camel
๐ซ CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org
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- self_improving_math_reasoning_data_distillation_from_deepSeek_r1.mdx
- self_instruct_data_generation.mdx
- sft_data_generation_and_unsloth_finetuning_mistral_7b_instruct.mdx
- sft_data_generation_and_unsloth_finetuning_Qwen2_5_7B.mdx
- sft_data_generation_and_unsloth_finetuning_tinyllama.mdx
- synthetic_dataevaluation&filter_with_reward_model.mdx
- agent_with_chunkr_for_pdf_parsing_1.png
- summarisation_agent_with_mistral_ocr_1.png
- agent_with_chunkr_for_pdf_parsing.mdx
- ingest_data_from_websites_with_Firecrawl.mdx
- summarisation_agent_with_mistral_ocr.mdx
- video_analysis.mdx
- batched_single_step_env.mdx
- multi_step_rl.mdx
- single_step_env.mdx
- agents_with_sql_mcp.mdx
- camel_aci_mcp_cookbook.mdx
- agents_society.mdx
- azure_openai_claude_society.mdx
- task_generation.mdx
- workforce_judge_committee.mdx
- README.mdx
- installation.mdx
- introduction.mdx
- setup.mdx
- agent_trust.png
- agent_with_chunkr.png
- agentic_datagen.png
- agentops.png
- banner.png
- built_with_CAMEL.svg
- CAMEL_Icon.png
- CAMEL_Icon_White.png
- camel_toolks_as_mcp_server.png
- claude_example1.png
- claude_example2.png
- cot.png
- crab.png
- critic_agent.png
- Discordbot1.png
- Discordbot2.png
- Discordbot3.png
- dkg1.gif
- dkg2.png
- dkg3.png
- emos.png
- finance1.png
- finance2.png
- finance3.png
- finetuning_Meta_models_with_Unsloth.png
- finetuning_Qwen_models_with_Unsloth.png
- graph_rag1.png
- graph_rag2.png
- humaninloop.png
- local1.png
- local2.png
- local3.png
- maths_dst_data_1.png
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- maths_dst_data_3.png
- maths_dst_data_4.png
- mcp-architecture.jpeg
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- mcp-without-vs-with.jpg
- mcp_architecture.png
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- mcp_comparison.png
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- mcparchicamel.jpeg
- oasis.png
- oasis_case.png
- owl_architecture.png
- partners.png
- rag_pipeline.png
- reward_models.png
- role_playing.png
- roleplay2.png
- roleplay3.png
- roleplaying1.jpeg
- sambanova1.png
- sambanova2.png
- sambanova3.png
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- sambanova5.png
- schitl.png
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- source2synth.png
- star.gif
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- agents.mdx
- Benchmark.mdx
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- datagen.mdx
- embeddings.mdx
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- loaders.mdx
- memory.mdx
- messages.mdx
- models.mdx
- prompts.mdx
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- runtimes.mdx
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- society.mdx
- storages.mdx
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- connecting_existing_mcp_tools.mdx
- export_camel_agent_as_mcp_server.mdx
- mcp_hub.mdx
- overview.mdx
- camel.agents._types.mdx
- camel.agents._utils.mdx
- camel.agents.base.mdx
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- camel.agents.critic_agent.mdx
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- camel.benchmarks.apibank.mdx
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- camel.benchmarks.gaia.mdx
- camel.benchmarks.mock_website.app.mdx
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- camel.benchmarks.ragbench.mdx
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- camel.bots.discord.discord_installation.mdx
- camel.bots.discord.discord_store.mdx
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- camel.bots.slack.slack_app.mdx
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- camel.datagen.source2synth.user_data_processor_config.mdx
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- camel.toolkits.task_planning_toolkit.mdx
- camel.toolkits.terminal_toolkit.go_runtime.mdx
- camel.toolkits.terminal_toolkit.java_runtime.mdx
- camel.toolkits.terminal_toolkit.mdx
- camel.toolkits.terminal_toolkit.runtime_utils.mdx
- camel.toolkits.terminal_toolkit.terminal_toolkit.mdx
- camel.toolkits.terminal_toolkit.utils.mdx
- camel.toolkits.thinking_toolkit.mdx
- camel.toolkits.todo_toolkit.mdx
- camel.toolkits.twelvelabs_toolkit.mdx
- camel.toolkits.twitter_toolkit.mdx
- camel.toolkits.vertex_ai_veo_toolkit.mdx
- camel.toolkits.video_analysis_toolkit.mdx
- camel.toolkits.video_download_toolkit.mdx
- camel.toolkits.weather_toolkit.mdx
- camel.toolkits.web_deploy_toolkit.mdx
- camel.toolkits.web_fetch_toolkit.mdx
- camel.toolkits.wechat_official_toolkit.mdx
- camel.toolkits.whatsapp_toolkit.mdx
- camel.toolkits.wolfram_alpha_toolkit.mdx
- camel.toolkits.xquik_toolkit.mdx
- camel.toolkits.zapier_toolkit.mdx
- camel.types.agents.tool_calling_record.mdx
- camel.types.enums.mdx
- camel.types.mcp_registries.mdx
- camel.types.unified_model_type.mdx
- camel.utils.agent_context.mdx
- camel.utils.async_func.mdx
- camel.utils.chunker.base.mdx
- camel.utils.chunker.code_chunker.mdx
- camel.utils.chunker.uio_chunker.mdx
- camel.utils.commons.mdx
- camel.utils.context_utils.mdx
- camel.utils.deduplication.mdx
- camel.utils.filename.mdx
- camel.utils.langfuse.mdx
- camel.utils.mcp.mdx
- camel.utils.mcp_client.mdx
- camel.utils.message_summarizer.mdx
- camel.utils.response_format.mdx
- camel.utils.stream_utils.mdx
- camel.utils.token_counting.mdx
- camel.utils.tool_result.mdx
- camel.verifiers.base.mdx
- camel.verifiers.math_verifier.mdx
- camel.verifiers.models.mdx
- camel.verifiers.physics_verifier.mdx
- camel.verifiers.python_verifier.mdx
- index.mdx
- doc_code_map.py
- README.md
- build_api_docs.py
- convert_notebook2mdx.py
- docs.json
- camel.agents.chat_agent.md
- camel.configs.anthropic_config.md
- camel.configs.vllm_config.md
- camel.configs.zhipuai_config.md
- camel.environments.rlcards_env.md
- camel.interpreters.internal_python_interpreter.md
- camel.interpreters.subprocess_interpreter.md
- camel.loaders.base_loader.md
- camel.loaders.firecrawl_reader.md
- camel.loaders.jina_url_reader.md
- camel.loaders.scrapegraph_reader.md
- camel.logger.md
- camel.memories.context_creators.score_based.md
- camel.messages.base.md
- camel.messages.func_message.md
- camel.models.anthropic_model.md
- camel.models.aws_bedrock_model.md
- camel.models.azure_openai_model.md
- camel.models.base_model.md
- camel.models.deepseek_model.md
- camel.models.model_manager.md
- camel.models.ollama_model.md
- camel.models.openai_compatible_model.md
- camel.models.openai_model.md
- camel.models.vllm_model.md
- camel.retrievers.bm25_retriever.md
- camel.retrievers.cohere_rerank_retriever.md
- camel.runtimes.configs.md
- camel.runtimes.daytona_runtime.md
- camel.runtimes.docker_runtime.md
- camel.runtimes.remote_http_runtime.md
- camel.services.agent_openapi_server.md
- camel.societies.role_playing.md
- camel.societies.workforce.role_playing_worker.md
- camel.societies.workforce.single_agent_worker.md
- camel.societies.workforce.structured_output_handler.md
- camel.societies.workforce.task_channel.md
- camel.societies.workforce.utils.md
- camel.societies.workforce.worker.md
- camel.societies.workforce.workforce.md
- camel.societies.workforce.workforce_logger.md
- camel.storages.key_value_storages.mem0_cloud.md
- camel.storages.object_storages.amazon_s3.md
- camel.storages.object_storages.azure_blob.md
- camel.storages.object_storages.google_cloud.md
- camel.storages.vectordb_storages.chroma.md
- camel.storages.vectordb_storages.pgvector.md
- camel.tasks.task.md
- camel.toolkits.aci_toolkit.md
- camel.toolkits.arxiv_toolkit.md
- camel.toolkits.code_execution.md
- camel.toolkits.craw4ai_toolkit.md
- camel.toolkits.dappier_toolkit.md
- camel.toolkits.edgeone_pages_mcp_toolkit.md
- camel.toolkits.excel_toolkit.md
- camel.toolkits.file_toolkit.md
- camel.toolkits.github_toolkit.md
- camel.toolkits.gmail_toolkit.md
- camel.toolkits.google_drive_mcp_toolkit.md
- camel.toolkits.human_toolkit.md
- camel.toolkits.hybrid_browser_toolkit.actions.md
- camel.toolkits.hybrid_browser_toolkit.agent.md
- camel.toolkits.hybrid_browser_toolkit.browser_session.md
- camel.toolkits.hybrid_browser_toolkit.config_loader.md
- camel.toolkits.hybrid_browser_toolkit.hybrid_browser_toolkit.md
- camel.toolkits.hybrid_browser_toolkit.snapshot.md
- camel.toolkits.hybrid_browser_toolkit.stealth_config.md
- camel.toolkits.imap_toolkit.md
- camel.toolkits.jina_reranker_toolkit.md
- camel.toolkits.markitdown_toolkit.md
- camel.toolkits.message_agent_toolkit.md
- camel.toolkits.non_visual_browser_toolkit.nv_browser_session.md
- camel.toolkits.note_taking_toolkit.md
- camel.toolkits.openai_image_toolkit.md
- camel.toolkits.pptx_toolkit.md
- camel.toolkits.search_toolkit.md
- camel.toolkits.slack_toolkit.md
- camel.toolkits.sympy_toolkit.md
- camel.toolkits.task_planning_toolkit.md
- camel.toolkits.terminal_toolkit.md
- camel.toolkits.thinking_toolkit.md
- camel.toolkits.video_analysis_toolkit.md
- camel.toolkits.video_download_toolkit.md
- camel.toolkits.wechat_official_toolkit.md
- camel.types.agents.tool_calling_record.md
- camel.utils.message_summarizer.md
- camel.utils.tool_result.md
- camel.agents.rst
- camel.benchmarks.rst
- camel.bots.discord.rst
- camel.bots.rst
- camel.bots.slack.rst
- camel.configs.rst
- camel.data_collector.rst
- camel.datagen.rst
- camel.datagen.self_instruct.filter.rst
- camel.datagen.self_instruct.rst
- camel.datagen.source2synth.rst
- camel.datahubs.rst
- camel.datasets.rst
- camel.embeddings.rst
- camel.environments.rst
- camel.extractors.rst
- camel.interpreters.rst
- camel.loaders.rst
- camel.memories.blocks.rst
- camel.memories.context_creators.rst
- camel.memories.rst
- camel.messages.conversion.rst
- camel.messages.conversion.sharegpt.hermes.rst
- camel.messages.conversion.sharegpt.rst
- camel.messages.rst
- camel.models.reward.rst
- camel.models.rst
- camel.personas.rst
- camel.prompts.rst
- camel.responses.rst
- camel.retrievers.rst
- camel.rst
- camel.runtime.rst
- camel.runtime.utils.rst
- camel.schemas.rst
- camel.societies.rst
- camel.societies.workforce.rst
- camel.storages.graph_storages.rst
- camel.storages.key_value_storages.rst
- camel.storages.object_storages.rst
- camel.storages.rst
- camel.storages.vectordb_storages.rst
- camel.tasks.rst
- camel.terminators.rst
- camel.toolkits.rst
- camel.types.agents.rst
- camel.types.rst
- camel.utils.rst
- camel.verifiers.rst
- conf.py
- index.rst
- make.bat
- Makefile
- modules.rst
- README.md
- calculator_server.py
- mcp_agent_using_registry.py
- mcp_agent_without_function_calling.py
- mcp_servers_config.json
- agent_step_with_reasoning.py
- agent_summarize.py
- agent_to_mcp.py
- agents_share_modelmanager.py
- chatagent_request_usage_callback.py
- chatagent_stream.py
- create_chat_agent.py
- repo_agent.py
- single_agent.py
- generate_meta_data.py
- role_playing.py
- role_playing_multi_lingual.py
- role_playing_multiprocess.py
- role_playing_with_critic.py
- role_playing_with_human.py
- task_generation.py
- apibank.py
- apibench.py
- browsecomp_chat_agent.py
- browsecomp_roleplaying.py
- browsecomp_workforce.py
- gaia.py
- gaia_results.jsonl
- nexus.py
- ragbench.py
- discord_bot.py
- discord_bot_installation_management.py
- discord_bot_use_msg_queue.py
- slack_bot.py
- slack_bot_use_msg_queue.py
- semantic_cache_example.py
- generate_meta_data.py
- role_playing.py
- role_playing_multiprocess.py
- task_generation.py
- alpaca_collector.py
- sharegpt_collector.py
- evol_instruct.py
- input.json
- results_iter.json
- results_iter_harder.json
- download_math_datasets.py
- gsm8k_dataset.json
- self_improving_cot_example.py
- self_improving_cot_example_with_r1.py
- data_output.json
- seed_tasks.jsonl
- self_instruct.py
- source2synth.py
- huggingface.py
- few_shot_generator.py
- self_instruct_generator.py
- static_data_saving.py
- .traceroot-config.yaml
- eigent.py
- README_traceroot.md
- traceroot_example.py
- gemini_embedding_example.py
- jina_embedding_example.py
- openai_compatible_embedding_example.py
- together_embedding_example.py
- vlm_embedding_example.py
- rlcards_example.py
- tic_tac_toe.py
- single_agent.py
- use_external_tools.py
- python_strategies_example.py
- single_agent.py
- task_generation.py
- internal_python_interpreter.py
- ipython_interpreter_example.py
- microsandbox_interpreter_example.py
- knowledge_graph_agent_example.py
- neo4j_example.py
- apify_example.py
- chunkr_example.py
- crawl4ai_example.py
- firecrawl_example.py
- jina_url_reader_example.py
- markitdown_example.py
- mineru_example.py
- mistral_example.py
- scrapegraph_example.py
- unstructured_io_example.py
- agent_memory_example.py
- agent_memory_vector_db_example.py
- score_based_context_example.py
- vector_db_memory_example.py
- role_playing_multiprocess.py
- role_playing_with_human.py
- single_agent.py
- task_generation.py
- config.json
- config.yaml
- grok.py
- nemotron.py
- qwen.py
- zhipu_response_format.py
- nemotron_model_example.py
- skywork_model.py
- aihubmix_model_example.py
- aiml_model_example.py
- amd_model_example.py
- anthropic_model_example.py
- anthropic_structured_output_example.py
- atlascloud_model_example.py
- aws_bedrock_model_example.py
- azure_openai_model_example.py
- azure_openai_responses_api_example.py
- cerebras_model_example.py
- claude_model_example.py
- cohere_model_example.py
- cometapi_model_example.py
- crynux_model_example.py
- deepseek_model_example.py
- deepseek_reasoner_model_example.py
- deepseek_reasoner_model_separate_answers.py
- ernie_model_example.py
- fish_audio_model_example.py
- function_gemma_model_example.py
- gemini_model_example.py
- groq_model_example.py
- internlm_model_example.py
- litellm_model_example.py
- lmstudio_model_example.py
- minimax_interleaved_thinking_example.py
- minimax_model_example.py
- mistral_model_example.py
- model_manger.py
- modelscope_model_example.py
- moonshot_interleaved_thinking_example.py
- moonshot_model_example.py
- nebius_model_example.py
- nemotron_model_example.py
- netmind_model_example.py
- novita_model_example.py
- nvidia_model_example.py
- ollama_model_example.py
- ollama_multimodel_example.py
- openai_audio_models_example.py
- openai_example.py
- openai_responses_api_example.py
- openai_structured_output_example.py
- openrouter_horizon_alpha_example.py
- openrouter_llama3.1_example .py
- openrouter_llama4_example.py
- orcarouter_example.py
- ppio_model_example.py
- prompt_caching_anthropic_example.py
- prompt_caching_azure_example.py
- prompt_caching_bedrock_example.py
- prompt_caching_gemini_example.py
- prompt_caching_openai_example.py
- qwen_model_example.py
- qwq_model_example.py
- reka_model_example.py
- role_playing_with_claude.py
- role_playing_with_cohere.py
- role_playing_with_gemini.py
- role_playing_with_groq.py
- role_playing_with_mistral.py
- role_playing_with_ollama.py
- role_playing_with_sambanova.py
- role_playing_with_volcano.py
- samba_model_example.py
- sglang_model_example.py
- siliconflow_model_example.py
- togetherai_model_example.py
- vllm_model_example.py
- volcano_interleaved_thinking_example.py
- volcano_model_example.py
- watsonx_model_example.py
- xai_model_example.py
- yi_model_example.py
- zhipuai_interleaved_thinking_example.py
- zhipuai_model_example.py
- agentops_track_roleplaying_with_function.py
- langfuse_example.py
- README_Langfuse.md
- personas_generation.py
- single_agent_with_hybrid_rag.py
- jina_rerank_example.py
- role_generation.py
- role_playing_with_role_description.py
- Dockerfile
- manage_camel_docker.sh
- README.md
- ubuntu_docker_example.py
- code_execution_with_docker_runtime.py
- code_execution_with_llm_guard_runtime.py
- daytona_runtime.py
- docker_runtime.py
- docker_runtime_with_tasks.py
- remote_http_runtime.py
- shared_runtime_multi_toolkit.py
- openai_converter_example.py
- outlines_converter_example.py
- agent_openapi_server.py
- chroma_vector_storage.py
- nebular_graph.py
- oceanbase_vector_storage.py
- pgvector_storage.py
- redis_storage.py
- s3_storage.py
- surreal_vector_storage.py
- tidb_vector_storage.py
- weaviate_vector_storage.py
- json_format_reponse_with_tools.py
- json_format_response.py
- structure_response_prompt_engineering.py
- gpt_solution_extraction.py
- gpt_solver.py
- handle_token_limit.py
- multi_modal_task_generation.py
- task_generation.py
- task_image.png
- task_video.mov
- test_ai_society_example.py
- test_code_example.py
- test_role_description_example.py
- test_single_agent.py
- test_unstructured_io_example.py
- arxiv_toolkit_server.py
- client.py
- client_sync.py
- client.py
- client.py
- terminal_toolkit_server.py
- mcp_search_toolkit.py
- mcp_servers_config.json
- mcp_toolkit.py
- SKILL.md
- analyze.py
- SKILL.md
- SKILL.md
- example.py
- blank.pptx
- ion_boardroom.pptx
- minimalist_sales_pitch.pptx
- modern.pptx
- urban_monochrome.pptx
- aci_toolkit.py
- agent_toolkit.py
- arxiv_toolkit.py
- ask_news_toolkit.py
- async_browser_toolkit.py
- audio_analysis_toolkit.py
- bohrium_toolkit_example.py
- bohrium_toolkit_example.yaml
- browser_toolkit.py
- browser_toolkit_with_cookie.py
- browser_toolkit_with_user_data_dir.py
- code_execution_toolkit.py
- context_summarizer_toolkit.py
- dappier_toolkit.py
- data_commons_toolkit.py
- dingtalk.py
- dynamic_dependency.py
- e2b_custom_provider_example.py
- edgeone_pages_mcp_toolkit.py
- excel_toolkit.py
- file_toolkit.py
- function_tool_example.py
- generate_openai_tool_schema.py
- github_toolkit.py
- gmail_toolkit.py
- google_calendar_toolkit.py
- google_drive_mcp_toolkit.py
- google_scholar_toolkit.py
- grok_image_example.py
- headless_browser_search_toolkit_example.py
- human_toolkit.py
- hybrid_browser_toolkit_example.py
- image_analysis_toolkit.py
- imap_mail_toolkit.py
- jina_reranker_toolkit.py
- klavis_toolkit.py
- lark_toolkit_example.py
- memory_toolkit.py
- meshy_toolkit.py
- message_agent_toolkit.py
- microsoft_outlook_mail_toolkit.py
- mineru_toolkit.py
- networkx_toolkit.py
- notion_mcp_tookit.py
- notion_toolkit.py
- openai_image_example.py
- openapi_toolkit.py
- openbb_toolkit.py
- planning_worktree_toolkit.py
- playwright_mcp_toolkit.py
- post_weather_on_twitter.py
- pptx_toolkit.py
- pubmed_toolkit.py
- pyautogui_toolkit.py
- querit_search_example.py
- reddit_toolkit.py
- resend_toolkit.py
- role_playing_with_functions.py
- screenshot_toolkit_example.py
- search_google_with_exclusion.py
- search_toolkit.py
- searxng_toolkit.py
- semantic_scholar_toolkit.py
- skill_toolkit.py
- sql_toolkit.py
- sympy_toolkit.py
- synthesize_function_execution.py
- task_planning_toolkit.py
- terminal_toolkit.py
- terminal_toolkit_runtimes.py
- thinking_toolkit.py
- todo_toolkit.py
- toolkit_message_integration.py
- toolkit_timeout.py
- vertex_ai_veo_toolkit.py
- video_analysis_toolkit.py
- web_fetch_toolkit_example.py
- webdeploy_toolkit.py
- wechat_official_toolkit.py
- wolfram_alpha_toolkit.py
- zapier_toolkit.py
- translator.py
- aci_toolkit_camel.py
- camel_mcp_aci.py
- create_config.py
- env.example
- README.md
- logo_airbnb_mcp.png
- logo_camel_ai.png
- screenshot.png
- app.py
- mcp_servers_config.json
- README.md
- requirements.txt
- logo_camel_ai.png
- logo_github.jpg
- screenshot_chat.png
- app.py
- demo_git_ingest.py
- mcp_servers_config.json
- README.md
- requirements.txt
- app.py
- README.md
- requirements.txt
- app.py
- mcp_config.json
- README.md
- requirements.txt
- run_cloudflare_mcp_with_camel_ai.py
- app.py
- README.md
- requirements.txt
- CAMEL_logo.jpg
- mistral_logo.png
- app.py
- README.md
- requirements.txt
- .env.template
- app.py
- README.md
- requirements.txt
- CAMEL_logo.jpg
- urban_monochrome.pptx
- app_pptx.py
- README.md
- requirements.txt
- app.py
- README.md
- requirements.txt
- math_verifier_example.py
- physics_verifier_example.py
- python_verifier_example.py
- duckduckgo_video_object_recognition.py
- image_analysis.py
- image_crafting.py
- multi_condition_image_crafting.py
- multi_turn_image_refining.py
- video_description.py
- web_video_description_extractor.py
- web_video_object_recognition.py
- simple_hotkey_demo.py
- eigent.py
- hackathon_judges.py
- multi_turn_conversation.py
- multiple_single_agents.py
- pipeline_workflow_example.py
- role_playing_with_agents.py
- simple_workforce_mcp.py
- workforce_callbacks_example.py
- workforce_multitask_with_skip.py
- workforce_shared_memory_validation.py
- workforce_workflow_memory_example.py
- __init__.py
- conversion.py
- custom_client_usage.py
- files_log.py
- license_template.txt
- update_license.py
- favicon.png
- framework.png
- logo_light.png
- wechat.jpeg
- chatagent_overhead.py
- agent_config.py
- agent_mcp_server.py
- __init__.py
- README.md
- test_agent_base.py
- test_agent_e2e.py
- test_chat_agent.py
- test_chat_agent_clone.py
- test_chat_agent_tool_log.py
- test_critic_agent.py
- test_knowledge_agent.py
- test_mcp_agent.py
- test_openai_responses_api_e2e.py
- test_repo_agent.py
- test_role_assignment_agent.py
- test_role_playing.py
- test_task_agent.py
- test_apibank_benchmark.py
- test_apibench_benchmark.py
- test_gaia_benchmark.py
- test_nexus_benchmark.py
- test_discord_app.py
- test_slack_app.py
- test_telegram_bot.py
- test_semantic_cache.py
- test_alpaca_collector.py
- test_sharegpt_collector.py
- test_hello.docx
- test_hello.html
- test_hello.json
- test_hello.pdf
- test_hello.txt
- test_hello_multi.docx
- test_hello_multi.pdf
- filter_function_tests.py
- instruction_filter_tests.py
- self_instruct_tests.py
- test_evol_instruct.py
- test_self_improving_cot_pipeline.py
- test_huggingface.py
- test_base_dataset.py
- test_self_instruct_generator.py
- test_docs_sync.py
- test_azure_embedding.py
- test_embeddings_decorators.py
- test_gemini_embedding.py
- test_jina_embedding.py
- test_mistral_embedding.py
- test_open_source_embeddings.py
- test_openai_compatible_embedding.py
- test_openai_embedding.py
- test_vlm_embeddings.py
- test_multi_step_env.py
- test_single_step_env.py
- test_tictactoe_env.py
- test_base_extractor.py
- test_python_strategies.py
- test_minimal_dependency.py
- test_docker_interpreter.py
- test_interpreters_decorators.py
- test_jupyterkernel_interpreter.py
- test_microsandbox_interpreter.py
- test_python_interpreter.py
- test_subprocess_interpreter.py
- test_apify.py
- test_base_io.py
- test_chunkr_reader.py
- test_crawl4ai.py
- test_firecrawl.py
- test_jina_url_reader.py
- test_loaders_decorators.py
- test_markitdown.py
- test_mineru_extractor.py
- test_mistral_reader.py
- test_scrapegraph_reader.py
- test_unstructured_io.py
- test_score_based.py
- test_agent_memories.py
- test_blocks.py
- test_chat_history_memory.py
- test_vector_db_memory.py
- test_chat_message.py
- test_func_message.py
- test_message_base.py
- test_nemotron_model.py
- claude_haiku_4_5_config.json
- gemini_1.5_flash_config.json
- ollama_config.json
- ollama_openai_token_counter.json
- openai3.5_turbo_config.json
- openai4o_config.json
- claude_haiku_4_5_config.yaml
- ollama_config.yaml
- ollama_openai_config.yaml
- openai3.5_turbo_config.yaml
- openai4o_config.yaml
- test_aiml_model.py
- test_amd_model.py
- test_anthropic_model.py
- test_atlascloud_model.py
- test_avian_model.py
- test_aws_bedrock_converse_model.py
- test_aws_bedrock_model.py
- test_azure_openai_model.py
- test_base_model.py
- test_cerebras_model.py
- test_cohere_model.py
- test_cometapi_model.py
- test_crynux_model.py
- test_deepseek_model.py
- test_fish_audio_model.py
- test_function_gemma_model.py
- test_gemini_model.py
- test_groq_llama3_model.py
- test_internlm_model.py
- test_litellm_model.py
- test_lmstudio_model.py
- test_minimax_model.py
- test_mistral_model.py
- test_model_factory.py
- test_model_manager.py
- test_model_type.py
- test_modelscope_model.py
- test_moonshot_model.py
- test_nebius_model.py
- test_netmind_model.py
- test_novita_model.py
- test_nvidia_model.py
- test_ollama_model.py
- test_openai_audio_models.py
- test_openai_compatible_model.py
- test_openai_model.py
- test_openai_responses_adapter.py
- test_openrouter_model.py
- test_orcarouter_model.py
- test_ppio_model.py
- test_qianfan_model.py
- test_qwen_model.py
- test_reka_model.py
- test_samba_model.py
- test_sglang_model.py
- test_togetherai_model.py
- test_vllm_model.py
- test_volcano_model.py
- test_watsonx_model.py
- test_xai_model.py
- test_yi_model.py
- test_zhipuai_model.py
- test_persona_generator.py
- test_ai_society.py
- test_code.py
- test_generate_text_embedding_data.py
- test_misalignment.py
- test_prompt_base.py
- test_prompt_templates.py
- test_role_description_prompt_template.py
- test_task_prompt_template.py
- test_translation.py
- test_auto_retriever.py
- test_bm25_retriever.py
- test_cohere_rerank_retriever.py
- test_hybrid_retriever.py
- test_jina_rerank_retriever.py
- test_retrievers_decorators.py
- test_vector_retriever.py
- test_base_runtime.py
- test_code_execution_with_llm_guard_runtime.py
- test_daytona_runtime.py
- test_docker_runtime.py
- test_remote_http_runtime.py
- test_shared_runtime.py
- test_openai_converter.py
- test_agent_mcp_server.py
- test_agent_openapi_server.py
- test_graph_element.py
- test_nebula_graph.py
- test_neo4j_graph.py
- test_key_value_storages.py
- test_mem0_cloud.py
- test_redis.py
- test_amazon_s3.py
- test_azure_blob.py
- test_google_cloud.py
- test_all_vectordbs.py
- test_faiss.py
- test_milvus.py
- test_oceanbase.py
- test_pgvector.py
- test_qdrant.py
- test_surreal.py
- test_tidb.py
- test_weaviate.py
- test_storages_decorators.py
- test_task.py
- test_response_terminator.py
- test_token_limit_terminator.py
- test_aci_toolkit.py
- test_agent_toolkit.py
- test_arxiv_functions.py
- test_asknews_function.py
- test_async_browser_toolkit.py
- test_audio_analysis_toolkit.py
- test_bohrium_toolkit.py
- test_browser_toolkit.py
- test_code_execution.py
- test_context_summarizer_toolkit.py
- test_craw4ai_toolkit.py
- test_dappier_function.py
- test_data_commons_toolkit.py
- test_dingtalk.py
- test_enable_other_runtimes.py
- test_excel_toolkit.py
- test_file_toolkit.py
- test_function_tool_decorator.py
- test_generate_openai_tool_schema.py
- test_github_toolkit.py
- test_gmail_toolkit.py
- test_go_runtime.py
- test_google_calendar_toolkit.py
- test_google_maps_function.py
- test_google_scholar_toolkit.py
- test_hybrid_browser_toolkit.py
- test_image_analysis_toolkiy.py
- test_image_generation.py
- test_imap_mail_toolkit.py
- test_java_runtime.py
- test_jina_reranker_toolkit.py
- test_klavis_toolkit.py
- test_lark_toolkit.py
- test_linkedin_function.py
- test_math_functions.py
- test_mcp_toolkit.py
- test_memory_toolkit.py
- test_meshy_function.py
- test_message_agent_toolkit.py
- test_message_integration.py
- test_microsoft_outlook_mail_toolkit.py
- test_mineru_toolkit.py
- test_networkx_toolkit.py
- test_note_taking_toolkit.py
- test_notion_toolkit.py
- test_open_api_function.py
- test_openai_function.py
- test_openbb_functions.py
- test_planning_worktree_toolkit.py
- test_pptx_toolkit.py
- test_pubmed_toolkit.py
- test_pyautogui_toolkit.py
- test_reddit_functions.py
- test_resend_toolkit.py
- test_runtime_utils.py
- test_screenshot_toolkit.py
- test_search_functions.py
- test_searxng_toolkit.py
- test_semantic_scholar_functions.py
- test_skill_toolkit.py
- test_slack_functions.py
- test_sql_toolkit.py
- test_stripe_function.py
- test_sympy_toolkit.py
- test_synthesize_output.py
- test_terminal_toolkit.py
- test_thinking_toolkit.py
- test_todo_toolkit.py
- test_twelvelabs_toolkit.py
- test_twitter_function.py
- test_vertex_ai_veo_toolkit.py
- test_video_analysis_toolkit.py
- test_video_download_function.py
- test_weather_function.py
- test_web_deploy_toolkit.py
- test_web_fetch_toolkit.py
- test_wechat_official_toolkit.py
- test_whatsapp_function.py
- test_wolframalpha_toolkit.py
- test_zapier_ai_function.py
- test_async_func.py
- test_commons.py
- test_context_utils.py
- test_deduplication.py
- test_filename.py
- test_mcp.py
- test_mcp_client.py
- test_mcp_server.py
- test_message_summarizer.py
- test_response_format.py
- test_stream_utils.py
- test_token_counting.py
- test_base_verifier.py
- test_math_verifier.py
- test_python_verifier.py
- test_workflow_memory.py
- test_workforce.py
- test_workforce_callbacks.py
- test_workforce_pipeline.py
- test_workforce_single_agent.py
- conftest.py
- test_all_exports.py
- test_generators.py
- test_human.py
- .env.example
- .gitignore
- .pre-commit-config.yaml
- .style.yapf
- camel_log_viewer.html
- CONTRIBUTING.md
- LICENSE
- Makefile
- pyproject.toml
- README.ja.md
- README.md
- README.zh.md
- SECURITY.md
- uv.lock
// repository documentation
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