├── .coveragerc ├── .devcontainer ├── README.md ├── devcontainer.json ├── docker-compose.yaml └── postCreateCommand.sh ├── .dockerignore ├── .gitattributes ├── .github ├── ISSUE_TEMPLATE │ ├── config.yaml │ ├── request_new_features.md │ └── show_me_the_bug.md ├── PULL_REQUEST_TEMPLATE.md └── workflows │ ├── build-package.yaml │ ├── fulltest.yaml │ ├── pre-commit.yaml │ ├── stale.yaml │ └── unittest.yaml ├── .gitignore ├── .pre-commit-config.yaml ├── Dockerfile ├── LICENSE ├── MANIFEST.in ├── README.md ├── SECURITY.md ├── app.py ├── config ├── config2.example.yaml ├── config2.yaml ├── examples │ ├── anthropic-claude-3-5-sonnet.yaml │ ├── aws-bedrock.yaml │ ├── google-gemini.yaml │ ├── groq-llama3-70b.yaml │ ├── huoshan_ark.yaml │ ├── openai-gpt-3.5-turbo.yaml │ ├── openai-gpt-4-turbo.yaml │ ├── openrouter-llama3-70b-instruct.yaml │ └── spark_lite.yaml └── puppeteer-config.json ├── docs ├── .agent-store-config.yaml.example ├── .pylintrc ├── .well-known │ ├── ai-plugin.json │ ├── metagpt_oas3_api.yaml │ ├── openapi.yaml │ └── skills.yaml ├── FAQ-EN.md ├── README_CN.md ├── README_FR.md ├── README_JA.md ├── ROADMAP.md ├── install │ ├── cli_install.md │ ├── cli_install_cn.md │ ├── docker_install.md │ └── docker_install_cn.md ├── resources │ ├── MetaGPT-logo.jpeg │ ├── MetaGPT-logo.png │ ├── MetaGPT-new-log.png │ ├── aflow │ │ ├── AFLOW-experiment.jpg │ │ ├── AFLOW-method.jpg │ │ └── AFLOW-performance.jpg │ ├── software_company_cd.jpeg │ ├── software_company_sd.jpeg │ ├── spo │ │ ├── SPO-closed_task_figure.png │ │ ├── SPO-closed_task_table.png │ │ ├── SPO-logo.png │ │ ├── SPO-method.png │ │ └── SPO-open_ended_task_figure.png │ └── workspace │ │ ├── content_rec_sys │ │ └── resources │ │ │ ├── competitive_analysis.pdf │ │ │ ├── competitive_analysis.png │ │ │ ├── competitive_analysis.svg │ │ │ ├── data_api_design.pdf │ │ │ ├── data_api_design.png │ │ │ ├── data_api_design.svg │ │ │ ├── seq_flow.pdf │ │ │ ├── seq_flow.png │ │ │ └── seq_flow.svg │ │ ├── llmops_framework │ │ └── resources │ │ │ ├── competitive_analysis.pdf │ │ │ ├── competitive_analysis.png │ │ │ ├── competitive_analysis.svg │ │ │ ├── data_api_design.pdf │ │ │ ├── data_api_design.png │ │ │ ├── data_api_design.svg │ │ │ ├── seq_flow.pdf │ │ │ ├── seq_flow.png │ │ │ └── seq_flow.svg │ │ ├── match3_puzzle_game │ │ └── resources │ │ │ ├── competitive_analysis.pdf │ │ │ ├── competitive_analysis.png │ │ │ ├── competitive_analysis.svg │ │ │ ├── data_api_design.pdf │ │ │ ├── data_api_design.png │ │ │ ├── data_api_design.svg │ │ │ ├── seq_flow.pdf │ │ │ ├── seq_flow.png │ │ │ └── seq_flow.svg │ │ ├── minimalist_pomodoro_timer │ │ └── resources │ │ │ ├── competitive_analysis.pdf │ │ │ ├── competitive_analysis.png │ │ │ ├── competitive_analysis.svg │ │ │ ├── data_api_design.pdf │ │ │ ├── data_api_design.png │ │ │ ├── data_api_design.svg │ │ │ ├── seq_flow.pdf │ │ │ ├── seq_flow.png │ │ │ └── seq_flow.svg │ │ ├── pyrogue │ │ └── resources │ │ │ ├── competitive_analysis.pdf │ │ │ ├── competitive_analysis.png │ │ │ ├── competitive_analysis.svg │ │ │ ├── data_api_design.pdf │ │ │ ├── data_api_design.png │ │ │ ├── data_api_design.svg │ │ │ ├── seq_flow.pdf │ │ │ ├── seq_flow.png │ │ │ └── seq_flow.svg │ │ └── search_algorithm_framework │ │ └── resources │ │ ├── competitive_analysis.pdf │ │ ├── competitive_analysis.png │ │ ├── competitive_analysis.svg │ │ ├── data_api_design.pdf │ │ ├── data_api_design.png │ │ ├── data_api_design.svg │ │ ├── seq_flow.pdf │ │ ├── seq_flow.png │ │ └── seq_flow.svg ├── scripts │ ├── coverage.sh │ └── get_all_classes_and_funcs.sh └── tutorial │ ├── usage.md │ └── usage_cn.md ├── examples ├── aflow │ ├── README.md │ ├── config2.example.yaml │ └── optimize.py ├── agent_creator.py ├── android_assistant │ ├── requirements.txt │ └── run_assistant.py ├── build_customized_agent.py ├── build_customized_multi_agents.py ├── dalle_gpt4v_agent.py ├── data │ ├── omniparse │ │ ├── test01.docx │ │ ├── test02.pdf │ │ ├── test03.mp4 │ │ └── test04.mp3 │ ├── rag │ │ ├── travel.txt │ │ └── writer.txt │ ├── rag_bm │ │ ├── RGB_En │ │ │ ├── answer.json │ │ │ └── documents.txt │ │ ├── dataset_info.json │ │ ├── simplified_CRUD │ │ │ ├── answer.json │ │ │ └── documents.txt │ │ └── simplified_RGB │ │ │ ├── answer.json │ │ │ └── documents.txt │ └── search_kb │ │ ├── example.json │ │ └── example.xlsx ├── debate.py ├── debate_simple.py ├── di │ ├── InfiAgent-DABench │ │ ├── DABench.py │ │ ├── README.md │ │ ├── run_InfiAgent-DABench.py │ │ ├── run_InfiAgent-DABench_all.py │ │ └── run_InfiAgent-DABench_single.py │ ├── README.md │ ├── arxiv_reader.py │ ├── crawl_webpage.py │ ├── custom_tool.py │ ├── data_visualization.py │ ├── email_summary.py │ ├── imitate_webpage.py │ ├── machine_learning.py │ ├── machine_learning_with_tools.py │ ├── ocr_receipt.py │ ├── requirements_prompt.py │ ├── rm_image_background.py │ ├── run_ml_benchmark.py │ ├── run_open_ended_tasks.py │ ├── sd_tool_usage.py │ └── solve_math_problems.py ├── hello_world.py ├── invoice_ocr.py ├── llm_vision.py ├── ping.py ├── rag │ ├── omniparse.py │ ├── rag_bm.py │ ├── rag_pipeline.py │ └── rag_search.py ├── research.py ├── reverse_engineering.py ├── search_google.py ├── search_with_specific_engine.py ├── sela │ └── README.md ├── spo │ ├── README.md │ ├── config2.example.yaml │ └── optimize.py ├── stanford_town │ ├── __init__.py │ ├── requirements.txt │ ├── run_st_game.py │ └── storage │ │ ├── .gitignore │ │ └── base_the_ville_isabella_maria_klaus │ │ ├── environment │ │ └── 0.json │ │ ├── personas │ │ ├── Isabella Rodriguez │ │ │ └── bootstrap_memory │ │ │ │ ├── associative_memory │ │ │ │ ├── embeddings.json │ │ │ │ ├── kw_strength.json │ │ │ │ └── nodes.json │ │ │ │ ├── scratch.json │ │ │ │ └── spatial_memory.json │ │ ├── Klaus Mueller │ │ │ └── bootstrap_memory │ │ │ │ ├── associative_memory │ │ │ │ ├── embeddings.json │ │ │ │ ├── kw_strength.json │ │ │ │ └── nodes.json │ │ │ │ ├── scratch.json │ │ │ │ └── spatial_memory.json │ │ └── Maria Lopez │ │ │ └── bootstrap_memory │ │ │ ├── associative_memory │ │ │ ├── embeddings.json │ │ │ ├── kw_strength.json │ │ │ └── nodes.json │ │ │ ├── scratch.json │ │ │ └── spatial_memory.json │ │ └── reverie │ │ └── meta.json ├── stream_output_via_api.py ├── ui_with_chainlit │ ├── .gitignore │ ├── README.md │ ├── __init__.py │ ├── app.py │ ├── init_setup.py │ └── public │ │ ├── 2048.jpg │ │ ├── MetaGPT-new-log.jpg │ │ └── blackjack.jpg ├── use_off_the_shelf_agent.py ├── werewolf_game │ ├── evals │ │ ├── eval.py │ │ └── utils.py │ └── start_game.py ├── write_novel.py └── write_tutorial.py ├── metagpt ├── __init__.py ├── _compat.py ├── actions │ ├── __init__.py │ ├── action.py │ ├── action_graph.py │ ├── action_node.py │ ├── action_outcls_registry.py │ ├── action_output.py │ ├── add_requirement.py │ ├── debug_error.py │ ├── design_api.py │ ├── design_api_an.py │ ├── design_api_review.py │ ├── di │ │ ├── __init__.py │ │ ├── ask_review.py │ │ ├── execute_nb_code.py │ │ ├── write_analysis_code.py │ │ └── write_plan.py │ ├── execute_task.py │ ├── fix_bug.py │ ├── generate_questions.py │ ├── invoice_ocr.py │ ├── prepare_documents.py │ ├── prepare_interview.py │ ├── project_management.py │ ├── project_management_an.py │ ├── rebuild_class_view.py │ ├── rebuild_sequence_view.py │ ├── research.py │ ├── run_code.py │ ├── search_and_summarize.py │ ├── skill_action.py │ ├── summarize_code.py │ ├── talk_action.py │ ├── write_code.py │ ├── write_code_an_draft.py │ ├── write_code_plan_and_change_an.py │ ├── write_code_review.py │ ├── write_docstring.py │ ├── write_prd.py │ ├── write_prd_an.py │ ├── write_prd_review.py │ ├── write_review.py │ ├── write_teaching_plan.py │ ├── write_test.py │ └── write_tutorial.py ├── config2.py ├── configs │ ├── __init__.py │ ├── browser_config.py │ ├── embedding_config.py │ ├── file_parser_config.py │ ├── llm_config.py │ ├── mermaid_config.py │ ├── models_config.py │ ├── redis_config.py │ ├── s3_config.py │ ├── search_config.py │ └── workspace_config.py ├── const.py ├── context.py ├── context_mixin.py ├── document.py ├── document_store │ ├── __init__.py │ ├── base_store.py │ ├── chromadb_store.py │ ├── faiss_store.py │ ├── lancedb_store.py │ ├── milvus_store.py │ └── qdrant_store.py ├── environment │ ├── README.md │ ├── __init__.py │ ├── android │ │ ├── __init__.py │ │ ├── android_env.py │ │ ├── android_ext_env.py │ │ ├── const.py │ │ ├── env_space.py │ │ ├── grounding_dino_config.py │ │ └── text_icon_localization.py │ ├── api │ │ ├── __init__.py │ │ └── env_api.py │ ├── base_env.py │ ├── base_env_space.py │ ├── minecraft │ │ ├── __init__.py │ │ ├── const.py │ │ ├── minecraft_env.py │ │ ├── minecraft_ext_env.py │ │ ├── mineflayer │ │ │ ├── .gitignore │ │ │ ├── .prettierignore │ │ │ ├── .prettierrc.json │ │ │ ├── index.js │ │ │ ├── lib │ │ │ │ ├── observation │ │ │ │ │ ├── base.js │ │ │ │ │ ├── chests.js │ │ │ │ │ ├── inventory.js │ │ │ │ │ ├── onChat.js │ │ │ │ │ ├── onError.js │ │ │ │ │ ├── onSave.js │ │ │ │ │ ├── status.js │ │ │ │ │ └── voxels.js │ │ │ │ ├── skillLoader.js │ │ │ │ └── utils.js │ │ │ ├── mineflayer-collectblock │ │ │ │ ├── .gitignore │ │ │ │ ├── LICENSE │ │ │ │ ├── README.md │ │ │ │ ├── _config.yml │ │ │ │ ├── docs │ │ │ │ │ └── api.md │ │ │ │ ├── examples │ │ │ │ │ ├── collector.js │ │ │ │ │ ├── oreMiner.js │ │ │ │ │ └── storageBot.js │ │ │ │ ├── package.json │ │ │ │ ├── src │ │ │ │ │ ├── BlockVeins.ts │ │ │ │ │ ├── CollectBlock.ts │ │ │ │ │ ├── Inventory.ts │ │ │ │ │ ├── Targets.ts │ │ │ │ │ ├── TaskQueue.ts │ │ │ │ │ ├── TemporarySubscriber.ts │ │ │ │ │ ├── Util.ts │ │ │ │ │ └── index.ts │ │ │ │ └── tsconfig.json │ │ │ └── package.json │ │ └── process_monitor.py │ ├── software │ │ ├── __init__.py │ │ └── software_env.py │ ├── stanford_town │ │ ├── __init__.py │ │ ├── env_space.py │ │ ├── stanford_town_env.py │ │ └── stanford_town_ext_env.py │ └── werewolf │ │ ├── __init__.py │ │ ├── const.py │ │ ├── env_space.py │ │ ├── werewolf_env.py │ │ └── werewolf_ext_env.py ├── ext │ ├── __init__.py │ ├── aflow │ │ ├── benchmark │ │ │ ├── README.md │ │ │ ├── benchmark.py │ │ │ ├── drop.py │ │ │ ├── gsm8k.py │ │ │ ├── hotpotqa.py │ │ │ ├── humaneval.py │ │ │ ├── math.py │ │ │ ├── mbpp.py │ │ │ └── utils.py │ │ ├── data │ │ │ └── download_data.py │ │ └── scripts │ │ │ ├── evaluator.py │ │ │ ├── interface.py │ │ │ ├── operator.py │ │ │ ├── operator_an.py │ │ │ ├── optimized │ │ │ └── __init__.py │ │ │ ├── optimizer.py │ │ │ ├── optimizer_utils │ │ │ ├── convergence_utils.py │ │ │ ├── data_utils.py │ │ │ ├── evaluation_utils.py │ │ │ ├── experience_utils.py │ │ │ └── graph_utils.py │ │ │ ├── prompts │ │ │ ├── optimize_prompt.py │ │ │ └── prompt.py │ │ │ ├── utils.py │ │ │ └── workflow.py │ ├── android_assistant │ │ ├── README.md │ │ ├── README_CN.md │ │ ├── __init__.py │ │ ├── actions │ │ │ ├── __init__.py │ │ │ ├── manual_record.py │ │ │ ├── parse_record.py │ │ │ ├── parse_record_an.py │ │ │ ├── screenshot_parse.py │ │ │ ├── screenshot_parse_an.py │ │ │ ├── self_learn_and_reflect.py │ │ │ └── self_learn_reflect_an.py │ │ ├── prompts │ │ │ ├── __init__.py │ │ │ ├── assistant_prompt.py │ │ │ └── operation_prompt.py │ │ ├── roles │ │ │ ├── __init__.py │ │ │ └── android_assistant.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── schema.py │ │ │ └── utils.py │ ├── sela │ │ ├── README.md │ │ ├── data.yaml │ │ ├── data │ │ │ ├── custom_task.py │ │ │ ├── dataset.py │ │ │ └── hf_data.py │ │ ├── datasets.yaml │ │ ├── evaluation │ │ │ ├── evaluation.py │ │ │ └── visualize_mcts.py │ │ ├── experimenter.py │ │ ├── insights │ │ │ ├── fixed_insights.json │ │ │ ├── instruction_generator.py │ │ │ └── solution_designer.py │ │ ├── requirements.txt │ │ ├── run_experiment.py │ │ ├── runner │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── aide.py │ │ │ ├── autogluon.py │ │ │ ├── autosklearn.py │ │ │ ├── custom.py │ │ │ ├── mcts.py │ │ │ ├── mle_bench │ │ │ │ └── instructions.py │ │ │ ├── random_search.py │ │ │ └── runner.py │ │ ├── scripts │ │ │ ├── run_cls.sh │ │ │ ├── run_cls_mod.sh │ │ │ ├── run_reg.sh │ │ │ └── visualize_experiment.py │ │ ├── search │ │ │ ├── search_algorithm.py │ │ │ └── tree_search.py │ │ └── utils.py │ ├── spo │ │ ├── __init__.py │ │ ├── app.py │ │ ├── components │ │ │ ├── __init__.py │ │ │ ├── evaluator.py │ │ │ └── optimizer.py │ │ ├── prompts │ │ │ ├── evaluate_prompt.py │ │ │ └── optimize_prompt.py │ │ ├── settings │ │ │ ├── Navigate.yaml │ │ │ └── Poem.yaml │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── data_utils.py │ │ │ ├── evaluation_utils.py │ │ │ ├── llm_client.py │ │ │ ├── load.py │ │ │ └── prompt_utils.py │ ├── stanford_town │ │ ├── README.md │ │ ├── README_CN.md │ │ ├── __init__.py │ │ ├── actions │ │ │ ├── __init__.py │ │ │ ├── agent_chat_sum_rel.py │ │ │ ├── decide_to_talk.py │ │ │ ├── dummy_action.py │ │ │ ├── gen_action_details.py │ │ │ ├── gen_daily_schedule.py │ │ │ ├── gen_hourly_schedule.py │ │ │ ├── gen_iter_chat_utt.py │ │ │ ├── inner_voice_action.py │ │ │ ├── new_decomp_schedule.py │ │ │ ├── run_reflect_action.py │ │ │ ├── st_action.py │ │ │ ├── summarize_conv.py │ │ │ ├── task_decomp.py │ │ │ └── wake_up.py │ │ ├── memory │ │ │ ├── __init__.py │ │ │ ├── agent_memory.py │ │ │ ├── retrieve.py │ │ │ ├── scratch.py │ │ │ └── spatial_memory.py │ │ ├── plan │ │ │ ├── __init__.py │ │ │ ├── converse.py │ │ │ └── st_plan.py │ │ ├── prompts │ │ │ ├── __init__.py │ │ │ ├── action_location_object_vMar11.txt │ │ │ ├── action_location_sector_v1.txt │ │ │ ├── action_object_v2.txt │ │ │ ├── daily_planning_v6.txt │ │ │ ├── decide_to_talk_v2.txt │ │ │ ├── generate_event_triple_v1.txt │ │ │ ├── generate_focal_pt_v1.txt │ │ │ ├── generate_hourly_schedule_v2.txt │ │ │ ├── generate_obj_event_v1.txt │ │ │ ├── generate_pronunciatio_v1.txt │ │ │ ├── insight_and_evidence_v1.txt │ │ │ ├── iterative_convo_v1.txt │ │ │ ├── memo_on_convo_v1.txt │ │ │ ├── new_decomp_schedule_v1.txt │ │ │ ├── planning_thought_on_convo_v1.txt │ │ │ ├── poignancy_action_v1.txt │ │ │ ├── poignancy_chat_v1.txt │ │ │ ├── poignancy_event_v1.txt │ │ │ ├── poignancy_thought_v1.txt │ │ │ ├── summarize_chat_relationship_v2.txt │ │ │ ├── summarize_conversation_v1.txt │ │ │ ├── task_decomp_v3.txt │ │ │ ├── wake_up_hour_v1.txt │ │ │ └── whisper_inner_thought_v1.txt │ │ ├── reflect │ │ │ ├── __init__.py │ │ │ └── reflect.py │ │ ├── roles │ │ │ ├── __init__.py │ │ │ └── st_role.py │ │ ├── stanford_town.py │ │ ├── static_dirs │ │ │ └── assets │ │ │ │ └── the_ville │ │ │ │ ├── agent_history_init_n25.csv │ │ │ │ ├── agent_history_init_n3.csv │ │ │ │ └── matrix │ │ │ │ ├── maze │ │ │ │ ├── arena_maze.csv │ │ │ │ ├── collision_maze.csv │ │ │ │ ├── game_object_maze.csv │ │ │ │ ├── sector_maze.csv │ │ │ │ └── spawning_location_maze.csv │ │ │ │ ├── maze_meta_info.json │ │ │ │ └── special_blocks │ │ │ │ ├── arena_blocks.csv │ │ │ │ ├── game_object_blocks.csv │ │ │ │ ├── sector_blocks.csv │ │ │ │ ├── spawning_location_blocks.csv │ │ │ │ └── world_blocks.csv │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── const.py │ │ │ ├── mg_ga_transform.py │ │ │ └── utils.py │ └── werewolf │ │ ├── __init__.py │ │ ├── actions │ │ ├── __init__.py │ │ ├── common_actions.py │ │ ├── experience_operation.py │ │ ├── guard_actions.py │ │ ├── moderator_actions.py │ │ ├── seer_actions.py │ │ ├── werewolf_actions.py │ │ └── witch_actions.py │ │ ├── roles │ │ ├── __init__.py │ │ ├── base_player.py │ │ ├── guard.py │ │ ├── human_player.py │ │ ├── moderator.py │ │ ├── seer.py │ │ ├── villager.py │ │ ├── werewolf.py │ │ └── witch.py │ │ ├── schema.py │ │ └── werewolf_game.py ├── learn │ ├── __init__.py │ ├── google_search.py │ ├── skill_loader.py │ ├── text_to_embedding.py │ ├── text_to_image.py │ └── text_to_speech.py ├── llm.py ├── logs.py ├── management │ ├── __init__.py │ └── skill_manager.py ├── memory │ ├── __init__.py │ ├── brain_memory.py │ ├── longterm_memory.py │ ├── memory.py │ └── memory_storage.py ├── prompts │ ├── __init__.py │ ├── di │ │ ├── __init__.py │ │ └── write_analysis_code.py │ ├── generate_skill.md │ ├── invoice_ocr.py │ ├── metagpt_sample.py │ ├── sales.py │ ├── summarize.py │ ├── task_type.py │ └── tutorial_assistant.py ├── provider │ ├── __init__.py │ ├── anthropic_api.py │ ├── ark_api.py │ ├── azure_openai_api.py │ ├── base_llm.py │ ├── bedrock │ │ ├── __init__.py │ │ ├── base_provider.py │ │ ├── bedrock_provider.py │ │ └── utils.py │ ├── bedrock_api.py │ ├── constant.py │ ├── dashscope_api.py │ ├── general_api_base.py │ ├── general_api_requestor.py │ ├── google_gemini_api.py │ ├── human_provider.py │ ├── llm_provider_registry.py │ ├── metagpt_api.py │ ├── ollama_api.py │ ├── openai_api.py │ ├── postprocess │ │ ├── __init__.py │ │ ├── base_postprocess_plugin.py │ │ └── llm_output_postprocess.py │ ├── qianfan_api.py │ ├── spark_api.py │ ├── zhipuai │ │ ├── __init__.py │ │ ├── async_sse_client.py │ │ └── zhipu_model_api.py │ └── zhipuai_api.py ├── rag │ ├── __init__.py │ ├── benchmark │ │ ├── __init__.py │ │ └── base.py │ ├── engines │ │ ├── __init__.py │ │ ├── flare.py │ │ └── simple.py │ ├── factories │ │ ├── __init__.py │ │ ├── base.py │ │ ├── embedding.py │ │ ├── index.py │ │ ├── llm.py │ │ ├── ranker.py │ │ └── retriever.py │ ├── interface.py │ ├── parsers │ │ ├── __init__.py │ │ └── omniparse.py │ ├── rankers │ │ ├── __init__.py │ │ ├── base.py │ │ └── object_ranker.py │ ├── retrievers │ │ ├── __init__.py │ │ ├── base.py │ │ ├── bm25_retriever.py │ │ ├── chroma_retriever.py │ │ ├── es_retriever.py │ │ ├── faiss_retriever.py │ │ ├── hybrid_retriever.py │ │ └── milvus_retriever.py │ └── schema.py ├── repo_parser.py ├── roles │ ├── __init__.py │ ├── architect.py │ ├── assistant.py │ ├── customer_service.py │ ├── di │ │ ├── __init__.py │ │ └── data_interpreter.py │ ├── engineer.py │ ├── invoice_ocr_assistant.py │ ├── product_manager.py │ ├── project_manager.py │ ├── prompt.py │ ├── qa_engineer.py │ ├── researcher.py │ ├── role.py │ ├── sales.py │ ├── searcher.py │ ├── teacher.py │ └── tutorial_assistant.py ├── schema.py ├── skills │ ├── SummarizeSkill │ │ ├── MakeAbstractReadable │ │ │ ├── config.json │ │ │ └── skprompt.txt │ │ ├── Notegen │ │ │ ├── config.json │ │ │ └── skprompt.txt │ │ ├── Summarize │ │ │ ├── config.json │ │ │ └── skprompt.txt │ │ └── Topics │ │ │ ├── config.json │ │ │ └── skprompt.txt │ └── WriterSkill │ │ ├── Acronym │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── AcronymGenerator │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── AcronymReverse │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── Brainstorm │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── EmailGen │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── EmailTo │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── EnglishImprover │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── NovelChapter │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── NovelChapterWithNotes │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── NovelOutline │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── Rewrite │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── ShortPoem │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── StoryGen │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── TellMeMore │ │ ├── config.json │ │ └── skprompt.txt │ │ ├── Translate │ │ ├── config.json │ │ └── skprompt.txt │ │ └── TwoSentenceSummary │ │ ├── config.json │ │ └── skprompt.txt ├── software_company.py ├── startup.py ├── strategy │ ├── __init__.py │ ├── base.py │ ├── planner.py │ ├── search_space.py │ ├── solver.py │ ├── task_type.py │ ├── tot.py │ └── tot_schema.py ├── subscription.py ├── team.py ├── tools │ ├── __init__.py │ ├── azure_tts.py │ ├── iflytek_tts.py │ ├── libs │ │ ├── __init__.py │ │ ├── data_preprocess.py │ │ ├── email_login.py │ │ ├── feature_engineering.py │ │ ├── gpt_v_generator.py │ │ ├── sd_engine.py │ │ └── web_scraping.py │ ├── metagpt_oas3_api_svc.py │ ├── metagpt_text_to_image.py │ ├── moderation.py │ ├── openai_text_to_embedding.py │ ├── openai_text_to_image.py │ ├── openapi_v3_hello.py │ ├── prompt_writer.py │ ├── search_engine.py │ ├── search_engine_bing.py │ ├── search_engine_ddg.py │ ├── search_engine_googleapi.py │ ├── search_engine_meilisearch.py │ ├── search_engine_serpapi.py │ ├── search_engine_serper.py │ ├── tool_convert.py │ ├── tool_data_type.py │ ├── tool_recommend.py │ ├── tool_registry.py │ ├── translator.py │ ├── ut_writer.py │ ├── web_browser_engine.py │ ├── web_browser_engine_playwright.py │ └── web_browser_engine_selenium.py └── utils │ ├── __init__.py │ ├── ahttp_client.py │ ├── async_helper.py │ ├── common.py │ ├── cost_manager.py │ ├── custom_decoder.py │ ├── dependency_file.py │ ├── di_graph_repository.py │ ├── embedding.py │ ├── exceptions.py │ ├── file.py │ ├── file_repository.py │ ├── git_repository.py │ ├── graph_repository.py │ ├── highlight.py │ ├── human_interaction.py │ ├── index.html │ ├── json_to_markdown.py │ ├── mermaid.py │ ├── mmdc_ink.py │ ├── mmdc_playwright.py │ ├── mmdc_pyppeteer.py │ ├── omniparse_client.py │ ├── parse_docstring.py │ ├── parse_html.py │ ├── project_repo.py │ ├── pycst.py │ ├── read_document.py │ ├── recovery_util.py │ ├── redis.py │ ├── reflection.py │ ├── repair_llm_raw_output.py │ ├── repo_to_markdown.py │ ├── s3.py │ ├── sanitize.py │ ├── save_code.py │ ├── serialize.py │ ├── singleton.py │ ├── special_tokens.py │ ├── stream_pipe.py │ ├── text.py │ ├── token_counter.py │ ├── tree.py │ ├── visual_graph_repo.py │ └── yaml_model.py ├── pytest.ini ├── requirements.txt ├── ruff.toml ├── setup.py └── tests ├── __init__.py ├── config2.yaml ├── conftest.py ├── data ├── andriod_assistant │ ├── .gitignore │ └── demo_Contacts │ │ ├── labeled_screenshots │ │ ├── 0_labeled.png │ │ └── 1_labeled.png │ │ ├── record.txt │ │ └── task_desc.txt ├── audio │ └── hello.mp3 ├── code │ ├── js │ │ └── 1.js │ └── python │ │ └── 1.py ├── config │ ├── config2.yaml │ └── config2_multi_llm.yaml ├── demo_project │ ├── code_summaries.json │ ├── dependencies.json │ ├── game.py │ ├── prd.json │ ├── system_design.json │ ├── tasks.json │ └── test_game.py.json ├── docx_for_test.docx ├── graph_db │ ├── networkx.class_view.json │ └── networkx.sequence_view.json ├── incremental_dev_project │ ├── Gomoku.zip │ ├── dice_simulator_new.zip │ ├── mock.py │ ├── number_guessing_game.zip │ ├── pygame_2048.zip │ ├── readme.md │ ├── simple_add_calculator.zip │ ├── snake_game.zip │ └── word_cloud.zip ├── invoices │ ├── invoice-1.pdf │ ├── invoice-2.png │ ├── invoice-3.jpg │ └── invoice-4.zip ├── mermaid_rsp_cache.json ├── openai │ └── embedding.json ├── output_parser │ ├── 1.md │ ├── 2.md │ └── 3.md ├── rsp_cache.json ├── search │ ├── serpapi-metagpt-4.json │ ├── serpapi-metagpt-8.json │ ├── serper-metagpt-6.json │ └── serper-metagpt-8.json ├── search_rsp_cache.json └── ut_writer │ └── yft_swaggerApi.json ├── metagpt ├── __init__.py ├── actions │ ├── __init__.py │ ├── di │ │ ├── test_ask_review.py │ │ ├── test_execute_nb_code.py │ │ ├── test_write_analysis_code.py │ │ └── test_write_plan.py │ ├── mock_json.py │ ├── mock_markdown.py │ ├── test_action.py │ ├── test_action_multi_llm.py │ ├── test_action_node.py │ ├── test_action_outcls_registry.py │ ├── test_debug_error.py │ ├── test_design_api.py │ ├── test_design_api_an.py │ ├── test_design_api_review.py │ ├── test_fix_bug.py │ ├── test_generate_questions.py │ ├── test_invoice_ocr.py │ ├── test_prepare_documents.py │ ├── test_prepare_interview.py │ ├── test_project_management.py │ ├── test_project_management_an.py │ ├── test_rebuild_class_view.py │ ├── test_rebuild_sequence_view.py │ ├── test_research.py │ ├── test_run_code.py │ ├── test_skill_action.py │ ├── test_summarize_code.py │ ├── test_talk_action.py │ ├── test_write_code.py │ ├── test_write_code_plan_and_change_an.py │ ├── test_write_code_review.py │ ├── test_write_docstring.py │ ├── test_write_prd.py │ ├── test_write_prd_an.py │ ├── test_write_prd_review.py │ ├── test_write_review.py │ ├── test_write_teaching_plan.py │ ├── test_write_test.py │ └── test_write_tutorial.py ├── configs │ ├── __init__.py │ └── test_models_config.py ├── document_store │ ├── __init__.py │ ├── test_chromadb_store.py │ ├── test_document.py │ ├── test_faiss_store.py │ ├── test_lancedb_store.py │ ├── test_milvus_store.py │ └── test_qdrant_store.py ├── environment │ ├── android_env │ │ ├── __init__.py │ │ └── test_android_ext_env.py │ ├── api │ │ ├── __init__.py │ │ └── test_env_api.py │ ├── minecraft_env │ │ ├── __init__.py │ │ └── test_minecraft_ext_env.py │ ├── stanford_town_env │ │ ├── __init__.py │ │ └── test_stanford_town_ext_env.py │ ├── test_base_env.py │ └── werewolf_env │ │ ├── __init__.py │ │ └── test_werewolf_ext_env.py ├── ext │ ├── __init__.py │ ├── android_assistant │ │ ├── __init__.py │ │ ├── test_an.py │ │ └── test_parse_record.py │ ├── stanford_town │ │ ├── __init__.py │ │ ├── actions │ │ │ ├── __init__.py │ │ │ ├── test_gen_action_details.py │ │ │ └── test_summarize_conv.py │ │ ├── memory │ │ │ ├── __init__.py │ │ │ ├── test_agent_memory.py │ │ │ ├── test_basic_memory.py │ │ │ └── test_spatial_memory.py │ │ ├── plan │ │ │ ├── __init__.py │ │ │ ├── test_conversation.py │ │ │ └── test_st_plan.py │ │ ├── roles │ │ │ ├── __init__.py │ │ │ └── test_st_role.py │ │ └── test_reflect.py │ └── werewolf │ │ ├── __init__.py │ │ └── actions │ │ ├── __init__.py │ │ └── test_experience_operation.py ├── learn │ ├── __init__.py │ ├── test_google_search.py │ ├── test_skill_loader.py │ ├── test_text_to_embedding.py │ ├── test_text_to_image.py │ └── test_text_to_speech.py ├── management │ ├── __init__.py │ └── test_skill_manager.py ├── memory │ ├── __init__.py │ ├── mock_text_embed.py │ ├── test_brain_memory.py │ ├── test_longterm_memory.py │ ├── test_memory.py │ └── test_memory_storage.py ├── provider │ ├── __init__.py │ ├── conftest.py │ ├── mock_llm_config.py │ ├── postprocess │ │ ├── __init__.py │ │ ├── test_base_postprocess_plugin.py │ │ └── test_llm_output_postprocess.py │ ├── req_resp_const.py │ ├── test_anthropic_api.py │ ├── test_ark.py │ ├── test_azure_llm.py │ ├── test_base_llm.py │ ├── test_bedrock_api.py │ ├── test_dashscope_api.py │ ├── test_general_api_base.py │ ├── test_general_api_requestor.py │ ├── test_google_gemini_api.py │ ├── test_human_provider.py │ ├── test_metagpt_llm.py │ ├── test_ollama_api.py │ ├── test_openai.py │ ├── test_qianfan_api.py │ ├── test_spark_api.py │ ├── test_zhipuai_api.py │ └── zhipuai │ │ ├── __init__.py │ │ ├── test_async_sse_client.py │ │ └── test_zhipu_model_api.py ├── rag │ ├── engines │ │ └── test_simple.py │ ├── factories │ │ ├── test_base.py │ │ ├── test_embedding.py │ │ ├── test_index.py │ │ ├── test_llm.py │ │ ├── test_ranker.py │ │ └── test_retriever.py │ ├── parser │ │ └── test_omniparse.py │ ├── rankers │ │ ├── test_base_ranker.py │ │ └── test_object_ranker.py │ └── retrievers │ │ ├── test_base_retriever.py │ │ ├── test_bm25_retriever.py │ │ ├── test_chroma_retriever.py │ │ ├── test_es_retriever.py │ │ ├── test_faiss_retriever.py │ │ └── test_hybrid_retriever.py ├── roles │ ├── __init__.py │ ├── di │ │ └── test_data_interpreter.py │ ├── mock.py │ ├── test_architect.py │ ├── test_assistant.py │ ├── test_engineer.py │ ├── test_invoice_ocr_assistant.py │ ├── test_product_manager.py │ ├── test_project_manager.py │ ├── test_qa_engineer.py │ ├── test_researcher.py │ ├── test_role.py │ ├── test_teacher.py │ └── test_tutorial_assistant.py ├── serialize_deserialize │ ├── __init__.py │ ├── test_action.py │ ├── test_architect.py │ ├── test_environment.py │ ├── test_memory.py │ ├── test_polymorphic.py │ ├── test_prepare_interview.py │ ├── test_product_manager.py │ ├── test_project_manager.py │ ├── test_reasearcher.py │ ├── test_role.py │ ├── test_schema.py │ ├── test_serdeser_base.py │ ├── test_team.py │ ├── test_tutorial_assistant.py │ ├── test_write_code.py │ ├── test_write_code_review.py │ ├── test_write_design.py │ ├── test_write_docstring.py │ ├── test_write_prd.py │ ├── test_write_review.py │ └── test_write_tutorial.py ├── strategy │ ├── __init__.py │ ├── examples │ │ ├── __init__.py │ │ ├── test_creative_writing.py │ │ └── test_game24.py │ ├── prompt_templates │ │ ├── __init__.py │ │ ├── creative_writing.py │ │ └── game24.py │ ├── test_planner.py │ └── test_solver.py ├── test_config.py ├── test_context.py ├── test_context_mixin.py ├── test_document.py ├── test_environment.py ├── test_incremental_dev.py ├── test_llm.py ├── test_message.py ├── test_prompt.py ├── test_repo_parser.py ├── test_role.py ├── test_schema.py ├── test_software_company.py ├── test_subscription.py ├── test_team.py ├── tools │ ├── __init__.py │ ├── libs │ │ ├── __init__.py │ │ ├── test_data_preprocess.py │ │ ├── test_email_login.py │ │ ├── test_feature_engineering.py │ │ ├── test_gpt_v_generator.py │ │ ├── test_sd_engine.py │ │ └── test_web_scraping.py │ ├── test_azure_tts.py │ ├── test_iflytek_tts.py │ ├── test_metagpt_oas3_api_svc.py │ ├── test_metagpt_text_to_image.py │ ├── test_moderation.py │ ├── test_openai_text_to_embedding.py │ ├── test_openai_text_to_image.py │ ├── test_openapi_v3_hello.py │ ├── test_prompt_writer.py │ ├── test_search_engine.py │ ├── test_search_engine_meilisearch.py │ ├── test_summarize.py │ ├── test_tool_convert.py │ ├── test_tool_recommend.py │ ├── test_tool_registry.py │ ├── test_translate.py │ ├── test_ut_writer.py │ ├── test_web_browser_engine.py │ ├── test_web_browser_engine_playwright.py │ └── test_web_browser_engine_selenium.py └── utils │ ├── __init__.py │ ├── test_ahttp_client.py │ ├── test_code_parser.py │ ├── test_common.py │ ├── test_cost_manager.py │ ├── test_custom_decoder.py │ ├── test_dependency_file.py │ ├── test_di_graph_repository.py │ ├── test_file.py │ ├── test_file_repository.py │ ├── test_git_repository.py │ ├── test_human_interaction.py │ ├── test_json_to_markdown.py │ ├── test_mermaid.py │ ├── test_output_parser.py │ ├── test_parse_html.py │ ├── test_project_repo.py │ ├── test_pycst.py │ ├── test_read_docx.py │ ├── test_redis.py │ ├── test_repair_llm_raw_output.py │ ├── test_repo_to_markdown.py │ ├── test_s3.py │ ├── test_save_code.py │ ├── test_serialize.py │ 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