedevelopmentteam.vss-secure-development-tools.build-task-postanalysis.PostAnalysis@2
20 | displayName: 'Policheck Break Build'
21 | inputs:
22 | GdnBreakAllTools: false
23 | GdnBreakGdnToolPoliCheck: true
24 | GdnBreakGdnToolPoliCheckSeverity: Warning
25 |
--------------------------------------------------------------------------------
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1 | const main = async () => {
2 | const eConnecting = document.getElementById("connecting")
3 | const eConnected = document.getElementById("connected")
4 | const eDisconnected = document.getElementById("disconnected")
5 |
6 | eConnecting.style.display = "block"
7 | eConnected.style.display = "none"
8 | eDisconnected.style.display = "none"
9 | const webRTC = new ag2client.WebRTC(socketUrl)
10 | webRTC.onDisconnect = () => {
11 | eDisconnected.style.display = "block"
12 | eConnected.style.display = "none"
13 | eConnecting.style.display = "none"
14 | }
15 | await webRTC.connect();
16 | eConnecting.style.display = "none"
17 | eConnected.style.display = "block"
18 | }
19 |
20 | main()
21 |
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1 | // Create an instance of AudioPlayer with the WebSocket URL
2 | console.log(ag2client);
3 | const audio = new ag2client.WebsocketAudio(socketUrl);
4 | // Start receiving and playing audio
5 | audio.start();
6 |
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1 |
2 |
3 |
4 |
5 |
6 | Audio Chat
7 |
12 |
13 |
14 |
15 |
16 | Audio Chat
17 | Ensure microphone and speaker access is enabled.
18 |
19 |
20 |
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1 | # math_server.py
2 | import argparse
3 |
4 | from mcp.server.fastmcp import FastMCP
5 |
6 | mcp = FastMCP("Math")
7 |
8 |
9 | @mcp.tool()
10 | def add(a: int, b: int) -> int:
11 | """Add two numbers"""
12 | return a + b
13 |
14 |
15 | @mcp.tool()
16 | def multiply(a: int, b: int) -> int:
17 | """Multiply two numbers"""
18 | return a * b
19 |
20 |
21 | if __name__ == "__main__":
22 | parser = argparse.ArgumentParser(description="Math Server")
23 | parser.add_argument("transport", choices=["stdio", "sse"], help="Transport mode (stdio or sse)")
24 | args = parser.parse_args()
25 |
26 | mcp.run(transport=args.transport)
27 |
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/scripts/devcontainer/generate-devcontainers.sh:
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1 | #!/usr/bin/env bash
2 |
3 | python3 scripts/devcontainer/generate-devcontainers.py
4 |
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/scripts/docs_build.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
3 | #
4 | # SPDX-License-Identifier: Apache-2.0
5 |
6 | set -e
7 | set -x
8 |
9 | docs_generate() {
10 | local force=$1 # Get force flag as argument
11 | cd website && \
12 | # Only add --force if argument is exactly "--force"
13 | if [ "$force" = "--force" ]; then
14 | python ./generate_api_references.py --force
15 | else
16 | python ./generate_api_references.py
17 | fi && \
18 | python ./process_notebooks.py render
19 | }
20 |
21 | docs_build() {
22 | local force=${1:-""} # Default to empty string if no argument
23 | docs_generate "$force"
24 | }
25 |
26 | if [[ "${BASH_SOURCE[0]}" == "${0}" ]]; then
27 | docs_build "$1"
28 | fi
29 |
--------------------------------------------------------------------------------
/scripts/docs_build_mkdocs.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 |
3 | set -e
4 | set -x
5 |
6 | if [ "$1" == "--force" ]; then
7 | cd website/mkdocs; python docs.py build --force
8 | else
9 | cd website/mkdocs; python docs.py build
10 | fi
11 |
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/scripts/docs_serve.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
3 | #
4 | # SPDX-License-Identifier: Apache-2.0
5 |
6 |
7 | set -e
8 | set -x
9 |
10 | # Store the force flag argument (default to empty string if not provided)
11 | FORCE=${1:-""}
12 |
13 | # Source the docs_build.sh script from the same directory
14 | source "$(dirname "$0")/docs_build.sh"
15 |
16 | # Run the docs_build function from docs_build.sh with the force flag
17 | docs_build "$FORCE"
18 |
19 | cd build
20 | # Check if node_modules doesn't exist
21 | if [ ! -d "node_modules" ]; then
22 | echo "Running npm install..."
23 | npm install
24 | else
25 | echo "node_modules already exists, skipping npm install..."
26 | fi
27 |
28 | # Add the command to serve the documentation
29 | echo "Serving documentation..."
30 | npm run mintlify:dev
31 |
--------------------------------------------------------------------------------
/scripts/docs_serve_mkdocs.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 |
3 | set -e
4 | set -x
5 |
6 | cd website/mkdocs; python docs.py live "$@"
7 |
--------------------------------------------------------------------------------
/scripts/lint.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 |
3 | echo "Running ruff linter (isort, flake, pyupgrade, etc. replacement)..."
4 | ruff check
5 |
6 | echo "Running ruff formatter (black replacement)..."
7 | ruff format
8 |
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/scripts/pre-commit-build-setup-files.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 |
3 | # taken from: https://jaredkhan.com/blog/mypy-pre-commit
4 |
5 | # A script for running mypy,
6 | # with all its dependencies installed.
7 |
8 | set -o errexit
9 |
10 | # Change directory to the project root directory.
11 | cd "$(dirname "$0")"/..
12 |
13 | ./scripts/build-setup-files.py
14 | ruff check -s setup_*.py
15 |
--------------------------------------------------------------------------------
/scripts/pre-commit-mypy-run.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 |
3 | # taken from: https://jaredkhan.com/blog/mypy-pre-commit
4 |
5 | # A script for running mypy,
6 | # with all its dependencies installed.
7 |
8 | set -o errexit
9 |
10 | # Change directory to the project root directory.
11 | cd "$(dirname "$0")"/..
12 |
13 | pip uninstall ag2 --yes --quiet
14 |
15 | pip install -q -e .[types]
16 |
17 | mypy
18 |
--------------------------------------------------------------------------------
/scripts/show-coverage-report.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 |
3 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
4 | #
5 | # SPDX-License-Identifier: Apache-2.0
6 |
7 | coverage report -m --include="autogen/*" --omit="autogen/extensions/tmp_code_*.py"
8 |
--------------------------------------------------------------------------------
/scripts/test-core-skip-llm.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 |
3 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
4 | #
5 | # SPDX-License-Identifier: Apache-2.0
6 |
7 | bash scripts/test-skip-llm.sh --ignore=test/agentchat/contrib "$@"
8 |
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/scripts/test-docs.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 |
3 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
4 | #
5 | # SPDX-License-Identifier: Apache-2.0
6 |
7 | bash scripts/test-skip-llm.sh -m "docs"
8 |
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/scripts/test.sh:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env bash
2 |
3 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
4 | #
5 | # SPDX-License-Identifier: Apache-2.0
6 |
7 | pytest --ff -vv --durations=10 --durations-min=1.0 "$@"
8 |
--------------------------------------------------------------------------------
/templates/config_template/config.jinja2:
--------------------------------------------------------------------------------
1 | {
2 | "server": {
3 | "url": "{{ server_url }}"
4 | },
5 | "authentication": {{ authentications | tojson(indent=2) }},
6 | "operations": {{ operations | tojson(indent=2) }}
7 | }
8 |
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1 | *.png filter=lfs diff=lfs merge=lfs -text
2 |
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1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
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1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
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--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
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--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agentchat/contrib/rag/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agentchat/contrib/retrievechat/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agentchat/contrib/vectordb/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agentchat/extensions/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agentchat/realtime_agent/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agentchat/realtime_agent/clients/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/microsoft/autogen are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agents/experimental/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agents/experimental/deep_research/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
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/test/agents/experimental/messageplatform/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agents/experimental/messageplatform/discord/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agents/experimental/messageplatform/slack/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agents/experimental/messageplatform/telegram/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agents/experimental/reasoning/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agents/experimental/websurfer/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/agents/experimental/wikipedia/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/cache/__init__.py:
--------------------------------------------------------------------------------
1 | #! /bin/env bash
2 |
3 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
4 | #
5 | # SPDX-License-Identifier: Apache-2.0
6 |
--------------------------------------------------------------------------------
/test/coding/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/microsoft/autogen are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
--------------------------------------------------------------------------------
/test/coding/test_factory.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/microsoft/autogen are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 | import pytest
8 |
9 | from autogen.coding.factory import CodeExecutorFactory
10 |
11 |
12 | def test_create_unknown() -> None:
13 | config = {"executor": "unknown"}
14 | with pytest.raises(ValueError, match="Unknown code executor unknown"):
15 | CodeExecutorFactory.create(config)
16 |
17 | config = {}
18 | with pytest.raises(ValueError, match="Unknown code executor None"):
19 | CodeExecutorFactory.create(config)
20 |
--------------------------------------------------------------------------------
/test/events/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/events/conftest.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from uuid import UUID, uuid4
6 |
7 | import pytest
8 |
9 |
10 | @pytest.fixture
11 | def uuid() -> UUID:
12 | return uuid4()
13 |
--------------------------------------------------------------------------------
/test/fast_depends/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
--------------------------------------------------------------------------------
/test/fast_depends/async/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
--------------------------------------------------------------------------------
/test/fast_depends/async/test_class.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
8 | import pytest
9 |
10 | from autogen.fast_depends import Depends, inject
11 |
12 |
13 | def _get_var():
14 | return 1
15 |
16 |
17 | class Class:
18 | @inject
19 | def __init__(self, a=Depends(_get_var)) -> None:
20 | self.a = a
21 |
22 | @inject
23 | async def calc(self, a=Depends(_get_var)) -> int:
24 | return a + self.a
25 |
26 |
27 | @pytest.mark.anyio
28 | async def test_class():
29 | assert await Class().calc() == 2
30 |
--------------------------------------------------------------------------------
/test/fast_depends/conftest.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
8 | import pytest
9 |
10 |
11 | @pytest.fixture
12 | def anyio_backend():
13 | return "asyncio"
14 |
--------------------------------------------------------------------------------
/test/fast_depends/library/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
--------------------------------------------------------------------------------
/test/fast_depends/marks.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
8 | import pytest
9 |
10 | from autogen.fast_depends._compat import PYDANTIC_V2
11 |
12 | pydanticV1 = pytest.mark.skipif(PYDANTIC_V2, reason="requires PydanticV2") # noqa: N816
13 |
14 | pydanticV2 = pytest.mark.skipif(not PYDANTIC_V2, reason="requires PydanticV1") # noqa: N816
15 |
--------------------------------------------------------------------------------
/test/fast_depends/sync/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
--------------------------------------------------------------------------------
/test/fast_depends/sync/test_class.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
8 | from autogen.fast_depends import Depends, inject
9 |
10 |
11 | def _get_var():
12 | return 1
13 |
14 |
15 | class Class:
16 | @inject
17 | def __init__(self, a=Depends(_get_var)) -> None:
18 | self.a = a
19 |
20 | @inject
21 | def calc(self, a=Depends(_get_var)) -> int:
22 | return a + self.a
23 |
24 |
25 | def test_class():
26 | assert Class().calc() == 2
27 |
--------------------------------------------------------------------------------
/test/fast_depends/test_locals.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
8 | from pydantic import BaseModel
9 |
10 | from autogen.fast_depends import inject
11 |
12 |
13 | def wrap(func):
14 | return inject(func)
15 |
16 |
17 | def test_locals():
18 | class M(BaseModel):
19 | a: str
20 |
21 | @wrap
22 | def m(a: M) -> M:
23 | return a
24 |
25 | m(a={"a": "Hi!"})
26 |
--------------------------------------------------------------------------------
/test/fast_depends/wrapper.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/https://github.com/Lancetnik/FastDepends are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 |
8 | from __future__ import annotations
9 |
10 | from functools import wraps
11 |
12 |
13 | def noop_wrap(func):
14 | @wraps(func)
15 | def wrapper(*args, **kwargs):
16 | return func(*args, **kwargs)
17 |
18 | return wrapper
19 |
--------------------------------------------------------------------------------
/test/interop/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/interop/crewai/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 |
--------------------------------------------------------------------------------
/test/interop/langchain/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/interop/litellm/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/interop/pydantic_ai/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/interop/test_interoperable.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from autogen.interop import Interoperable
6 |
7 |
8 | def test_interoperable() -> None:
9 | assert Interoperable is not None
10 |
--------------------------------------------------------------------------------
/test/io/__init__.py:
--------------------------------------------------------------------------------
1 | #! /bin/env bash
2 |
3 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
4 | #
5 | # SPDX-License-Identifier: Apache-2.0
6 |
--------------------------------------------------------------------------------
/test/mcp/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 |
--------------------------------------------------------------------------------
/test/mcp/math_server.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from mcp.server.fastmcp import FastMCP
6 |
7 | mcp = FastMCP("Math")
8 |
9 |
10 | @mcp.tool() # type: ignore[misc]
11 | def add(a: int, b: int) -> int:
12 | """Add two numbers"""
13 | return a + b
14 |
15 |
16 | @mcp.tool() # type: ignore[misc]
17 | def multiply(a: int, b: int) -> int:
18 | """Multiply two numbers"""
19 | return a * b
20 |
21 |
22 | @mcp.resource("echo://{message}")
23 | def echo_resource(message: str) -> str:
24 | """Echo a message as a resource"""
25 | return f"Resource echo: {message}"
26 |
27 |
28 | if __name__ == "__main__":
29 | mcp.run(transport="stdio")
30 |
--------------------------------------------------------------------------------
/test/messages/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/messages/conftest.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | from uuid import UUID, uuid4
6 |
7 | import pytest
8 |
9 |
10 | @pytest.fixture
11 | def uuid() -> UUID:
12 | return uuid4()
13 |
--------------------------------------------------------------------------------
/test/messages/test_print_message.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 |
6 | from autogen.events.print_event import PrintEvent
7 | from autogen.messages.print_message import PrintMessage
8 |
9 |
10 | class TestPrintMessage:
11 | def test_deprecation(self) -> None:
12 | print_message = PrintMessage("Hello, World!", "How are you", sep=" ", end="\n", flush=False)
13 | assert isinstance(print_message, PrintEvent)
14 |
--------------------------------------------------------------------------------
/test/oai/__init__.py:
--------------------------------------------------------------------------------
1 | #! /bin/env bash
2 |
3 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
4 | #
5 | # SPDX-License-Identifier: Apache-2.0
6 |
--------------------------------------------------------------------------------
/test/test_files/agenteval-in-out/samples/sample_math_evaluated_results.json:
--------------------------------------------------------------------------------
1 | {
2 | "sample_algebra.json": {
3 | "actual_success": "true",
4 | "estimated_performance": {
5 | "Problem Interpretation": "completely accurate",
6 | "Mathematical Methodology": "completely effective",
7 | "Calculation Correctness": "completely correct",
8 | "Explanation Clarity": "very clear",
9 | "Code Efficiency": "very efficient",
10 | "Code Correctness": "completely correct"
11 | }
12 | }
13 | }
14 |
--------------------------------------------------------------------------------
/test/test_files/example.docx:
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/test/test_files/example.txt:
--------------------------------------------------------------------------------
1 | AutoGen is an advanced tool designed to assist developers in harnessing the capabilities
2 | of Large Language Models (LLMs) for various applications. The primary purpose of AutoGen is to automate and
3 | simplify the process of building applications that leverage the power of LLMs, allowing for seamless
4 | integration, testing, and deployment.
5 |
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/test/test_files/radius.txt:
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1 | 7.81mm
2 |
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3 | size 289
4 |
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/test/tools/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/contrib/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/contrib/time/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/browser_use/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/crawl4ai/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/deep_research/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/duckduckgo/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/google/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/google/authentication/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/google/drive/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/google_search/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/messageplatform/discord_test/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/messageplatform/slack/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/messageplatform/telegram/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/perplexity/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/reliable/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/tavily/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/web_search_preview/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/tools/experimental/wikipedia/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
--------------------------------------------------------------------------------
/test/website/__init__.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 |
5 | __all__: list[str] = []
6 |
--------------------------------------------------------------------------------
/website/.gitignore:
--------------------------------------------------------------------------------
1 | # Dependencies
2 | /node_modules
3 |
4 | # Production
5 | /build
6 |
7 | # Generated files
8 | .docusaurus
9 | .cache-loader
10 | /reference
11 | /notebooks
12 | /blog
13 | mint.json
14 | /snippets/data/NotebooksMetadata.mdx
15 |
16 | docs/tutorial/*.mdx
17 | docs/tutorial/**/*.png
18 | !docs/tutorial/assets/*.png
19 | user-guide/llm_configuration.mdx
20 | user-guide/task_decomposition.mdx
21 | user-guide/prompting-and-reasoning/*.mdx
22 | user-guide/non-openai-models/*.mdx
23 | user-guide/non-openai-models/**/*.py
24 | user-guide/non-openai-models/**/*.svg
25 | cell-*-output-*.png
26 |
27 | # Misc
28 | .DS_Store
29 | .env.local
30 | .env.development.local
31 | .env.test.local
32 | .env.production.local
33 |
34 | npm-debug.log*
35 | yarn-debug.log*
36 | yarn-error.log*
37 |
38 | /.quarto/
39 |
--------------------------------------------------------------------------------
/website/docs/.gitignore:
--------------------------------------------------------------------------------
1 | topics
2 | api-reference
3 | blog
4 |
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1 | ---
2 | title: Pre-commit
3 | ---
4 |
5 | Run `pre-commit install` to install pre-commit into your git hooks. Before you commit, run
6 | `pre-commit run` to check if you meet the pre-commit requirements. If you use Windows (without WSL) and can't commit after installing pre-commit, you can run `pre-commit uninstall` to uninstall the hook. In WSL or Linux this is supposed to work.
7 |
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/website/docs/ecosystem/composio.mdx:
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1 | ---
2 | title: Composio
3 | sidebarTitle: Composio
4 | ---
5 |
6 | 
7 |
8 | Composio empowers AI agents to seamlessly connect with external tools, Apps, and APIs to perform actions and receive triggers. With built-in support for AG2, Composio enables the creation of highly capable and adaptable AI agents that can autonomously execute complex tasks and deliver personalized experiences.
9 |
10 | - [Composio + AG2 Documentation with Code Examples](https://docs.composio.dev/framework/autogen)
11 |
--------------------------------------------------------------------------------
/website/docs/ecosystem/databricks.mdx:
--------------------------------------------------------------------------------
1 | ---
2 | title: Databricks
3 | sidebarTitle: Databricks
4 | ---
5 |
6 | 
7 |
8 | The [Databricks Data Intelligence Platform ](https://www.databricks.com/product/data-intelligence-platform) allows your entire organization to use data and AI. It’s built on a lakehouse to provide an open, unified foundation for all data and governance, and is powered by a Data Intelligence Engine that understands the uniqueness of your data.
9 |
10 | This example demonstrates how to use AG2 alongside Databricks Foundation Model APIs and open-source LLM DBRX.
11 |
12 | - [Databricks + AG2 Code Examples](/docs/use-cases/notebooks/notebooks/agentchat_databricks_dbrx)
13 |
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1 | ---
2 | title: Llamaindex
3 | sidebarTitle: Llamaindex
4 | ---
5 |
6 | 
7 |
8 | [Llamaindex](https://www.llamaindex.ai/) allows the users to create Llamaindex agents and integrate them in AG2 conversation patterns.
9 |
10 | - [Llamaindex + AG2 Code Examples](https://github.com/ag2ai/ag2/blob/main/notebook/agentchat_group_chat_with_llamaindex_agents.ipynb)
11 |
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/website/docs/ecosystem/memgpt.mdx:
--------------------------------------------------------------------------------
1 | ---
2 | title: MemGPT
3 | sidebarTitle: MemGPT
4 | ---
5 |
6 | 
7 |
8 | MemGPT enables LLMs to manage their own memory and overcome limited context windows. You can use MemGPT to create perpetual chatbots that learn about you and modify their own personalities over time. You can connect MemGPT to your own local filesystems and databases, as well as connect MemGPT to your own tools and APIs. The MemGPT + AG2 integration allows you to equip any AG2 agent with MemGPT capabilities.
9 |
10 | - [MemGPT + AG2 Documentation with Code Examples](https://memgpt.readme.io/docs/autogen)
11 |
--------------------------------------------------------------------------------
/website/docs/ecosystem/microsoft-fabric.mdx:
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1 | ---
2 | title: Microsoft Fabric
3 | sidebarTitle: Microsoft Fabric
4 | ---
5 |
6 | 
7 |
8 | [Microsoft Fabric](https://learn.microsoft.com/en-us/fabric/get-started/microsoft-fabric-overview) is an all-in-one analytics solution for enterprises that covers everything from data movement to data science, Real-Time Analytics, and business intelligence. It offers a comprehensive suite of services, including data lake, data engineering, and data integration, all in one place. In this notebook, we give a simple example for using AG2 in Microsoft Fabric.
9 |
10 | - [Microsoft Fabric + AG2 Code Examples](https://github.com/ag2ai/ag2/blob/main/notebook/agentchat_microsoft_fabric.ipynb)
11 |
--------------------------------------------------------------------------------
/website/docs/ecosystem/ollama.mdx:
--------------------------------------------------------------------------------
1 | ---
2 | title: Ollama
3 | sidebarTitle: Ollama
4 | ---
5 |
6 | 
7 |
8 | [Ollama](https://ollama.com/) allows the users to run open-source large language models, such as Llama 2, locally. Ollama bundles model weights, configuration, and data into a single package, defined by a Modelfile. It optimizes setup and configuration details, including GPU usage.
9 |
10 | - [Ollama + AG2 instruction](https://ollama.ai/blog/openai-compatibility)
11 |
--------------------------------------------------------------------------------
/website/docs/ecosystem/pgvector.mdx:
--------------------------------------------------------------------------------
1 | ---
2 | title: PGVector
3 | sidebarTitle: PGVector
4 | ---
5 |
6 | [PGVector](https://github.com/pgvector/pgvector) is an open-source vector similarity search for Postgres.
7 |
8 | - [PGVector + AG2 Code Examples](https://github.com/ag2ai/ag2/blob/main/notebook/agentchat_RetrieveChat_pgvector.ipynb)
9 |
--------------------------------------------------------------------------------
/website/docs/ecosystem/promptflow.mdx:
--------------------------------------------------------------------------------
1 | ---
2 | title: Promptflow
3 | sidebarTitle: Promptflow
4 | ---
5 |
6 | Promptflow is a comprehensive suite of tools that simplifies the development, testing, evaluation, and deployment of LLM based AI applications. It also supports integration with Azure AI for cloud-based operations and is designed to streamline end-to-end development.
7 |
8 | Refer to [Promptflow docs](https://microsoft.github.io/promptflow/) for more information.
9 |
10 | Quick links:
11 |
12 | - Why use Promptflow - [Link](https://learn.microsoft.com/en-us/azure/machine-learning/prompt-flow/overview-what-is-prompt-flow)
13 | - Quick start guide - [Link](https://microsoft.github.io/promptflow/how-to-guides/quick-start.html)
14 |
15 | ## Sample Flow
16 |
17 | 
18 |
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/website/docs/user-guide/advanced-concepts/realtime-agent/twilio.mdx:
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1 | ---
2 | title: RealtimeAgent over Twilio Audio Adapter
3 | sidebarTitle: Twilio Audio Adapter
4 | ---
5 |
6 | import RealtimeAgent from "/snippets/advanced-concepts/realtime-agent/twilio.mdx";
7 |
8 |
9 |
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/website/docs/user-guide/advanced-concepts/tools/interop/crewai.mdx:
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1 | ---
2 | title: CrewAI Tools Integration
3 | sidebarTitle: CrewAI Tools Integration
4 | ---
5 |
6 | ### Introduction
7 |
8 | import CrewAI from "/snippets/interop/crewai.mdx";
9 |
10 |
11 |
12 |
--------------------------------------------------------------------------------
/website/docs/user-guide/advanced-concepts/tools/interop/langchain.mdx:
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1 | ---
2 | title: LangChain Tools Integration
3 | sidebarTitle: LangChain Tools Integration
4 | ---
5 |
6 | ### Introduction
7 |
8 | import Langchain from "/snippets/interop/langchain.mdx";
9 |
10 |
11 |
12 |
--------------------------------------------------------------------------------
/website/docs/user-guide/advanced-concepts/tools/interop/pydanticai.mdx:
--------------------------------------------------------------------------------
1 | ---
2 | title: PydanticAI Tools Integration
3 | sidebarTitle: PydanticAI Tools Integration
4 | ---
5 |
6 | ### Introduction
7 |
8 | import PydanticAI from "/snippets/interop/pydanticai.mdx";
9 |
10 |
11 |
12 |
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/website/docs/user-guide/advanced-concepts/tools/mcp/client.mdx:
--------------------------------------------------------------------------------
1 | ---
2 | title: MCP Clients
3 | ---
4 |
5 | The [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is an open protocol that defines a standardized way to provide context to large language models (LLMs). By using MCP, applications can seamlessly interact with LLMs in a structured and efficient manner, making it easier to exchange information, use external tools, and enhance the capabilities of language models in a consistent and reusable way.
6 |
7 | This guide will walk you through how to create **MCP clients** that connect to MCP servers, enabling you to utilize external tools and processes efficiently.
8 |
9 | import MCPClient from "/snippets/mcp/client.mdx";
10 |
11 |
12 |
13 |
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--------------------------------------------------------------------------------
1 | ---
2 | title: DeepResearchAgent
3 | sidebarTitle: DeepResearchAgent
4 | ---
5 |
6 | 
7 |
8 | import DeepResearch from "/snippets/reference-agents/deep-research.mdx";
9 |
10 |
11 |
--------------------------------------------------------------------------------
/website/docs/user-guide/reference-tools/browser-use.mdx:
--------------------------------------------------------------------------------
1 | ---
2 | title: Browser Use
3 | ---
4 |
5 | AG2 now integrates [Browser Use](https://browser-use.com), allowing your agents to navigate websites, extract dynamic content, and interact with web pages. This makes automated data collection, web automation, and other tasks easier and more efficient.
6 |
7 | 
8 |
9 | import BrowserUse from "/snippets/reference-tools/browser-use.mdx";
10 |
11 |
12 |
--------------------------------------------------------------------------------
/website/docs/user-guide/reference-tools/crawl4ai.mdx:
--------------------------------------------------------------------------------
1 | ---
2 | title: Crawl4AI
3 | sidebarTitle: Crawl4AI
4 | ---
5 |
6 | AG2 now integrates [Crawl4AI](https://docs.crawl4ai.com), an open-source web crawler built for AI agents, language models, and data pipelines. This allows your agents to quickly access and process web data in real time, making automation and data collection more efficient.
7 |
8 | import Crawl4AI from "/snippets/reference-tools/crawl4ai.mdx";
9 |
10 |
11 |
--------------------------------------------------------------------------------
/website/docs/user-guide/reference-tools/deep-research.mdx:
--------------------------------------------------------------------------------
1 | ---
2 | title: Deep Research
3 | ---
4 |
5 | We are excited to unveil [`DeepResearchTool`](/docs/api-reference/autogen/tools/experimental/DeepResearchTool), a powerful autonomous research capability within our **AG2** framework. Inspired by [OpenAI's Deep Research](https://openai.com/index/introducing-deep-research), our tool is designed to tackle complex, multi-step research tasks efficiently, synthesizing insights from diverse online sources.
6 |
7 | import DeepResearch from "/snippets/reference-tools/deep-research.mdx";
8 |
9 |
10 |
--------------------------------------------------------------------------------
/website/docs/user-guide/reference-tools/google-api/google-drive.mdx:
--------------------------------------------------------------------------------
1 | ---
2 | title: Google Drive Tools
3 | ---
4 |
5 | The Google Drive integration in AG2 enables seamless file access and management within the AG2 framework. Users can list, download, and interact with their Google Drive files in real time, ensuring efficient document handling.
6 |
7 | import GoogleDriveTools from "/snippets/reference-tools/google-drive.mdx";
8 |
9 |
10 |
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1 | #!/usr/bin/env python
2 |
3 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
4 | #
5 | # SPDX-License-Identifier: Apache-2.0
6 |
7 | if __name__ == "__main__":
8 | from autogen._website.generate_api_references import main
9 |
10 | main()
11 |
--------------------------------------------------------------------------------
/website/mint-script.js:
--------------------------------------------------------------------------------
1 | (function () {
2 | function updateClass() {
3 | document.body.classList.remove("reference-page");
4 | if (window.location.pathname.includes("/docs/api-reference/")) {
5 | document.body.classList.add("reference-page");
6 | }
7 | }
8 |
9 | // Handle initial load
10 | updateClass();
11 |
12 | // Handle URL changes
13 | window.addEventListener("popstate", updateClass);
14 |
15 | // Handle SPA navigation
16 | const pushState = history.pushState;
17 | history.pushState = function () {
18 | pushState.apply(history, arguments);
19 | updateClass();
20 | };
21 | })();
22 |
--------------------------------------------------------------------------------
/website/mkdocs/.gitignore:
--------------------------------------------------------------------------------
1 | /site
2 | /docs/assets/**
3 | /docs/snippets/**
4 | /data/notebooks_metadata.yml
5 |
--------------------------------------------------------------------------------
/website/mkdocs/README.md:
--------------------------------------------------------------------------------
1 | # :warning: DOCUMENTATION CODE SOURCES :warning:
2 |
3 | To find a real docs, just visit our website: [http://docs.ag2.ai/latest/](http://docs.ag2.ai/latest/)
4 |
--------------------------------------------------------------------------------
/website/mkdocs/data/people.yml:
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1 | people:
2 | - name: "Davor Runje"
3 | username: davorrunje
4 | github: https://github.com/davorrunje
5 | avatar: https://avatars.githubusercontent.com/u/24715380?v=4
6 | include:
7 | - team
8 |
--------------------------------------------------------------------------------
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1 | SUMMARY.md
2 | navigation_template.txt
3 | /docs/
4 |
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/website/mkdocs/docs/index.md:
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1 | ---
2 | title: ag2
3 | template: home.html
4 | ---
5 |
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1 | #!/usr/bin/env python
2 |
3 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
4 | #
5 | # SPDX-License-Identifier: Apache-2.0
6 |
7 | if __name__ == "__main__":
8 | from autogen._website.generate_mkdocs import main
9 |
10 | main()
11 |
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1 | {% extends "main.html" %}
2 |
3 |
4 | {% block content %}
5 | 404 - Page Not Found
6 |
7 | We could not find what you were looking for.
8 | Please contact the owner of the site that linked you to the original URL and let them know their link is broken.
9 | {% endblock %}
10 |
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1 | {
2 | "name": "website",
3 | "version": "0.0.0",
4 | "description": "The Open Source Agent OS",
5 | "type": "module",
6 | "scripts": {
7 | "test": "echo \"Error: no test specified\" && exit 1",
8 | "mintlify:dev": "mintlify dev"
9 | },
10 | "license": "Apache-2.0",
11 | "dependencies": {
12 | "mintlify": "^4.0.364"
13 | }
14 | }
15 |
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/website/process_notebooks.py:
--------------------------------------------------------------------------------
1 | # Copyright (c) 2023 - 2025, AG2ai, Inc., AG2ai open-source projects maintainers and core contributors
2 | #
3 | # SPDX-License-Identifier: Apache-2.0
4 | #
5 | # Portions derived from https://github.com/microsoft/autogen are under the MIT License.
6 | # SPDX-License-Identifier: MIT
7 | # !/usr/bin/env python
8 |
9 | from __future__ import annotations
10 |
11 | from autogen._website.process_notebooks import main
12 |
13 | if __name__ == "__main__":
14 | main()
15 |
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4 | }
5 |
6 | return ;
7 | };
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1 | ```python
2 | # 1. Import our agent class
3 | from autogen import ConversableAgent, LLMConfig
4 |
5 | # 2. Define our LLM configuration for OpenAI's GPT-4o mini
6 | # Put your key in the OPENAI_API_KEY environment variable
7 | llm_config = LLMConfig(api_type="openai", model="gpt-4o-mini")
8 |
9 | # 3. Create our agent
10 | with llm_config:
11 | my_agent = ConversableAgent(
12 | name="helpful_agent",
13 | system_message="You are a poetic AI assistant, respond in rhyme.",
14 | )
15 |
16 | # 4. Chat directly with our agent
17 | response = my_agent.run(
18 | message="In one sentence, what's the big deal about AI?",
19 | max_turns=2,
20 | user_input=True
21 | )
22 |
23 | # 5. Iterate through the chat automatically with console output
24 | response.process()
25 | ```
26 |
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/website/talks/future_talks/index.mdx:
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1 | ---
2 | title: Upcoming Talks
3 | ---
4 |
5 | Our community is also dedicated to fostering knowledge sharing and collaboration through regular events. We frequently host talks featuring both academic experts and industry professionals, offering valuable insights into topics related to agentic AI.
6 | By joining our community, you will have access to these enriching opportunities and be able to engage with like-minded individuals.
7 |
8 | ## How to follow up with the latest talks?
9 |
10 | 1. Stay informed about our latest events and upcoming talks by subscribing to our [lu.ma homepage](https://lu.ma/ag2ai).
11 |
12 | 2. Join our community Discord (https://discord.gg/sUkGceyd) to be the first to know about amazing upcoming talks!
13 |
14 | Connect: shaokunzhang529@gmail.com
15 |
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1 | {
2 | "label": "CaptainAgent",
3 | "collapsible": true
4 | }
5 |
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1 | {
2 | "label": "Handling Long Contexts",
3 | "collapsible": true
4 | }
5 |
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