# CAMEL-AI Documentation ## Docs - [Agent Generate Structured Output Examples](https://docs.camel-ai.org/cookbooks/advanced_features/agent_generate_structured_output.md) - [Track CAMEL Agents with AgentOps](https://docs.camel-ai.org/cookbooks/advanced_features/agents_tracking.md) - [CAMEL MCP Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_MCP.md) - [šŸ“Š Dynamic Knowledge Graph Construction for Financial Report with CAMEL](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_dkg.md) - [Graph RAG Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_graph_rag.md) - [Agents with Human-in-loop and Tool Approval from HumanLayer](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_human_in_loop_and_tool_approval.md) - [Memory Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_memory.md) - [RAG Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_rag.md) - [Tools Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_tools.md) - [Using Tools from ACI](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_tools_from_ACI.md) - [Using Tools from Composio](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_tools_from_Composio.md) - [Critic Agents and Tree Search](https://docs.camel-ai.org/cookbooks/advanced_features/critic_agents_and_tree_search.md) - [Embodied Agents](https://docs.camel-ai.org/cookbooks/advanced_features/embodied_agents.md) - [Customer Service Discord Bot Using Cohere model with Agentic RAG](https://docs.camel-ai.org/cookbooks/applications/customer_service_Discord_bot_using_Cohere_model_with_agentic_RAG.md) - [Customer Service Discord Bot Using SambaNova with Agentic RAG](https://docs.camel-ai.org/cookbooks/applications/customer_service_Discord_bot_using_SambaNova_with_agentic_RAG.md) - [Customer Service Discord Bot Using Local Models with Agentic RAG](https://docs.camel-ai.org/cookbooks/applications/customer_service_Discord_bot_using_local_model_with_agentic_RAG.md) - [Customer Service Discord Bot with Agentic RAG](https://docs.camel-ai.org/cookbooks/applications/customer_service_Discord_bot_with_agentic_RAG.md) - [Dynamic Travel Planner Role-Playing: Multi-Agent System with Real-Time Insights Powered by Dappier](https://docs.camel-ai.org/cookbooks/applications/dynamic_travel_planner.md) - [Customer Service Discord Bot for Finance with OpenBB](https://docs.camel-ai.org/cookbooks/applications/finance_discord_bot.md) - [🐫 šŸ“Š CAMEL-AI PPTXToolkit Cookbook](https://docs.camel-ai.org/cookbooks/applications/pptx_toolkit.md) - [Role-Playing Scraper for Report & Knowledge Graph Generation](https://docs.camel-ai.org/cookbooks/applications/roleplaying_scraper.md) - [Message Cookbook](https://docs.camel-ai.org/cookbooks/basic_concepts/agents_message.md) - [Prompting Cookbook](https://docs.camel-ai.org/cookbooks/basic_concepts/agents_prompting.md) - [Creating Your First Agent](https://docs.camel-ai.org/cookbooks/basic_concepts/create_your_first_agent.md) - [Creating Your First Agent Society](https://docs.camel-ai.org/cookbooks/basic_concepts/create_your_first_agents_society.md) - [CoT Data Generation and SFT Qwen With Unsloth](https://docs.camel-ai.org/cookbooks/data_generation/cot_data_gen_sft_qwen_unsolth_upload_huggingface.md) - [Real Function Calls and Hermes Format Data Generation](https://docs.camel-ai.org/cookbooks/data_generation/data_gen_with_real_function_calls_and_hermes_format.md) - [Agentic Data Model Generation and Structured Output Powered by CAMEL & Qwen](https://docs.camel-ai.org/cookbooks/data_generation/data_model_generation_and_structured_output_with_qwen.md) - [Distill Math Reasoning Data from DeepSeek R1 with CAMEL](https://docs.camel-ai.org/cookbooks/data_generation/distill_math_reasoning_data_from_deepseek_r1.md) - [Self Improving Cot Generation](https://docs.camel-ai.org/cookbooks/data_generation/self_improving_cot_generation.md) - [Self-Improving Math Reasoning Data Distillation from DeepSeek R1 with CAMEL](https://docs.camel-ai.org/cookbooks/data_generation/self_improving_math_reasoning_data_distillation_from_deepSeek_r1.md) - [Self-instruct Data Generation Using Qwen](https://docs.camel-ai.org/cookbooks/data_generation/self_instruct_data_generation.md) - [Sft Data Generation And Unsloth Finetuning Qwen2 5 7B](https://docs.camel-ai.org/cookbooks/data_generation/sft_data_generation_and_unsloth_finetuning_Qwen2_5_7B.md) - [Sft Data Generation And Unsloth Finetuning Mistral 7B Instruct](https://docs.camel-ai.org/cookbooks/data_generation/sft_data_generation_and_unsloth_finetuning_mistral_7b_instruct.md) - [Sft Data Generation And Unsloth Finetuning Tinyllama](https://docs.camel-ai.org/cookbooks/data_generation/sft_data_generation_and_unsloth_finetuning_tinyllama.md) - [Agentic Data Generation, Evaluation & Filtering with Reward Models](https://docs.camel-ai.org/cookbooks/data_generation/synthetic_dataevaluation&filter_with_reward_model.md) - [Create AI Agents that work with your PDFs using Chunkr & Mistral AI](https://docs.camel-ai.org/cookbooks/data_processing/agent_with_chunkr_for_pdf_parsing.md) - [3 ways to ingest data from websites with Firecrawl](https://docs.camel-ai.org/cookbooks/data_processing/ingest_data_from_websites_with_Firecrawl.md) - [Create Document Summarization Agents with Mistral OCR & CAMEL-AI 🐫](https://docs.camel-ai.org/cookbooks/data_processing/summarisation_agent_with_mistral_ocr.md) - [Video Analysis](https://docs.camel-ai.org/cookbooks/data_processing/video_analysis.md) - [Batched Single Step Environment in Camel](https://docs.camel-ai.org/cookbooks/loong/batched_single_step_env.md) - [Tic Tac Toe](https://docs.camel-ai.org/cookbooks/loong/multi_step_rl.md) - [Single Step Environment in Camel](https://docs.camel-ai.org/cookbooks/loong/single_step_env.md) - [CAMEL Cookbook: SQL MCP Server](https://docs.camel-ai.org/cookbooks/mcp/agents_with_sql_mcp.md) - [CAMEL Cookbook: Pairing AI Agents with 600+ MCP Tools via ACI.dev](https://docs.camel-ai.org/cookbooks/mcp/camel_aci_mcp_cookbook.md) - [Develop Trading Bot with Role Playing](https://docs.camel-ai.org/cookbooks/multi_agent_society/agents_society.md) - [šŸ³ CAMEL Cookbook: Building a Collaborative AI Research Society](https://docs.camel-ai.org/cookbooks/multi_agent_society/azure_openai_claude_society.md) - [Task Generation Cookbook](https://docs.camel-ai.org/cookbooks/multi_agent_society/task_generation.md) - [Create A Hackathon Judge Committee with Workforce](https://docs.camel-ai.org/cookbooks/multi_agent_society/workforce_judge_committee.md) - [Installation](https://docs.camel-ai.org/get_started/installation.md): Get started with CAMEL-AI - Install, configure, and build your first multi-agent system - [Introduction](https://docs.camel-ai.org/get_started/introduction.md): CAMEL-AI is an open-source community for finding the scaling laws of agents for data generation, world simulation, and task automation. - [Setup](https://docs.camel-ai.org/get_started/setup.md): Configure API credentials and select a model provider - [Agents](https://docs.camel-ai.org/key_modules/agents.md): Learn about CAMEL's agent types, with a focus on ChatAgent and advanced agent architectures for AI-powered automation. - [Browser Toolkit](https://docs.camel-ai.org/key_modules/browsertoolkit.md) - [Datagen](https://docs.camel-ai.org/key_modules/datagen.md): CAMEL’s data generation modules for high-quality, instruction-tuned, and reasoning-rich datasets. - [Embeddings](https://docs.camel-ai.org/key_modules/embeddings.md) - [Interpreters](https://docs.camel-ai.org/key_modules/interpreters.md): Execute code safely and flexibly with CAMEL’s suite of interpreters: local, isolated, and cloud-based execution environments. - [Loaders](https://docs.camel-ai.org/key_modules/loaders.md) - [Memory](https://docs.camel-ai.org/key_modules/memory.md) - [Messages](https://docs.camel-ai.org/key_modules/messages.md) - [Models](https://docs.camel-ai.org/key_modules/models.md): CAMEL-AI: Flexible integration and deployment of top LLMs and multimodal models like [OpenAI](https://openai.com/), [Mistral](https://mistral.ai/), [Gemini](https://ai.google.dev/gemini-api/docs/models), [Llama](https://www.llama.com/), [Nebius](https://nebius.com/), and more. - [Prompts](https://docs.camel-ai.org/key_modules/prompts.md) - [Retrievers](https://docs.camel-ai.org/key_modules/retrievers.md) - [Runtimes](https://docs.camel-ai.org/key_modules/runtimes.md): Flexible, secure, and scalable code execution with CAMEL’s runtime environments: guardrails, Docker, remote, and cloud sandboxes. - [Societies](https://docs.camel-ai.org/key_modules/societies.md): Collaborative agent frameworks in CAMEL: autonomous social behaviors, role-based task solving, and turn-based agent societies. - [Storages](https://docs.camel-ai.org/key_modules/storages.md) - [Tasks](https://docs.camel-ai.org/key_modules/tasks.md) - [Terminal Toolkit](https://docs.camel-ai.org/key_modules/terminaltoolkit.md) - [Tools](https://docs.camel-ai.org/key_modules/tools.md) - [Workforce](https://docs.camel-ai.org/key_modules/workforce.md) - [CAMEL Agents as an MCP Client](https://docs.camel-ai.org/mcp/camel_agents_as_an_mcp_clients.md) - [Toolkit as MCP Server](https://docs.camel-ai.org/mcp/camel_toolkits_as_an_mcp_server.md): Share any CAMEL toolkit as an MCP server so external clients and agents can use your tools. - [CAMEL Agent as an MCP Server](https://docs.camel-ai.org/mcp/export_camel_agent_as_mcp_server.md): Turn your CAMEL ChatAgent into an MCP server—let any client (Claude, Cursor, custom apps) connect and use your agent as a universal AI backend. - [CAMEL-AI MCPHub](https://docs.camel-ai.org/mcp/mcp_hub.md) - [Overview](https://docs.camel-ai.org/mcp/overview.md): Introduction to MCP: what it is, why it matters, and how it transforms agent integration. - [Camel.agents. types](https://docs.camel-ai.org/reference/camel.agents._types.md) - [Camel.agents. utils](https://docs.camel-ai.org/reference/camel.agents._utils.md) - [Camel.agents.base](https://docs.camel-ai.org/reference/camel.agents.base.md) - [Camel.agents.chat agent](https://docs.camel-ai.org/reference/camel.agents.chat_agent.md) - [Camel.agents.critic agent](https://docs.camel-ai.org/reference/camel.agents.critic_agent.md) - [Camel.agents.deductive reasoner agent](https://docs.camel-ai.org/reference/camel.agents.deductive_reasoner_agent.md) - [Camel.agents.embodied agent](https://docs.camel-ai.org/reference/camel.agents.embodied_agent.md) - [Camel.agents.knowledge graph agent](https://docs.camel-ai.org/reference/camel.agents.knowledge_graph_agent.md) - [Camel.agents.mcp agent](https://docs.camel-ai.org/reference/camel.agents.mcp_agent.md) - [Camel.agents.programmed agent instruction](https://docs.camel-ai.org/reference/camel.agents.programmed_agent_instruction.md) - [Camel.agents.repo agent](https://docs.camel-ai.org/reference/camel.agents.repo_agent.md) - [Camel.agents.role assignment agent](https://docs.camel-ai.org/reference/camel.agents.role_assignment_agent.md) - [Camel.agents.search agent](https://docs.camel-ai.org/reference/camel.agents.search_agent.md) - [Camel.agents.task agent](https://docs.camel-ai.org/reference/camel.agents.task_agent.md) - [Camel.agents.tool agents.base](https://docs.camel-ai.org/reference/camel.agents.tool_agents.base.md) - [Camel.agents.tool agents.hugging face tool agent](https://docs.camel-ai.org/reference/camel.agents.tool_agents.hugging_face_tool_agent.md) - [Camel.benchmarks.apibank](https://docs.camel-ai.org/reference/camel.benchmarks.apibank.md) - [Camel.benchmarks.apibench](https://docs.camel-ai.org/reference/camel.benchmarks.apibench.md) - [Camel.benchmarks.base](https://docs.camel-ai.org/reference/camel.benchmarks.base.md) - [Camel.benchmarks.browsecomp](https://docs.camel-ai.org/reference/camel.benchmarks.browsecomp.md) - [Camel.benchmarks.gaia](https://docs.camel-ai.org/reference/camel.benchmarks.gaia.md) - [Camel.benchmarks.mock website.app](https://docs.camel-ai.org/reference/camel.benchmarks.mock_website.app.md) - [Camel.benchmarks.mock website.mock web](https://docs.camel-ai.org/reference/camel.benchmarks.mock_website.mock_web.md) - [Camel.benchmarks.nexus](https://docs.camel-ai.org/reference/camel.benchmarks.nexus.md) - [Camel.benchmarks.ragbench](https://docs.camel-ai.org/reference/camel.benchmarks.ragbench.md) - [Camel.bots.discord.discord app](https://docs.camel-ai.org/reference/camel.bots.discord.discord_app.md) - [Camel.bots.discord.discord installation](https://docs.camel-ai.org/reference/camel.bots.discord.discord_installation.md) - [Camel.bots.discord.discord store](https://docs.camel-ai.org/reference/camel.bots.discord.discord_store.md) - [Camel.bots.slack.models](https://docs.camel-ai.org/reference/camel.bots.slack.models.md) - [Camel.bots.slack.slack app](https://docs.camel-ai.org/reference/camel.bots.slack.slack_app.md) - [Camel.bots.telegram bot](https://docs.camel-ai.org/reference/camel.bots.telegram_bot.md) - [Camel.configs.aihubmix config](https://docs.camel-ai.org/reference/camel.configs.aihubmix_config.md) - [Camel.configs.aiml config](https://docs.camel-ai.org/reference/camel.configs.aiml_config.md) - [Camel.configs.amd config](https://docs.camel-ai.org/reference/camel.configs.amd_config.md) - [Camel.configs.anthropic config](https://docs.camel-ai.org/reference/camel.configs.anthropic_config.md) - [Camel.configs.atlascloud config](https://docs.camel-ai.org/reference/camel.configs.atlascloud_config.md) - [Camel.configs.base config](https://docs.camel-ai.org/reference/camel.configs.base_config.md) - [Camel.configs.bedrock config](https://docs.camel-ai.org/reference/camel.configs.bedrock_config.md) - [Camel.configs.cerebras config](https://docs.camel-ai.org/reference/camel.configs.cerebras_config.md) - [Camel.configs.cohere config](https://docs.camel-ai.org/reference/camel.configs.cohere_config.md) - [Camel.configs.cometapi config](https://docs.camel-ai.org/reference/camel.configs.cometapi_config.md) - [Camel.configs.crynux config](https://docs.camel-ai.org/reference/camel.configs.crynux_config.md) - [Camel.configs.deepseek config](https://docs.camel-ai.org/reference/camel.configs.deepseek_config.md) - [Camel.configs.function gemma config](https://docs.camel-ai.org/reference/camel.configs.function_gemma_config.md) - [Camel.configs.gemini config](https://docs.camel-ai.org/reference/camel.configs.gemini_config.md) - [Camel.configs.groq config](https://docs.camel-ai.org/reference/camel.configs.groq_config.md) - [Camel.configs.internlm config](https://docs.camel-ai.org/reference/camel.configs.internlm_config.md) - [Camel.configs.litellm config](https://docs.camel-ai.org/reference/camel.configs.litellm_config.md) - [Camel.configs.lmstudio config](https://docs.camel-ai.org/reference/camel.configs.lmstudio_config.md) - [Camel.configs.minimax config](https://docs.camel-ai.org/reference/camel.configs.minimax_config.md) - [Camel.configs.mistral config](https://docs.camel-ai.org/reference/camel.configs.mistral_config.md) - [Camel.configs.modelscope config](https://docs.camel-ai.org/reference/camel.configs.modelscope_config.md) - [Camel.configs.moonshot config](https://docs.camel-ai.org/reference/camel.configs.moonshot_config.md) - [Camel.configs.nebius config](https://docs.camel-ai.org/reference/camel.configs.nebius_config.md) - [Camel.configs.netmind config](https://docs.camel-ai.org/reference/camel.configs.netmind_config.md) - [Camel.configs.novita config](https://docs.camel-ai.org/reference/camel.configs.novita_config.md) - [Camel.configs.nvidia config](https://docs.camel-ai.org/reference/camel.configs.nvidia_config.md) - [Camel.configs.ollama config](https://docs.camel-ai.org/reference/camel.configs.ollama_config.md) - [Camel.configs.openai config](https://docs.camel-ai.org/reference/camel.configs.openai_config.md) - [Camel.configs.openrouter config](https://docs.camel-ai.org/reference/camel.configs.openrouter_config.md) - [Camel.configs.ppio config](https://docs.camel-ai.org/reference/camel.configs.ppio_config.md) - [Camel.configs.qianfan config](https://docs.camel-ai.org/reference/camel.configs.qianfan_config.md) - [Camel.configs.qwen config](https://docs.camel-ai.org/reference/camel.configs.qwen_config.md) - [Camel.configs.reka config](https://docs.camel-ai.org/reference/camel.configs.reka_config.md) - [Camel.configs.samba config](https://docs.camel-ai.org/reference/camel.configs.samba_config.md) - [Camel.configs.sglang config](https://docs.camel-ai.org/reference/camel.configs.sglang_config.md) - [Camel.configs.siliconflow config](https://docs.camel-ai.org/reference/camel.configs.siliconflow_config.md) - [Camel.configs.togetherai config](https://docs.camel-ai.org/reference/camel.configs.togetherai_config.md) - [Camel.configs.vllm config](https://docs.camel-ai.org/reference/camel.configs.vllm_config.md) - [Camel.configs.watsonx config](https://docs.camel-ai.org/reference/camel.configs.watsonx_config.md) - [Camel.configs.yi config](https://docs.camel-ai.org/reference/camel.configs.yi_config.md) - [Camel.configs.zhipuai config](https://docs.camel-ai.org/reference/camel.configs.zhipuai_config.md) - [Camel.data collectors.alpaca collector](https://docs.camel-ai.org/reference/camel.data_collectors.alpaca_collector.md) - [Camel.data collectors.base](https://docs.camel-ai.org/reference/camel.data_collectors.base.md) - [Camel.data collectors.sharegpt collector](https://docs.camel-ai.org/reference/camel.data_collectors.sharegpt_collector.md) - [Camel.datagen.cot datagen](https://docs.camel-ai.org/reference/camel.datagen.cot_datagen.md) - [Camel.datagen.evol instruct.evol instruct](https://docs.camel-ai.org/reference/camel.datagen.evol_instruct.evol_instruct.md) - [Camel.datagen.evol instruct.scorer](https://docs.camel-ai.org/reference/camel.datagen.evol_instruct.scorer.md) - [Camel.datagen.evol instruct.templates](https://docs.camel-ai.org/reference/camel.datagen.evol_instruct.templates.md) - [Camel.datagen.self improving cot](https://docs.camel-ai.org/reference/camel.datagen.self_improving_cot.md) - [Camel.datagen.self instruct.self instruct](https://docs.camel-ai.org/reference/camel.datagen.self_instruct.self_instruct.md) - [Camel.datagen.source2synth.data processor](https://docs.camel-ai.org/reference/camel.datagen.source2synth.data_processor.md) - [Camel.datagen.source2synth.models](https://docs.camel-ai.org/reference/camel.datagen.source2synth.models.md) - [Camel.datagen.source2synth.user data processor config](https://docs.camel-ai.org/reference/camel.datagen.source2synth.user_data_processor_config.md) - [Camel.datahubs.base](https://docs.camel-ai.org/reference/camel.datahubs.base.md) - [Camel.datahubs.huggingface](https://docs.camel-ai.org/reference/camel.datahubs.huggingface.md) - [Camel.datasets.base generator](https://docs.camel-ai.org/reference/camel.datasets.base_generator.md) - [Camel.datasets.few shot generator](https://docs.camel-ai.org/reference/camel.datasets.few_shot_generator.md) - [Camel.datasets.models](https://docs.camel-ai.org/reference/camel.datasets.models.md) - [Camel.datasets.self instruct generator](https://docs.camel-ai.org/reference/camel.datasets.self_instruct_generator.md) - [Camel.datasets.static dataset](https://docs.camel-ai.org/reference/camel.datasets.static_dataset.md) - [Camel.embeddings.azure embedding](https://docs.camel-ai.org/reference/camel.embeddings.azure_embedding.md) - [Camel.embeddings.base](https://docs.camel-ai.org/reference/camel.embeddings.base.md) - [Camel.embeddings.gemini embedding](https://docs.camel-ai.org/reference/camel.embeddings.gemini_embedding.md) - [Camel.embeddings.jina embedding](https://docs.camel-ai.org/reference/camel.embeddings.jina_embedding.md) - [Camel.embeddings.mistral embedding](https://docs.camel-ai.org/reference/camel.embeddings.mistral_embedding.md) - [Camel.embeddings.openai compatible embedding](https://docs.camel-ai.org/reference/camel.embeddings.openai_compatible_embedding.md) - [Camel.embeddings.openai embedding](https://docs.camel-ai.org/reference/camel.embeddings.openai_embedding.md) - [Camel.embeddings.sentence transformers embeddings](https://docs.camel-ai.org/reference/camel.embeddings.sentence_transformers_embeddings.md) - [Camel.embeddings.together embedding](https://docs.camel-ai.org/reference/camel.embeddings.together_embedding.md) - [Camel.embeddings.vlm embedding](https://docs.camel-ai.org/reference/camel.embeddings.vlm_embedding.md) - [Camel.environments.models](https://docs.camel-ai.org/reference/camel.environments.models.md) - [Camel.environments.multi step](https://docs.camel-ai.org/reference/camel.environments.multi_step.md) - [Camel.environments.rlcards env](https://docs.camel-ai.org/reference/camel.environments.rlcards_env.md) - [Camel.environments.single step](https://docs.camel-ai.org/reference/camel.environments.single_step.md) - [Camel.environments.tic tac toe](https://docs.camel-ai.org/reference/camel.environments.tic_tac_toe.md) - [Camel.extractors.base](https://docs.camel-ai.org/reference/camel.extractors.base.md) - [Camel.extractors.python strategies](https://docs.camel-ai.org/reference/camel.extractors.python_strategies.md) - [Camel.interpreters.base](https://docs.camel-ai.org/reference/camel.interpreters.base.md) - [Camel.interpreters.docker interpreter](https://docs.camel-ai.org/reference/camel.interpreters.docker_interpreter.md) - [Camel.interpreters.e2b interpreter](https://docs.camel-ai.org/reference/camel.interpreters.e2b_interpreter.md) - [Camel.interpreters.internal python interpreter](https://docs.camel-ai.org/reference/camel.interpreters.internal_python_interpreter.md) - [Camel.interpreters.ipython interpreter](https://docs.camel-ai.org/reference/camel.interpreters.ipython_interpreter.md) - [Camel.interpreters.microsandbox interpreter](https://docs.camel-ai.org/reference/camel.interpreters.microsandbox_interpreter.md) - [Camel.interpreters.subprocess interpreter](https://docs.camel-ai.org/reference/camel.interpreters.subprocess_interpreter.md) - [Camel.loaders.apify reader](https://docs.camel-ai.org/reference/camel.loaders.apify_reader.md) - [Camel.loaders.base io](https://docs.camel-ai.org/reference/camel.loaders.base_io.md) - [Camel.loaders.base loader](https://docs.camel-ai.org/reference/camel.loaders.base_loader.md) - [Camel.loaders.chunkr reader](https://docs.camel-ai.org/reference/camel.loaders.chunkr_reader.md) - [Camel.loaders.crawl4ai reader](https://docs.camel-ai.org/reference/camel.loaders.crawl4ai_reader.md) - [Camel.loaders.firecrawl reader](https://docs.camel-ai.org/reference/camel.loaders.firecrawl_reader.md) - [Camel.loaders.jina url reader](https://docs.camel-ai.org/reference/camel.loaders.jina_url_reader.md) - [Camel.loaders.markitdown](https://docs.camel-ai.org/reference/camel.loaders.markitdown.md) - [Camel.loaders.mineru extractor](https://docs.camel-ai.org/reference/camel.loaders.mineru_extractor.md) - [Camel.loaders.mistral reader](https://docs.camel-ai.org/reference/camel.loaders.mistral_reader.md) - [Camel.loaders.pandas reader](https://docs.camel-ai.org/reference/camel.loaders.pandas_reader.md) - [Camel.loaders.scrapegraph reader](https://docs.camel-ai.org/reference/camel.loaders.scrapegraph_reader.md) - [Camel.loaders.unstructured io](https://docs.camel-ai.org/reference/camel.loaders.unstructured_io.md) - [Camel.memories.agent memories](https://docs.camel-ai.org/reference/camel.memories.agent_memories.md) - [Camel.memories.base](https://docs.camel-ai.org/reference/camel.memories.base.md) - [Camel.memories.blocks.chat history block](https://docs.camel-ai.org/reference/camel.memories.blocks.chat_history_block.md) - [Camel.memories.blocks.vectordb block](https://docs.camel-ai.org/reference/camel.memories.blocks.vectordb_block.md) - [Camel.memories.context creators.score based](https://docs.camel-ai.org/reference/camel.memories.context_creators.score_based.md) - [Camel.memories.records](https://docs.camel-ai.org/reference/camel.memories.records.md) - [Camel.messages.base](https://docs.camel-ai.org/reference/camel.messages.base.md) - [Camel.messages.conversion.alpaca](https://docs.camel-ai.org/reference/camel.messages.conversion.alpaca.md) - [Camel.messages.conversion.conversation models](https://docs.camel-ai.org/reference/camel.messages.conversion.conversation_models.md) - [Camel.messages.func message](https://docs.camel-ai.org/reference/camel.messages.func_message.md) - [Camel.models. utils](https://docs.camel-ai.org/reference/camel.models._utils.md) - [Camel.models.aihubmix model](https://docs.camel-ai.org/reference/camel.models.aihubmix_model.md) - [Camel.models.aiml model](https://docs.camel-ai.org/reference/camel.models.aiml_model.md) - [Camel.models.amd model](https://docs.camel-ai.org/reference/camel.models.amd_model.md) - [Camel.models.anthropic model](https://docs.camel-ai.org/reference/camel.models.anthropic_model.md) - [Camel.models.atlascloud model](https://docs.camel-ai.org/reference/camel.models.atlascloud_model.md) - [Camel.models.aws bedrock model](https://docs.camel-ai.org/reference/camel.models.aws_bedrock_model.md) - [Camel.models.azure openai model](https://docs.camel-ai.org/reference/camel.models.azure_openai_model.md) - [Camel.models.base audio model](https://docs.camel-ai.org/reference/camel.models.base_audio_model.md) - [Camel.models.base model](https://docs.camel-ai.org/reference/camel.models.base_model.md) - [Camel.models.cerebras model](https://docs.camel-ai.org/reference/camel.models.cerebras_model.md) - [Camel.models.cohere model](https://docs.camel-ai.org/reference/camel.models.cohere_model.md) - [Camel.models.cometapi model](https://docs.camel-ai.org/reference/camel.models.cometapi_model.md) - [Camel.models.crynux model](https://docs.camel-ai.org/reference/camel.models.crynux_model.md) - [Camel.models.deepseek model](https://docs.camel-ai.org/reference/camel.models.deepseek_model.md) - [Camel.models.fish audio model](https://docs.camel-ai.org/reference/camel.models.fish_audio_model.md) - [Camel.models.function gemma model](https://docs.camel-ai.org/reference/camel.models.function_gemma_model.md) - [Camel.models.gemini model](https://docs.camel-ai.org/reference/camel.models.gemini_model.md) - [Camel.models.groq model](https://docs.camel-ai.org/reference/camel.models.groq_model.md) - [Camel.models.internlm model](https://docs.camel-ai.org/reference/camel.models.internlm_model.md) - [Camel.models.litellm model](https://docs.camel-ai.org/reference/camel.models.litellm_model.md) - [Camel.models.lmstudio model](https://docs.camel-ai.org/reference/camel.models.lmstudio_model.md) - [Camel.models.minimax model](https://docs.camel-ai.org/reference/camel.models.minimax_model.md) - [Camel.models.mistral model](https://docs.camel-ai.org/reference/camel.models.mistral_model.md) - [Camel.models.model factory](https://docs.camel-ai.org/reference/camel.models.model_factory.md) - [Camel.models.model manager](https://docs.camel-ai.org/reference/camel.models.model_manager.md) - [Camel.models.modelscope model](https://docs.camel-ai.org/reference/camel.models.modelscope_model.md) - [Camel.models.moonshot model](https://docs.camel-ai.org/reference/camel.models.moonshot_model.md) - [Camel.models.nebius model](https://docs.camel-ai.org/reference/camel.models.nebius_model.md) - [Camel.models.nemotron model](https://docs.camel-ai.org/reference/camel.models.nemotron_model.md) - [Camel.models.netmind model](https://docs.camel-ai.org/reference/camel.models.netmind_model.md) - [Camel.models.novita model](https://docs.camel-ai.org/reference/camel.models.novita_model.md) - [Camel.models.nvidia model](https://docs.camel-ai.org/reference/camel.models.nvidia_model.md) - [Camel.models.ollama model](https://docs.camel-ai.org/reference/camel.models.ollama_model.md) - [Camel.models.openai audio models](https://docs.camel-ai.org/reference/camel.models.openai_audio_models.md) - [Camel.models.openai compatible model](https://docs.camel-ai.org/reference/camel.models.openai_compatible_model.md) - [Camel.models.openai model](https://docs.camel-ai.org/reference/camel.models.openai_model.md) - [Camel.models.openrouter model](https://docs.camel-ai.org/reference/camel.models.openrouter_model.md) - [Camel.models.ppio model](https://docs.camel-ai.org/reference/camel.models.ppio_model.md) - [Camel.models.qianfan model](https://docs.camel-ai.org/reference/camel.models.qianfan_model.md) - [Camel.models.qwen model](https://docs.camel-ai.org/reference/camel.models.qwen_model.md) - [Camel.models.reka model](https://docs.camel-ai.org/reference/camel.models.reka_model.md) - [Camel.models.reward.base reward model](https://docs.camel-ai.org/reference/camel.models.reward.base_reward_model.md) - [Camel.models.reward.evaluator](https://docs.camel-ai.org/reference/camel.models.reward.evaluator.md) - [Camel.models.reward.nemotron model](https://docs.camel-ai.org/reference/camel.models.reward.nemotron_model.md) - [Camel.models.reward.skywork model](https://docs.camel-ai.org/reference/camel.models.reward.skywork_model.md) - [Camel.models.samba model](https://docs.camel-ai.org/reference/camel.models.samba_model.md) - [Camel.models.sglang model](https://docs.camel-ai.org/reference/camel.models.sglang_model.md) - [Camel.models.siliconflow model](https://docs.camel-ai.org/reference/camel.models.siliconflow_model.md) - [Camel.models.stub model](https://docs.camel-ai.org/reference/camel.models.stub_model.md) - [Camel.models.togetherai model](https://docs.camel-ai.org/reference/camel.models.togetherai_model.md) - [Camel.models.vllm model](https://docs.camel-ai.org/reference/camel.models.vllm_model.md) - [Camel.models.volcano model](https://docs.camel-ai.org/reference/camel.models.volcano_model.md) - [Camel.models.watsonx model](https://docs.camel-ai.org/reference/camel.models.watsonx_model.md) - [Camel.models.yi model](https://docs.camel-ai.org/reference/camel.models.yi_model.md) - [Camel.models.zhipuai model](https://docs.camel-ai.org/reference/camel.models.zhipuai_model.md) - [Camel.parsers.mcp tool call parser](https://docs.camel-ai.org/reference/camel.parsers.mcp_tool_call_parser.md) - [Camel.personas.persona](https://docs.camel-ai.org/reference/camel.personas.persona.md) - [Camel.personas.persona hub](https://docs.camel-ai.org/reference/camel.personas.persona_hub.md) - [Camel.prompts.ai society](https://docs.camel-ai.org/reference/camel.prompts.ai_society.md) - [Camel.prompts.base](https://docs.camel-ai.org/reference/camel.prompts.base.md) - [Camel.prompts.code](https://docs.camel-ai.org/reference/camel.prompts.code.md) - [Camel.prompts.evaluation](https://docs.camel-ai.org/reference/camel.prompts.evaluation.md) - [Camel.prompts.generate text embedding data](https://docs.camel-ai.org/reference/camel.prompts.generate_text_embedding_data.md) - [Camel.prompts.image craft](https://docs.camel-ai.org/reference/camel.prompts.image_craft.md) - [Camel.prompts.misalignment](https://docs.camel-ai.org/reference/camel.prompts.misalignment.md) - [Camel.prompts.persona hub](https://docs.camel-ai.org/reference/camel.prompts.persona_hub.md) - [Camel.prompts.prompt templates](https://docs.camel-ai.org/reference/camel.prompts.prompt_templates.md) - [Camel.prompts.role description prompt template](https://docs.camel-ai.org/reference/camel.prompts.role_description_prompt_template.md) - [Camel.prompts.solution extraction](https://docs.camel-ai.org/reference/camel.prompts.solution_extraction.md) - [Camel.prompts.task prompt template](https://docs.camel-ai.org/reference/camel.prompts.task_prompt_template.md) - [Camel.prompts.translation](https://docs.camel-ai.org/reference/camel.prompts.translation.md) - [Camel.prompts.video description prompt](https://docs.camel-ai.org/reference/camel.prompts.video_description_prompt.md) - [Camel.responses.agent responses](https://docs.camel-ai.org/reference/camel.responses.agent_responses.md) - [Camel.retrievers.auto retriever](https://docs.camel-ai.org/reference/camel.retrievers.auto_retriever.md) - [Camel.retrievers.base](https://docs.camel-ai.org/reference/camel.retrievers.base.md) - [Camel.retrievers.bm25 retriever](https://docs.camel-ai.org/reference/camel.retrievers.bm25_retriever.md) - [Camel.retrievers.cohere rerank retriever](https://docs.camel-ai.org/reference/camel.retrievers.cohere_rerank_retriever.md) - [Camel.retrievers.hybrid retrival](https://docs.camel-ai.org/reference/camel.retrievers.hybrid_retrival.md) - [Camel.retrievers.jina rerank retriever](https://docs.camel-ai.org/reference/camel.retrievers.jina_rerank_retriever.md) - [Camel.retrievers.vector retriever](https://docs.camel-ai.org/reference/camel.retrievers.vector_retriever.md) - [Camel.runtimes.base](https://docs.camel-ai.org/reference/camel.runtimes.base.md) - [Camel.runtimes.configs](https://docs.camel-ai.org/reference/camel.runtimes.configs.md) - [Camel.runtimes.daytona runtime](https://docs.camel-ai.org/reference/camel.runtimes.daytona_runtime.md) - [Camel.runtimes.docker runtime](https://docs.camel-ai.org/reference/camel.runtimes.docker_runtime.md) - [Camel.runtimes.llm guard runtime](https://docs.camel-ai.org/reference/camel.runtimes.llm_guard_runtime.md) - [Camel.runtimes.remote http runtime](https://docs.camel-ai.org/reference/camel.runtimes.remote_http_runtime.md) - [Camel.runtimes.ubuntu docker runtime](https://docs.camel-ai.org/reference/camel.runtimes.ubuntu_docker_runtime.md) - [Camel.runtimes.utils.function risk toolkit](https://docs.camel-ai.org/reference/camel.runtimes.utils.function_risk_toolkit.md) - [Camel.runtimes.utils.ignore risk toolkit](https://docs.camel-ai.org/reference/camel.runtimes.utils.ignore_risk_toolkit.md) - [Camel.schemas.base](https://docs.camel-ai.org/reference/camel.schemas.base.md) - [Camel.schemas.openai converter](https://docs.camel-ai.org/reference/camel.schemas.openai_converter.md) - [Camel.schemas.outlines converter](https://docs.camel-ai.org/reference/camel.schemas.outlines_converter.md) - [Camel.societies.babyagi playing](https://docs.camel-ai.org/reference/camel.societies.babyagi_playing.md) - [Camel.societies.role playing](https://docs.camel-ai.org/reference/camel.societies.role_playing.md) - [Camel.societies.workforce.base](https://docs.camel-ai.org/reference/camel.societies.workforce.base.md) - [Camel.societies.workforce.role playing worker](https://docs.camel-ai.org/reference/camel.societies.workforce.role_playing_worker.md) - [Camel.societies.workforce.single agent worker](https://docs.camel-ai.org/reference/camel.societies.workforce.single_agent_worker.md) - [Camel.societies.workforce.structured output handler](https://docs.camel-ai.org/reference/camel.societies.workforce.structured_output_handler.md) - [Camel.societies.workforce.task channel](https://docs.camel-ai.org/reference/camel.societies.workforce.task_channel.md) - [Camel.societies.workforce.utils](https://docs.camel-ai.org/reference/camel.societies.workforce.utils.md) - [Camel.societies.workforce.worker](https://docs.camel-ai.org/reference/camel.societies.workforce.worker.md) - [Camel.societies.workforce.workflow memory manager](https://docs.camel-ai.org/reference/camel.societies.workforce.workflow_memory_manager.md) - [Camel.societies.workforce.workforce](https://docs.camel-ai.org/reference/camel.societies.workforce.workforce.md) - [Camel.societies.workforce.workforce callback](https://docs.camel-ai.org/reference/camel.societies.workforce.workforce_callback.md) - [Camel.societies.workforce.workforce logger](https://docs.camel-ai.org/reference/camel.societies.workforce.workforce_logger.md) - [Camel.societies.workforce.workforce metrics](https://docs.camel-ai.org/reference/camel.societies.workforce.workforce_metrics.md) - [Camel.storages.graph storages.base](https://docs.camel-ai.org/reference/camel.storages.graph_storages.base.md) - [Camel.storages.graph storages.graph element](https://docs.camel-ai.org/reference/camel.storages.graph_storages.graph_element.md) - [Camel.storages.graph storages.nebula graph](https://docs.camel-ai.org/reference/camel.storages.graph_storages.nebula_graph.md) - [Camel.storages.graph storages.neo4j graph](https://docs.camel-ai.org/reference/camel.storages.graph_storages.neo4j_graph.md) - [Camel.storages.key value storages.base](https://docs.camel-ai.org/reference/camel.storages.key_value_storages.base.md) - [Camel.storages.key value storages.in memory](https://docs.camel-ai.org/reference/camel.storages.key_value_storages.in_memory.md) - [Camel.storages.key value storages.json](https://docs.camel-ai.org/reference/camel.storages.key_value_storages.json.md) - [Camel.storages.key value storages.mem0 cloud](https://docs.camel-ai.org/reference/camel.storages.key_value_storages.mem0_cloud.md) - [Camel.storages.key value storages.redis](https://docs.camel-ai.org/reference/camel.storages.key_value_storages.redis.md) - [Camel.storages.object storages.amazon s3](https://docs.camel-ai.org/reference/camel.storages.object_storages.amazon_s3.md) - [Camel.storages.object storages.azure blob](https://docs.camel-ai.org/reference/camel.storages.object_storages.azure_blob.md) - [Camel.storages.object storages.base](https://docs.camel-ai.org/reference/camel.storages.object_storages.base.md) - [Camel.storages.object storages.google cloud](https://docs.camel-ai.org/reference/camel.storages.object_storages.google_cloud.md) - [Camel.storages.vectordb storages.base](https://docs.camel-ai.org/reference/camel.storages.vectordb_storages.base.md) - [Camel.storages.vectordb storages.chroma](https://docs.camel-ai.org/reference/camel.storages.vectordb_storages.chroma.md) - [Camel.storages.vectordb storages.faiss](https://docs.camel-ai.org/reference/camel.storages.vectordb_storages.faiss.md) - [Camel.storages.vectordb storages.milvus](https://docs.camel-ai.org/reference/camel.storages.vectordb_storages.milvus.md) - [Camel.storages.vectordb storages.oceanbase](https://docs.camel-ai.org/reference/camel.storages.vectordb_storages.oceanbase.md) - [Camel.storages.vectordb storages.pgvector](https://docs.camel-ai.org/reference/camel.storages.vectordb_storages.pgvector.md) - [Camel.storages.vectordb storages.qdrant](https://docs.camel-ai.org/reference/camel.storages.vectordb_storages.qdrant.md) - [Camel.storages.vectordb storages.surreal](https://docs.camel-ai.org/reference/camel.storages.vectordb_storages.surreal.md) - [Camel.storages.vectordb storages.tidb](https://docs.camel-ai.org/reference/camel.storages.vectordb_storages.tidb.md) - [Camel.storages.vectordb storages.weaviate](https://docs.camel-ai.org/reference/camel.storages.vectordb_storages.weaviate.md) - [Camel.tasks.task](https://docs.camel-ai.org/reference/camel.tasks.task.md) - [Camel.terminators.base](https://docs.camel-ai.org/reference/camel.terminators.base.md) - [Camel.terminators.response terminator](https://docs.camel-ai.org/reference/camel.terminators.response_terminator.md) - [Camel.terminators.token limit terminator](https://docs.camel-ai.org/reference/camel.terminators.token_limit_terminator.md) - [Camel.toolkits.aci toolkit](https://docs.camel-ai.org/reference/camel.toolkits.aci_toolkit.md) - [Camel.toolkits.artifact toolkit](https://docs.camel-ai.org/reference/camel.toolkits.artifact_toolkit.md) - [Camel.toolkits.arxiv toolkit](https://docs.camel-ai.org/reference/camel.toolkits.arxiv_toolkit.md) - [Camel.toolkits.ask news toolkit](https://docs.camel-ai.org/reference/camel.toolkits.ask_news_toolkit.md) - [Camel.toolkits.async browser toolkit](https://docs.camel-ai.org/reference/camel.toolkits.async_browser_toolkit.md) - [Camel.toolkits.audio analysis toolkit](https://docs.camel-ai.org/reference/camel.toolkits.audio_analysis_toolkit.md) - [Camel.toolkits.base](https://docs.camel-ai.org/reference/camel.toolkits.base.md) - [Camel.toolkits.bohrium toolkit](https://docs.camel-ai.org/reference/camel.toolkits.bohrium_toolkit.md) - [Camel.toolkits.browser toolkit](https://docs.camel-ai.org/reference/camel.toolkits.browser_toolkit.md) - [Camel.toolkits.browser toolkit commons](https://docs.camel-ai.org/reference/camel.toolkits.browser_toolkit_commons.md) - [Camel.toolkits.code execution](https://docs.camel-ai.org/reference/camel.toolkits.code_execution.md) - [Camel.toolkits.context summarizer toolkit](https://docs.camel-ai.org/reference/camel.toolkits.context_summarizer_toolkit.md) - [Camel.toolkits.craw4ai toolkit](https://docs.camel-ai.org/reference/camel.toolkits.craw4ai_toolkit.md) - [Camel.toolkits.dalle toolkit](https://docs.camel-ai.org/reference/camel.toolkits.dalle_toolkit.md) - [Camel.toolkits.dappier toolkit](https://docs.camel-ai.org/reference/camel.toolkits.dappier_toolkit.md) - [Camel.toolkits.data commons toolkit](https://docs.camel-ai.org/reference/camel.toolkits.data_commons_toolkit.md) - [Camel.toolkits.dingtalk](https://docs.camel-ai.org/reference/camel.toolkits.dingtalk.md) - [Camel.toolkits.earth science toolkit](https://docs.camel-ai.org/reference/camel.toolkits.earth_science_toolkit.md) - [Camel.toolkits.edgeone pages mcp toolkit](https://docs.camel-ai.org/reference/camel.toolkits.edgeone_pages_mcp_toolkit.md) - [Camel.toolkits.excel toolkit](https://docs.camel-ai.org/reference/camel.toolkits.excel_toolkit.md) - [Camel.toolkits.file toolkit](https://docs.camel-ai.org/reference/camel.toolkits.file_toolkit.md) - [Camel.toolkits.file write toolkit](https://docs.camel-ai.org/reference/camel.toolkits.file_write_toolkit.md) - [Camel.toolkits.function tool](https://docs.camel-ai.org/reference/camel.toolkits.function_tool.md) - [Camel.toolkits.github toolkit](https://docs.camel-ai.org/reference/camel.toolkits.github_toolkit.md) - [Camel.toolkits.gmail toolkit](https://docs.camel-ai.org/reference/camel.toolkits.gmail_toolkit.md) - [Camel.toolkits.google calendar toolkit](https://docs.camel-ai.org/reference/camel.toolkits.google_calendar_toolkit.md) - [Camel.toolkits.google drive mcp toolkit](https://docs.camel-ai.org/reference/camel.toolkits.google_drive_mcp_toolkit.md) - [Camel.toolkits.google maps toolkit](https://docs.camel-ai.org/reference/camel.toolkits.google_maps_toolkit.md) - [Camel.toolkits.google scholar toolkit](https://docs.camel-ai.org/reference/camel.toolkits.google_scholar_toolkit.md) - [Camel.toolkits.human toolkit](https://docs.camel-ai.org/reference/camel.toolkits.human_toolkit.md) - [Camel.toolkits.hybrid browser toolkit.actions](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit.actions.md) - [Camel.toolkits.hybrid browser toolkit.agent](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit.agent.md) - [Camel.toolkits.hybrid browser toolkit.browser session](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit.browser_session.md) - [Camel.toolkits.hybrid browser toolkit.config loader](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit.config_loader.md) - [Camel.toolkits.hybrid browser toolkit.hybrid browser toolkit](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit.hybrid_browser_toolkit.md) - [Camel.toolkits.hybrid browser toolkit.hybrid browser toolkit ts](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit.hybrid_browser_toolkit_ts.md) - [Camel.toolkits.hybrid browser toolkit.installer](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit.installer.md) - [Camel.toolkits.hybrid browser toolkit.snapshot](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit.snapshot.md) - [Camel.toolkits.hybrid browser toolkit.stealth config](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit.stealth_config.md) - [Camel.toolkits.hybrid browser toolkit.ws wrapper](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit.ws_wrapper.md) - [Camel.toolkits.hybrid browser toolkit py.actions](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit_py.actions.md) - [Camel.toolkits.hybrid browser toolkit py.agent](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit_py.agent.md) - [Camel.toolkits.hybrid browser toolkit py.browser session](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit_py.browser_session.md) - [Camel.toolkits.hybrid browser toolkit py.config loader](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit_py.config_loader.md) - [Camel.toolkits.hybrid browser toolkit py.hybrid browser toolkit](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit_py.hybrid_browser_toolkit.md) - [Camel.toolkits.hybrid browser toolkit py.snapshot](https://docs.camel-ai.org/reference/camel.toolkits.hybrid_browser_toolkit_py.snapshot.md) - [Camel.toolkits.image analysis toolkit](https://docs.camel-ai.org/reference/camel.toolkits.image_analysis_toolkit.md) - [Camel.toolkits.image generation toolkit](https://docs.camel-ai.org/reference/camel.toolkits.image_generation_toolkit.md) - [Camel.toolkits.imap mail toolkit](https://docs.camel-ai.org/reference/camel.toolkits.imap_mail_toolkit.md) - [Camel.toolkits.jina reranker toolkit](https://docs.camel-ai.org/reference/camel.toolkits.jina_reranker_toolkit.md) - [Camel.toolkits.klavis toolkit](https://docs.camel-ai.org/reference/camel.toolkits.klavis_toolkit.md) - [Camel.toolkits.lark toolkit](https://docs.camel-ai.org/reference/camel.toolkits.lark_toolkit.md) - [Camel.toolkits.linkedin toolkit](https://docs.camel-ai.org/reference/camel.toolkits.linkedin_toolkit.md) - [Camel.toolkits.markitdown toolkit](https://docs.camel-ai.org/reference/camel.toolkits.markitdown_toolkit.md) - [Camel.toolkits.math toolkit](https://docs.camel-ai.org/reference/camel.toolkits.math_toolkit.md) - [Camel.toolkits.mcp toolkit](https://docs.camel-ai.org/reference/camel.toolkits.mcp_toolkit.md) - [Camel.toolkits.memory toolkit](https://docs.camel-ai.org/reference/camel.toolkits.memory_toolkit.md) - [Camel.toolkits.meshy toolkit](https://docs.camel-ai.org/reference/camel.toolkits.meshy_toolkit.md) - [Camel.toolkits.message agent toolkit](https://docs.camel-ai.org/reference/camel.toolkits.message_agent_toolkit.md) - [Camel.toolkits.message integration](https://docs.camel-ai.org/reference/camel.toolkits.message_integration.md) - [Camel.toolkits.mineru toolkit](https://docs.camel-ai.org/reference/camel.toolkits.mineru_toolkit.md) - [Camel.toolkits.minimax mcp toolkit](https://docs.camel-ai.org/reference/camel.toolkits.minimax_mcp_toolkit.md) - [Camel.toolkits.networkx toolkit](https://docs.camel-ai.org/reference/camel.toolkits.networkx_toolkit.md) - [Camel.toolkits.non visual browser toolkit.actions](https://docs.camel-ai.org/reference/camel.toolkits.non_visual_browser_toolkit.actions.md) - [Camel.toolkits.non visual browser toolkit.agent](https://docs.camel-ai.org/reference/camel.toolkits.non_visual_browser_toolkit.agent.md) - [Camel.toolkits.non visual browser toolkit.browser non visual toolkit](https://docs.camel-ai.org/reference/camel.toolkits.non_visual_browser_toolkit.browser_non_visual_toolkit.md) - [Camel.toolkits.non visual browser toolkit.nv browser session](https://docs.camel-ai.org/reference/camel.toolkits.non_visual_browser_toolkit.nv_browser_session.md) - [Camel.toolkits.non visual browser toolkit.snapshot](https://docs.camel-ai.org/reference/camel.toolkits.non_visual_browser_toolkit.snapshot.md) - [Camel.toolkits.note taking toolkit](https://docs.camel-ai.org/reference/camel.toolkits.note_taking_toolkit.md) - [Camel.toolkits.notion mcp toolkit](https://docs.camel-ai.org/reference/camel.toolkits.notion_mcp_toolkit.md) - [Camel.toolkits.notion toolkit](https://docs.camel-ai.org/reference/camel.toolkits.notion_toolkit.md) - [Camel.toolkits.open api toolkit](https://docs.camel-ai.org/reference/camel.toolkits.open_api_toolkit.md) - [Camel.toolkits.openai image toolkit](https://docs.camel-ai.org/reference/camel.toolkits.openai_image_toolkit.md) - [Camel.toolkits.openbb toolkit](https://docs.camel-ai.org/reference/camel.toolkits.openbb_toolkit.md) - [Camel.toolkits.origene mcp toolkit](https://docs.camel-ai.org/reference/camel.toolkits.origene_mcp_toolkit.md) - [Camel.toolkits.playwright mcp toolkit](https://docs.camel-ai.org/reference/camel.toolkits.playwright_mcp_toolkit.md) - [Camel.toolkits.pptx toolkit](https://docs.camel-ai.org/reference/camel.toolkits.pptx_toolkit.md) - [Camel.toolkits.pubmed toolkit](https://docs.camel-ai.org/reference/camel.toolkits.pubmed_toolkit.md) - [Camel.toolkits.pulse mcp search toolkit](https://docs.camel-ai.org/reference/camel.toolkits.pulse_mcp_search_toolkit.md) - [Camel.toolkits.pyautogui toolkit](https://docs.camel-ai.org/reference/camel.toolkits.pyautogui_toolkit.md) - [Camel.toolkits.reddit toolkit](https://docs.camel-ai.org/reference/camel.toolkits.reddit_toolkit.md) - [Camel.toolkits.resend toolkit](https://docs.camel-ai.org/reference/camel.toolkits.resend_toolkit.md) - [Camel.toolkits.retrieval toolkit](https://docs.camel-ai.org/reference/camel.toolkits.retrieval_toolkit.md) - [Camel.toolkits.screenshot toolkit](https://docs.camel-ai.org/reference/camel.toolkits.screenshot_toolkit.md) - [Camel.toolkits.search toolkit](https://docs.camel-ai.org/reference/camel.toolkits.search_toolkit.md) - [Camel.toolkits.searxng toolkit](https://docs.camel-ai.org/reference/camel.toolkits.searxng_toolkit.md) - [Camel.toolkits.semantic scholar toolkit](https://docs.camel-ai.org/reference/camel.toolkits.semantic_scholar_toolkit.md) - [Camel.toolkits.skill toolkit](https://docs.camel-ai.org/reference/camel.toolkits.skill_toolkit.md) - [Camel.toolkits.slack toolkit](https://docs.camel-ai.org/reference/camel.toolkits.slack_toolkit.md) - [Camel.toolkits.sql toolkit](https://docs.camel-ai.org/reference/camel.toolkits.sql_toolkit.md) - [Camel.toolkits.stripe toolkit](https://docs.camel-ai.org/reference/camel.toolkits.stripe_toolkit.md) - [Camel.toolkits.sympy toolkit](https://docs.camel-ai.org/reference/camel.toolkits.sympy_toolkit.md) - [Camel.toolkits.task planning toolkit](https://docs.camel-ai.org/reference/camel.toolkits.task_planning_toolkit.md) - [Camel.toolkits.terminal toolkit](https://docs.camel-ai.org/reference/camel.toolkits.terminal_toolkit.md) - [Camel.toolkits.terminal toolkit.terminal toolkit](https://docs.camel-ai.org/reference/camel.toolkits.terminal_toolkit.terminal_toolkit.md) - [Camel.toolkits.terminal toolkit.utils](https://docs.camel-ai.org/reference/camel.toolkits.terminal_toolkit.utils.md) - [Camel.toolkits.thinking toolkit](https://docs.camel-ai.org/reference/camel.toolkits.thinking_toolkit.md) - [Camel.toolkits.twitter toolkit](https://docs.camel-ai.org/reference/camel.toolkits.twitter_toolkit.md) - [Camel.toolkits.vertex ai veo toolkit](https://docs.camel-ai.org/reference/camel.toolkits.vertex_ai_veo_toolkit.md) - [Camel.toolkits.video analysis toolkit](https://docs.camel-ai.org/reference/camel.toolkits.video_analysis_toolkit.md) - [Camel.toolkits.video download toolkit](https://docs.camel-ai.org/reference/camel.toolkits.video_download_toolkit.md) - [Camel.toolkits.weather toolkit](https://docs.camel-ai.org/reference/camel.toolkits.weather_toolkit.md) - [Camel.toolkits.web deploy toolkit](https://docs.camel-ai.org/reference/camel.toolkits.web_deploy_toolkit.md) - [Camel.toolkits.wechat official toolkit](https://docs.camel-ai.org/reference/camel.toolkits.wechat_official_toolkit.md) - [Camel.toolkits.whatsapp toolkit](https://docs.camel-ai.org/reference/camel.toolkits.whatsapp_toolkit.md) - [Camel.toolkits.wolfram alpha toolkit](https://docs.camel-ai.org/reference/camel.toolkits.wolfram_alpha_toolkit.md) - [Camel.toolkits.zapier toolkit](https://docs.camel-ai.org/reference/camel.toolkits.zapier_toolkit.md) - [Camel.types.agents.tool calling record](https://docs.camel-ai.org/reference/camel.types.agents.tool_calling_record.md) - [Camel.types.enums](https://docs.camel-ai.org/reference/camel.types.enums.md) - [Camel.types.mcp registries](https://docs.camel-ai.org/reference/camel.types.mcp_registries.md) - [Camel.types.unified model type](https://docs.camel-ai.org/reference/camel.types.unified_model_type.md) - [Camel.utils.agent context](https://docs.camel-ai.org/reference/camel.utils.agent_context.md) - [Camel.utils.async func](https://docs.camel-ai.org/reference/camel.utils.async_func.md) - [Camel.utils.chunker.base](https://docs.camel-ai.org/reference/camel.utils.chunker.base.md) - [Camel.utils.chunker.code chunker](https://docs.camel-ai.org/reference/camel.utils.chunker.code_chunker.md) - [Camel.utils.chunker.uio chunker](https://docs.camel-ai.org/reference/camel.utils.chunker.uio_chunker.md) - [Camel.utils.commons](https://docs.camel-ai.org/reference/camel.utils.commons.md) - [Camel.utils.context utils](https://docs.camel-ai.org/reference/camel.utils.context_utils.md) - [Camel.utils.deduplication](https://docs.camel-ai.org/reference/camel.utils.deduplication.md) - [Camel.utils.filename](https://docs.camel-ai.org/reference/camel.utils.filename.md) - [Camel.utils.langfuse](https://docs.camel-ai.org/reference/camel.utils.langfuse.md) - [Camel.utils.mcp](https://docs.camel-ai.org/reference/camel.utils.mcp.md) - [Camel.utils.mcp client](https://docs.camel-ai.org/reference/camel.utils.mcp_client.md) - [Camel.utils.message summarizer](https://docs.camel-ai.org/reference/camel.utils.message_summarizer.md) - [Camel.utils.response format](https://docs.camel-ai.org/reference/camel.utils.response_format.md) - [Camel.utils.token counting](https://docs.camel-ai.org/reference/camel.utils.token_counting.md) - [Camel.utils.tool result](https://docs.camel-ai.org/reference/camel.utils.tool_result.md) - [Camel.verifiers.base](https://docs.camel-ai.org/reference/camel.verifiers.base.md) - [Camel.verifiers.math verifier](https://docs.camel-ai.org/reference/camel.verifiers.math_verifier.md) - [Camel.verifiers.models](https://docs.camel-ai.org/reference/camel.verifiers.models.md) - [Camel.verifiers.physics verifier](https://docs.camel-ai.org/reference/camel.verifiers.physics_verifier.md) - [Camel.verifiers.python verifier](https://docs.camel-ai.org/reference/camel.verifiers.python_verifier.md) - [API Reference](https://docs.camel-ai.org/reference/index.md): Complete API documentation for CAMEL-AI framework ## OpenAPI Specs - [openapi](https://docs.camel-ai.org/api-reference/openapi.json) ## Optional - [Website](https://www.camel-ai.org/ )