# Agno ## Docs - [Agent API](https://ikun.mintlify.app/agent-api/introduction.md): 用于将 Agent 作为 API 提供的强大、生产就绪的应用程序。 - [为您的 Agent 提供精美的 UI](https://ikun.mintlify.app/agent-ui/introduction.md): 用于与 AI Agent 交互的精美、开源界面 - [Agent 上下文](https://ikun.mintlify.app/agents/context.md) - [什么是 Agent？](https://ikun.mintlify.app/agents/introduction.md): 了解 Agno Agent 及其工作原理。 - [知识库](https://ikun.mintlify.app/agents/knowledge.md) - [Memory](https://ikun.mintlify.app/agents/memory.md) - [指标](https://ikun.mintlify.app/agents/metrics.md): 在 Agno 中了解代理运行和会话指标 - [多模态代理](https://ikun.mintlify.app/agents/multimodal.md) - [提示词](https://ikun.mintlify.app/agents/prompts.md) - [运行你的 Agent](https://ikun.mintlify.app/agents/run.md): 了解如何运行 agent 并获取响应。 - [Sessions](https://ikun.mintlify.app/agents/sessions.md) - [Agent 状态](https://ikun.mintlify.app/agents/state.md) - [Session Storage](https://ikun.mintlify.app/agents/storage.md) - [结构化输出](https://ikun.mintlify.app/agents/structured-output.md) - [Agent Teams [已弃用]](https://ikun.mintlify.app/agents/teams.md) - [工具](https://ikun.mintlify.app/agents/tools.md): 学习如何使用 Agno 中的工具来构建 AI 代理。 - [用户控制流](https://ikun.mintlify.app/agents/user-control-flow.md): 了解如何在 Agno 中控制代理的执行流程。这也称为“人工干预”。 - [AG-UI 应用](https://ikun.mintlify.app/applications/ag-ui/introduction.md): 将您的 Agno Agent 作为 AG-UI 兼容应用公开 - [Discord 机器人](https://ikun.mintlify.app/applications/discord/introduction.md): 将代理托管为 Discord 机器人。 - [FastAPI 应用](https://ikun.mintlify.app/applications/fastapi/introduction.md): 将代理托管为 FastAPI 应用。 - [Playground App](https://ikun.mintlify.app/applications/playground/introduction.md): 托管 Agent 作为 Playground 应用。 - [Slack 应用](https://ikun.mintlify.app/applications/slack/introduction.md): 将代理托管为 Slack 应用。 - [Whatsapp 应用](https://ikun.mintlify.app/applications/whatsapp/introduction.md): 将 Agent 作为 Whatsapp 应用托管。 - [产品更新](https://ikun.mintlify.app/changelog/overview.md) - [Agentic 分块](https://ikun.mintlify.app/chunking/agentic-chunking.md) - [文档分块](https://ikun.mintlify.app/chunking/document-chunking.md) - [固定大小分块](https://ikun.mintlify.app/chunking/fixed-size-chunking.md) - [递归分块](https://ikun.mintlify.app/chunking/recursive-chunking.md) - [语义分块](https://ikun.mintlify.app/chunking/semantic-chunking.md) - [AWS Bedrock Embedder](https://ikun.mintlify.app/embedder/aws_bedrock.md) - [Azure OpenAI Embedder](https://ikun.mintlify.app/embedder/azure_openai.md) - [Cohere Embedder](https://ikun.mintlify.app/embedder/cohere.md) - [Fireworks Embedder](https://ikun.mintlify.app/embedder/fireworks.md) - [Gemini 嵌入器](https://ikun.mintlify.app/embedder/gemini.md) - [HuggingFace 嵌入器](https://ikun.mintlify.app/embedder/huggingface.md) - [什么是 Embedder？](https://ikun.mintlify.app/embedder/introduction.md): 了解如何使用 Agno 的 Embedder 将复杂信息转换为向量表示。 - [Mistral](https://ikun.mintlify.app/embedder/mistral.md) - [Ollama Embedder](https://ikun.mintlify.app/embedder/ollama.md) - [OpenAI Embedder](https://ikun.mintlify.app/embedder/openai.md) - [Qdrant FastEmbed 嵌入器](https://ikun.mintlify.app/embedder/qdrant_fastembed.md) - [SentenceTransformers 嵌入器](https://ikun.mintlify.app/embedder/sentencetransformers.md) - [Together Embedder](https://ikun.mintlify.app/embedder/together.md) - [Voyage AI 嵌入器](https://ikun.mintlify.app/embedder/voyageai.md) - [简单的 Agent 评估](https://ikun.mintlify.app/evals/introduction.md): 了解如何从准确性（使用 LLM 作为裁判）、性能（运行时间和内存）以及可靠性（工具调用）三个关键维度来评估您的 Agent 和 Team。 - [在 Agno 平台进行评估](https://ikun.mintlify.app/evals/platform.md): 您可以在 Agno 平台上跟踪您的评估运行情况 - [图书推荐器](https://ikun.mintlify.app/examples/agents/books-recommender.md) - [金融AI](https://ikun.mintlify.app/examples/agents/finance-agent.md) - [电影推荐器](https://ikun.mintlify.app/examples/agents/movie-recommender.md) - [菜谱创建器](https://ikun.mintlify.app/examples/agents/recipe-creator.md) - [研究代理](https://ikun.mintlify.app/examples/agents/research-agent.md) - [使用 Exa 的研究代理](https://ikun.mintlify.app/examples/agents/research-agent-exa.md) - [创业公司分析师代理](https://ikun.mintlify.app/examples/agents/startup-analyst-agent.md): 一个复杂的创业公司情报代理，利用 `ScrapeGraph` 工具包对公司进行全面的尽职调查 - [助教](https://ikun.mintlify.app/examples/agents/teaching-assistant.md) - [旅行社](https://ikun.mintlify.app/examples/agents/travel-planner.md) - [推文分析代理](https://ikun.mintlify.app/examples/agents/tweet-analysis-agent.md): 一个分析推文并提供全面品牌监控和情感分析的代理。 - [YouTube 智能助手](https://ikun.mintlify.app/examples/agents/youtube-agent.md) - [带有工具的代理](https://ikun.mintlify.app/examples/applications/ag-ui/agent_with_tools.md): 将您的 Agno Agent 与工具一起公开为 AG-UI 兼容的应用程序 - [基础](https://ikun.mintlify.app/examples/applications/ag-ui/basic.md): 将您的 Agno Agent 作为兼容 AG-UI 的应用公开 - [研究团队](https://ikun.mintlify.app/examples/applications/ag-ui/team.md): 将您的 Agno 团队公开为兼容 AG-UI 的应用 - [媒体代理](https://ikun.mintlify.app/examples/applications/discord/agent_with_media.md) - [具备用户记忆的 Agent](https://ikun.mintlify.app/examples/applications/discord/agent_with_user_memory.md) - [基础示例](https://ikun.mintlify.app/examples/applications/discord/basic.md) - [基础版](https://ikun.mintlify.app/examples/applications/fastapi/basic.md): 将您的 Agno Agent 作为 FastAPI 应用公开 - [学习伙伴](https://ikun.mintlify.app/examples/applications/fastapi/study_friend.md): 将你的 Agno Agent 作为 FastAPI 应用程序公开 - [Agno Assist](https://ikun.mintlify.app/examples/applications/playground/agno_assist.md) - [音频会话代理](https://ikun.mintlify.app/examples/applications/playground/audio_conversation_agent.md) - [基础](https://ikun.mintlify.app/examples/applications/playground/basic.md) - [Mcp Demo](https://ikun.mintlify.app/examples/applications/playground/mcp_demo.md) - [多模态代理](https://ikun.mintlify.app/examples/applications/playground/multimodal_agents.md) - [Ollama 代理](https://ikun.mintlify.app/examples/applications/playground/ollama_agents.md) - [Reasoning Demo](https://ikun.mintlify.app/examples/applications/playground/reasoning_demo.md) - [Teams Demo](https://ikun.mintlify.app/examples/applications/playground/teams_demo.md) - [上传文件](https://ikun.mintlify.app/examples/applications/playground/upload_files.md) - [具有用户记忆的代理](https://ikun.mintlify.app/examples/applications/slack/agent_with_user_memory.md) - [基础用法](https://ikun.mintlify.app/examples/applications/slack/basic.md) - [推理代理](https://ikun.mintlify.app/examples/applications/slack/reasoning_agent.md) - [媒体代理](https://ikun.mintlify.app/examples/applications/whatsapp/agent_with_media.md) - [具有用户记忆的代理](https://ikun.mintlify.app/examples/applications/whatsapp/agent_with_user_memory.md) - [基础](https://ikun.mintlify.app/examples/applications/whatsapp/basic.md) - [图片生成模型](https://ikun.mintlify.app/examples/applications/whatsapp/image_generation_model.md) - [图片生成工具](https://ikun.mintlify.app/examples/applications/whatsapp/image_generation_tools.md) - [推理代理](https://ikun.mintlify.app/examples/applications/whatsapp/reasoning_agent.md) - [学习伙伴](https://ikun.mintlify.app/examples/applications/whatsapp/study_friend.md) - [基本异步](https://ikun.mintlify.app/examples/concepts/async/basic.md) - [数据分析师](https://ikun.mintlify.app/examples/concepts/async/data_analyst.md) - [Gather agents](https://ikun.mintlify.app/examples/concepts/async/gather_agents.md) - [推理代理](https://ikun.mintlify.app/examples/concepts/async/reasoning.md) - [结构化输出](https://ikun.mintlify.app/examples/concepts/async/structured_output.md) - [添加上下文](https://ikun.mintlify.app/examples/concepts/context/01-add_context.md) - [Agent 上下文](https://ikun.mintlify.app/examples/concepts/context/02-agent_context.md) - [指令中的上下文](https://ikun.mintlify.app/examples/concepts/context/03-context_in_instructions.md) - [Azure OpenAI 嵌入器](https://ikun.mintlify.app/examples/concepts/embedders/azure-embedder.md) - [Cohere 嵌入器](https://ikun.mintlify.app/examples/concepts/embedders/cohere-embedder.md) - [Fireworks Embedder](https://ikun.mintlify.app/examples/concepts/embedders/fireworks-embedder.md) - [Gemini 向量嵌入器](https://ikun.mintlify.app/examples/concepts/embedders/gemini-embedder.md) - [Huggingface embedder](https://ikun.mintlify.app/examples/concepts/embedders/huggingface-embedder.md) - [米斯特拉尔嵌入器](https://ikun.mintlify.app/examples/concepts/embedders/mistral-embedder.md) - [Ollama 嵌入器](https://ikun.mintlify.app/examples/concepts/embedders/ollama-embedder.md) - [OpenAI Embedder](https://ikun.mintlify.app/examples/concepts/embedders/openai-embedder.md) - [Qdrant FastEmbed Embedder](https://ikun.mintlify.app/examples/concepts/embedders/qdrant-fastembed.md) - [LanceDB 混合搜索](https://ikun.mintlify.app/examples/concepts/hybrid-search/lancedb.md) - [MilvusDB 混合搜索](https://ikun.mintlify.app/examples/concepts/hybrid-search/milvusdb.md) - [MongoDB 混合搜索](https://ikun.mintlify.app/examples/concepts/hybrid-search/mongodb.md) - [PgVector 混合搜索](https://ikun.mintlify.app/examples/concepts/hybrid-search/pgvector.md) - [QdrantDB 混合搜索](https://ikun.mintlify.app/examples/concepts/hybrid-search/qdrantdb.md) - [Weaviate](https://ikun.mintlify.app/examples/concepts/hybrid-search/weaviate.md) - [ArXiv 知识库](https://ikun.mintlify.app/examples/concepts/knowledge/arxiv-kb.md) - [组合知识库](https://ikun.mintlify.app/examples/concepts/knowledge/combined-kb.md) - [CSV 知识库](https://ikun.mintlify.app/examples/concepts/knowledge/csv-kb.md) - [CSV URL 知识库](https://ikun.mintlify.app/examples/concepts/knowledge/csv-url-kb.md) - [文档知识库](https://ikun.mintlify.app/examples/concepts/knowledge/doc-kb.md) - [DOCX 知识库](https://ikun.mintlify.app/examples/concepts/knowledge/docx-kb.md) - [使用 Docx 进行代理过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/docx/agentic_filtering.md): 了解如何使用具有用户特定元数据的 Docx 文档进行代理知识过滤。 - [使用 Docx 进行筛选](https://ikun.mintlify.app/examples/concepts/knowledge/filters/docx/filtering.md): 了解如何使用具有用户特定元数据的 Docx 文档来筛选知识库搜索。 - [在加载时使用 Docx 进行过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/docx/filtering_on_load.md): 了解如何使用具有用户特定元数据的 Docx 文档在加载时过滤知识库。 - [使用传统 RAG 进行知识过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/filtering-traditional-RAG.md): 了解如何使用用户 ID、文档类型和年份等元数据在传统 RAG 中过滤知识。本示例演示了如何设置带筛选器的知识库并进行有效查询。 - [在 ChromaDB 上进行过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/filtering_chroma_db.md): 学习如何使用具有用户特定元数据的 PDF 文档，对 ChromaDB 中的知识库搜索进行过滤。 - [在 LanceDB 中进行筛选](https://ikun.mintlify.app/examples/concepts/knowledge/filters/filtering_lance_db.md): 了解如何使用具有用户特定元数据（存储在 LanceDB 中）的 PDF 文档来筛选知识库搜索。 - [在 MilvusDB 中进行筛选](https://ikun.mintlify.app/examples/concepts/knowledge/filters/filtering_milvus_db.md): 在 MilvusDB 中了解如何使用用户特定的元数据通过 PDF 文档筛选知识库搜索。 - [MongoDB 过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/filtering_mongo_db.md): 学习如何使用 MongoDB 中包含用户特定元数据的 PDF 文档来过滤知识库搜索。 - [在 PgVector 中筛选](https://ikun.mintlify.app/examples/concepts/knowledge/filters/filtering_pgvector.md): 了解如何使用具有用户特定元数据的 Pdf 文档在 PgVector 中筛选知识库搜索。 - [在 Pinecone 中进行过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/filtering_pinecone.md): 了解如何使用用户特定的元数据通过 PDF 文档在 Pinecone 中过滤知识库搜索。 - [在 Qdrant 中进行过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/filtering_qdrant_db.md): 了解如何使用具有用户特定元数据的 PDF 文档在 Qdrant 中过滤知识库搜索。 - [在 Weaviate 中过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/filtering_weaviate.md): 学习如何在 Weaviate 中使用具有用户特定元数据的 PDF 文档来过滤知识库搜索。 - [使用 Json 进行智能过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/json/agentic_filtering.md): 了解如何使用带有用户特定元数据的 Json 文档进行智能知识过滤。 - [使用 Json 进行过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/json/filtering.md): 了解如何使用具有用户特定元数据Json文档的知识库搜索进行过滤。 - [使用 Json 在加载时进行筛选](https://ikun.mintlify.app/examples/concepts/knowledge/filters/json/filtering_on_load.md): 学习如何使用具有用户特定元数据的 Json 文档在加载时筛选知识库。 - [使用 Pdf 进行智能过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/pdf/agentic_filtering.md): 了解如何使用带有用户特定元数据的 Pdf 文档进行智能知识过滤。 - [使用 Pdf 进行筛选](https://ikun.mintlify.app/examples/concepts/knowledge/filters/pdf/filtering.md): 了解如何使用带有用户特定元数据的 Pdf 文档来筛选知识库搜索。 - [加载时使用 PDF 过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/pdf/filtering_on_load.md): 了解如何使用具有用户特定元数据的 PDF 文档在加载时过滤知识库。 - [使用 Pdf-Url 进行 Agentic 过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/pdf_url/agentic_filtering.md): 了解如何使用带有用户特定元数据的 Pdf-Url 文档进行 agentic 知识过滤。 - [使用 Pdf-Url 进行过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/pdf_url/filtering.md): 了解如何使用用户特定的元数据，通过 Pdf-Url 文档过滤知识库搜索。 - [加载时使用 Pdf-Url 进行过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/pdf_url/filtering_on_load.md): 学习如何在使用具有用户特定元数据的 Pdf-Url 文档时，在加载时过滤知识库。 - [使用文本进行代理过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/text/agentic_filtering.md): 学习如何使用具有用户特定元数据的文本文档进行代理知识过滤。 - [使用文本进行筛选](https://ikun.mintlify.app/examples/concepts/knowledge/filters/text/filtering.md): 了解如何使用具有用户特定元数据的文本文档来筛选知识库搜索。 - [加载时使用文本进行过滤](https://ikun.mintlify.app/examples/concepts/knowledge/filters/text/filtering_on_load.md): 了解如何使用具有用户特定元数据的文本文档在加载时过滤知识库。 - [内置记忆](https://ikun.mintlify.app/examples/concepts/memory/00-built-in-memory.md) - [单独的内存操作](https://ikun.mintlify.app/examples/concepts/memory/01-standalone-memory.md) - [使用 SQLite 实现持久化内存](https://ikun.mintlify.app/examples/concepts/memory/02-persistent-memory.md) - [自定义记忆创建](https://ikun.mintlify.app/examples/concepts/memory/03-custom-memory-creation.md) - [内存搜索](https://ikun.mintlify.app/examples/concepts/memory/04-memory-search.md) - [具有记忆的 Agent](https://ikun.mintlify.app/examples/concepts/memory/05-agent-with-memory.md) - [智能体记忆](https://ikun.mintlify.app/examples/concepts/memory/06-agentic-memory.md) - [带有会话摘要的代理](https://ikun.mintlify.app/examples/concepts/memory/07-agent-with-summaries.md) - [多个 Agent 共享内存](https://ikun.mintlify.app/examples/concepts/memory/08-agents-share-memory.md) - [自定义记忆](https://ikun.mintlify.app/examples/concepts/memory/09-custom-memory.md) - [多用户多会话聊天](https://ikun.mintlify.app/examples/concepts/memory/10-multi-user-multi-session-chat.md) - [11 multi user multi session chat concurrent](https://ikun.mintlify.app/examples/concepts/memory/11-multi-user-multi-session-chat-concurrent.md) - [内存引用](https://ikun.mintlify.app/examples/concepts/memory/12-memory-references.md) - [Session Summary References](https://ikun.mintlify.app/examples/concepts/memory/13-session-summary-references.md) - [MongoDB 内存存储](https://ikun.mintlify.app/examples/concepts/memory/db/mem-mongodb-memory.md) - [PostgreSQL 内存存储](https://ikun.mintlify.app/examples/concepts/memory/db/mem-postgres-memory.md) - [Redis 内存存储](https://ikun.mintlify.app/examples/concepts/memory/db/mem-redis-memory.md) - [SQLite 内存存储](https://ikun.mintlify.app/examples/concepts/memory/db/mem-sqlite-memory.md) - [Mem0 记忆](https://ikun.mintlify.app/examples/concepts/memory/mem0-memory.md) - [音频输入输出](https://ikun.mintlify.app/examples/concepts/multimodal/audio-input-output.md) - [多轮音频代理](https://ikun.mintlify.app/examples/concepts/multimodal/audio-multi-turn.md) - [音频情感分析代理](https://ikun.mintlify.app/examples/concepts/multimodal/audio-sentiment-analysis.md) - [音频流代理](https://ikun.mintlify.app/examples/concepts/multimodal/audio-streaming.md) - [音频转文本 Agent](https://ikun.mintlify.app/examples/concepts/multimodal/audio-to-text.md) - [博客转播客代理](https://ikun.mintlify.app/examples/concepts/multimodal/blog-to-podcast.md) - [使用中间步骤生成图像](https://ikun.mintlify.app/examples/concepts/multimodal/generate-image.md) - [使用 Models Lab 生成音乐](https://ikun.mintlify.app/examples/concepts/multimodal/generate-music-agent.md) - [使用 Models Lab 生成视频](https://ikun.mintlify.app/examples/concepts/multimodal/generate-video-models-lab.md) - [使用 Replicate 生成视频](https://ikun.mintlify.app/examples/concepts/multimodal/generate-video-replicate.md) - [图片转音频智能体](https://ikun.mintlify.app/examples/concepts/multimodal/image-to-audio.md) - [图片到图片代理](https://ikun.mintlify.app/examples/concepts/multimodal/image-to-image.md) - [图片转文字代理](https://ikun.mintlify.app/examples/concepts/multimodal/image-to-text.md) - [视频字幕代理](https://ikun.mintlify.app/examples/concepts/multimodal/video-caption.md) - [视频转短视频代理](https://ikun.mintlify.app/examples/concepts/multimodal/video-to-shorts.md) - [通过 OpenInference 使用 Arize Phoenix](https://ikun.mintlify.app/examples/concepts/observability/arize-phoenix-via-openinference.md) - [Arize Phoenix 通过 OpenInference (本地收集器)](https://ikun.mintlify.app/examples/concepts/observability/arize-phoenix-via-openinference-local.md) - [Langfuse 通过 OpenInference](https://ikun.mintlify.app/examples/concepts/observability/langfuse_via_openinference.md) - [Langfuse via OpenLIT](https://ikun.mintlify.app/examples/concepts/observability/langfuse_via_openlit.md) - [LangSmith](https://ikun.mintlify.app/examples/concepts/observability/langsmith-via-openinference.md) - [Langtrace](https://ikun.mintlify.app/examples/concepts/observability/langtrace-op.md) - [Weave](https://ikun.mintlify.app/examples/concepts/observability/weave-op.md) - [Agent 额外指标](https://ikun.mintlify.app/examples/concepts/others/agent_extra_metrics.md) - [Agent 指标](https://ikun.mintlify.app/examples/concepts/others/agent_metrics.md) - [Datetime 说明](https://ikun.mintlify.app/examples/concepts/others/datetime_instructions.md) - [Image Input High Fidelity](https://ikun.mintlify.app/examples/concepts/others/image_input_high_fidelity.md) - [将字典作为输入](https://ikun.mintlify.app/examples/concepts/others/input_as_dict.md) - [输入作为列表](https://ikun.mintlify.app/examples/concepts/others/input_as_list.md) - [使用 Input 作为 Message](https://ikun.mintlify.app/examples/concepts/others/input_as_message.md) - [将输入作为消息列表](https://ikun.mintlify.app/examples/concepts/others/input_as_messages_list.md) - [说明](https://ikun.mintlify.app/examples/concepts/others/instructions.md) - [通过函数传递指令](https://ikun.mintlify.app/examples/concepts/others/instructions_via_function.md) - [中间步骤](https://ikun.mintlify.app/examples/concepts/others/intermediate_steps.md) - [位置说明](https://ikun.mintlify.app/examples/concepts/others/location_instructions.md): 将当前位置添加到代理的说明中。 - [将响应用作变量](https://ikun.mintlify.app/examples/concepts/others/response_as_variable.md) - [成功标准](https://ikun.mintlify.app/examples/concepts/others/success_criteria.md) - [Agentic RAG with Agent UI](https://ikun.mintlify.app/examples/concepts/rag/agentic-rag-agent-ui.md) - [Agentic rag lancedb](https://ikun.mintlify.app/examples/concepts/rag/agentic-rag-lancedb.md) - [Agentic RAG with PgVector](https://ikun.mintlify.app/examples/concepts/rag/agentic-rag-pgvector.md) - [Agentic rag with reranking](https://ikun.mintlify.app/examples/concepts/rag/agentic-rag-with-reranking.md) - [使用 LanceDB 和 SQLite 进行 RAG](https://ikun.mintlify.app/examples/concepts/rag/rag-with-lance-db-and-sqlite.md) - [Traditional rag lancedb](https://ikun.mintlify.app/examples/concepts/rag/traditional-rag-lancedb.md) - [基于 PgVector 的传统 RAG](https://ikun.mintlify.app/examples/concepts/rag/traditional-rag-pgvector.md) - [基础推理代理](https://ikun.mintlify.app/examples/concepts/reasoning/agents/basic-cot.md) - [捕获推理内容](https://ikun.mintlify.app/examples/concepts/reasoning/agents/capture-reasoning-content-cot.md) - [非推理模型代理](https://ikun.mintlify.app/examples/concepts/reasoning/agents/non-reasoning-model.md) - [Azure OpenAI o1](https://ikun.mintlify.app/examples/concepts/reasoning/models/azure-openai/o1.md) - [Azure OpenAI o3](https://ikun.mintlify.app/examples/concepts/reasoning/models/azure-openai/o3-tools.md) - [Azure OpenAI GPT 4.1](https://ikun.mintlify.app/examples/concepts/reasoning/models/azure-openai/reasoning-model-gpt4-1.md) - [DeepSeek Reasoner](https://ikun.mintlify.app/examples/concepts/reasoning/models/deepseek/trolley-problem.md) - [Groq DeepSeek R1](https://ikun.mintlify.app/examples/concepts/reasoning/models/groq/groq-basic.md) - [Groq Claude + DeepSeek R1](https://ikun.mintlify.app/examples/concepts/reasoning/models/groq/groq-plus-claude.md) - [Ollama DeepSeek R1](https://ikun.mintlify.app/examples/concepts/reasoning/models/ollama/ollama-basic.md) - [OpenAI o1 pro](https://ikun.mintlify.app/examples/concepts/reasoning/models/openai/o1-pro.md) - [OpenAI o3-mini](https://ikun.mintlify.app/examples/concepts/reasoning/models/openai/o3-mini-tools.md) - [OpenAI o3-mini 配合推理能力](https://ikun.mintlify.app/examples/concepts/reasoning/models/openai/reasoning-effort.md) - [xAI Grok 3 Mini](https://ikun.mintlify.app/examples/concepts/reasoning/models/xai/reasoning-effort.md) - [知识工具团队](https://ikun.mintlify.app/examples/concepts/reasoning/teams/knowledge-tool-team.md) - [具备推理工具的团队](https://ikun.mintlify.app/examples/concepts/reasoning/teams/reasoning-tool-team.md) - [Gemini 与推理工具](https://ikun.mintlify.app/examples/concepts/reasoning/tools/gemini-reasoning-tools.md) - [Gemini 与思考工具](https://ikun.mintlify.app/examples/concepts/reasoning/tools/gemini-thinking-tools.md) - [具备知识工具的推理代理](https://ikun.mintlify.app/examples/concepts/reasoning/tools/knowledge-tools.md) - [带有推理工具的推理代理](https://ikun.mintlify.app/examples/concepts/reasoning/tools/reasoning-tools.md) - [具备思考工具的推理代理](https://ikun.mintlify.app/examples/concepts/reasoning/tools/thinking-tools.md) - [基本状态管理](https://ikun.mintlify.app/examples/concepts/state/01-session-state.md) - [在指令中注入状态](https://ikun.mintlify.app/examples/concepts/state/02-state-in-prompt.md) - [使用 Storage 实现持久化状态](https://ikun.mintlify.app/examples/concepts/state/03-session-state-storage.md) - [多用户状态](https://ikun.mintlify.app/examples/concepts/state/04-session-state-user-id.md) - [跨多轮的管理状态](https://ikun.mintlify.app/examples/concepts/state/05-session-state-full-example.md) - [共享状态的团队](https://ikun.mintlify.app/examples/concepts/state/06-team-session-state.md) - [DynamoDB Agent 存储](https://ikun.mintlify.app/examples/concepts/storage/agent_storage/dynamodb.md) - [JSON Agent 存储](https://ikun.mintlify.app/examples/concepts/storage/agent_storage/json.md) - [Mongo Agent Storage](https://ikun.mintlify.app/examples/concepts/storage/agent_storage/mongodb.md) - [MySQL Agent 存储](https://ikun.mintlify.app/examples/concepts/storage/agent_storage/mysql.md) - [Postgres Agent 存储](https://ikun.mintlify.app/examples/concepts/storage/agent_storage/postgres.md) - [Redis Agent 存储](https://ikun.mintlify.app/examples/concepts/storage/agent_storage/redis.md) - [Singlestore Agent 存储](https://ikun.mintlify.app/examples/concepts/storage/agent_storage/singlestore.md) - [Sqlite 代理存储](https://ikun.mintlify.app/examples/concepts/storage/agent_storage/sqlite.md) - [YAML Agent 存储](https://ikun.mintlify.app/examples/concepts/storage/agent_storage/yaml.md) - [DynamoDB 团队存储](https://ikun.mintlify.app/examples/concepts/storage/team_storage/dynamodb.md) - [JSON 团队存储](https://ikun.mintlify.app/examples/concepts/storage/team_storage/json.md) - [Mongo Team 存储](https://ikun.mintlify.app/examples/concepts/storage/team_storage/mongodb.md) - [MySQL 团队存储](https://ikun.mintlify.app/examples/concepts/storage/team_storage/mysql.md) - [Postgres 团队存储](https://ikun.mintlify.app/examples/concepts/storage/team_storage/postgres.md) - [Redis 团队存储](https://ikun.mintlify.app/examples/concepts/storage/team_storage/redis.md) - [Singlestore Team 存储](https://ikun.mintlify.app/examples/concepts/storage/team_storage/singlestore.md) - [Sqlite Team 存储](https://ikun.mintlify.app/examples/concepts/storage/team_storage/sqlite.md) - [YAML 团队存储](https://ikun.mintlify.app/examples/concepts/storage/team_storage/yaml.md) - [DynamoDB 工作流存储](https://ikun.mintlify.app/examples/concepts/storage/workflow_storage/dynamodb.md) - [JSON 工作流存储](https://ikun.mintlify.app/examples/concepts/storage/workflow_storage/json.md) - [MongoDB 工作流存储](https://ikun.mintlify.app/examples/concepts/storage/workflow_storage/mongodb.md) - [MySQL 工作流存储](https://ikun.mintlify.app/examples/concepts/storage/workflow_storage/mysql.md) - [Postgres 工作流存储](https://ikun.mintlify.app/examples/concepts/storage/workflow_storage/postgres.md) - [Redis 工作流存储](https://ikun.mintlify.app/examples/concepts/storage/workflow_storage/redis.md) - [Singlestore 工作流存储](https://ikun.mintlify.app/examples/concepts/storage/workflow_storage/singlestore.md) - [SQLite 工作流存储](https://ikun.mintlify.app/examples/concepts/storage/workflow_storage/sqlite.md) - [YAML 工作流存储](https://ikun.mintlify.app/examples/concepts/storage/workflow_storage/yaml.md) - [CSV 工具](https://ikun.mintlify.app/examples/concepts/tools/database/csv.md) - [DuckDB 工具](https://ikun.mintlify.app/examples/concepts/tools/database/duckdb.md) - [Pandas](https://ikun.mintlify.app/examples/concepts/tools/database/pandas.md) - [Postgres 工具](https://ikun.mintlify.app/examples/concepts/tools/database/postgres.md) - [SQL 工具](https://ikun.mintlify.app/examples/concepts/tools/database/sql.md) - [Zep 记忆工具](https://ikun.mintlify.app/examples/concepts/tools/database/zep.md) - [Zep 异步内存工具](https://ikun.mintlify.app/examples/concepts/tools/database/zep_async.md) - [计算器](https://ikun.mintlify.app/examples/concepts/tools/local/calculator.md) - [Docker 工具](https://ikun.mintlify.app/examples/concepts/tools/local/docker.md) - [文件工具](https://ikun.mintlify.app/examples/concepts/tools/local/file.md) - [Python 工具](https://ikun.mintlify.app/examples/concepts/tools/local/python.md) - [Shell 工具](https://ikun.mintlify.app/examples/concepts/tools/local/shell.md) - [Sleep 工具](https://ikun.mintlify.app/examples/concepts/tools/local/sleep.md) - [Airbnb MCP agent](https://ikun.mintlify.app/examples/concepts/tools/mcp/airbnb.md) - [GitHub MCP agent](https://ikun.mintlify.app/examples/concepts/tools/mcp/github.md) - [Notion MCP 代理](https://ikun.mintlify.app/examples/concepts/tools/mcp/notion.md) - [Pipedream 认证](https://ikun.mintlify.app/examples/concepts/tools/mcp/pipedream_auth.md): 本示例展示了在集成 Pipedream MCP 服务器时如何添加授权以与 Agno Agents 连接。 - [Pipedream Google Calendar](https://ikun.mintlify.app/examples/concepts/tools/mcp/pipedream_google_calendar.md): 此示例展示了如何将 Agno Agents 与 Pipedream Google Calendar MCP 服务器结合使用。 - [Pipedream LinkedIn](https://ikun.mintlify.app/examples/concepts/tools/mcp/pipedream_linkedin.md): 此示例演示了如何将 Pipedream MCP 服务器与 Agno Agents 结合使用以访问 LinkedIn。 - [Pipedream Slack](https://ikun.mintlify.app/examples/concepts/tools/mcp/pipedream_slack.md): 此示例展示了如何将 Pipedream MCP 服务器（在此案例中为 Slack）与 Agno Agents 一起使用。 - [Stagehand MCP agent](https://ikun.mintlify.app/examples/concepts/tools/mcp/stagehand.md): 一个使用 Stagehand MCP 服务器的网页抓取代理，用于自动化浏览器交互并从 Hacker News 创建结构化的内容摘要。 - [Stripe MCP 代理](https://ikun.mintlify.app/examples/concepts/tools/mcp/stripe.md) - [Supabase MCP 代理](https://ikun.mintlify.app/examples/concepts/tools/mcp/supabase.md) - [会议摘要代理](https://ikun.mintlify.app/examples/concepts/tools/models/openai/meeting-summarizer.md): 多模态 Agno 代理，用于转录会议录音、提取关键见解、生成可视化摘要和使用 OpenAI 工具创建音频摘要。 - [菜谱 RAG 图像代理](https://ikun.mintlify.app/examples/concepts/tools/models/openai/rag-recipe-image.md) - [Airflow 工具](https://ikun.mintlify.app/examples/concepts/tools/others/airflow.md) - [Apify 工具](https://ikun.mintlify.app/examples/concepts/tools/others/apify.md) - [AWS Lambda 工具](https://ikun.mintlify.app/examples/concepts/tools/others/aws_lambda.md) - [AWS SES 工具](https://ikun.mintlify.app/examples/concepts/tools/others/aws_ses.md) - [Cal.com 工具](https://ikun.mintlify.app/examples/concepts/tools/others/calcom.md) - [Composio 工具](https://ikun.mintlify.app/examples/concepts/tools/others/composio.md) - [Confluence 工具](https://ikun.mintlify.app/examples/concepts/tools/others/confluence.md) - [DALL-E 工具](https://ikun.mintlify.app/examples/concepts/tools/others/dalle.md) - [Daytona 代码执行](https://ikun.mintlify.app/examples/concepts/tools/others/daytona.md): 了解如何使用 Agno 的 Daytona 集成在安全沙箱中运行您的 Agent 生成的代码。 - [Desi Vocal Tools](https://ikun.mintlify.app/examples/concepts/tools/others/desi_vocal.md) - [E2B 代码执行](https://ikun.mintlify.app/examples/concepts/tools/others/e2b.md): 了解如何使用 Agno 的 E2B 集成在安全的沙箱中运行 Agent 生成的代码。 - [Fal 工具](https://ikun.mintlify.app/examples/concepts/tools/others/fal.md) - [金融数据集工具](https://ikun.mintlify.app/examples/concepts/tools/others/financial_datasets.md) - [Giphy 工具](https://ikun.mintlify.app/examples/concepts/tools/others/giphy.md) - [GitHub 工具](https://ikun.mintlify.app/examples/concepts/tools/others/github.md) - [Google 日历工具](https://ikun.mintlify.app/examples/concepts/tools/others/google_calendar.md) - [Google Maps 工具](https://ikun.mintlify.app/examples/concepts/tools/others/google_maps.md) - [Jira 工具](https://ikun.mintlify.app/examples/concepts/tools/others/jira.md) - [Linear 工具](https://ikun.mintlify.app/examples/concepts/tools/others/linear.md) - [Luma Labs 工具](https://ikun.mintlify.app/examples/concepts/tools/others/lumalabs.md) - [MLX 转录工具](https://ikun.mintlify.app/examples/concepts/tools/others/mlx_transcribe.md) - [Models Labs 工具](https://ikun.mintlify.app/examples/concepts/tools/others/models_labs.md) - [OpenBB 工具](https://ikun.mintlify.app/examples/concepts/tools/others/openbb.md) - [复制工具](https://ikun.mintlify.app/examples/concepts/tools/others/replicate.md) - [Resend 工具](https://ikun.mintlify.app/examples/concepts/tools/others/resend.md) - [Todoist 工具](https://ikun.mintlify.app/examples/concepts/tools/others/todoist.md) - [YFinance 工具](https://ikun.mintlify.app/examples/concepts/tools/others/yfinance.md) - [YouTube 工具](https://ikun.mintlify.app/examples/concepts/tools/others/youtube.md) - [Zendesk 工具](https://ikun.mintlify.app/examples/concepts/tools/others/zendesk.md) - [ArXiv 工具集](https://ikun.mintlify.app/examples/concepts/tools/search/arxiv.md) - [百度搜索工具](https://ikun.mintlify.app/examples/concepts/tools/search/baidusearch.md) - [Brave Search 工具](https://ikun.mintlify.app/examples/concepts/tools/search/bravesearch.md) - [DuckDuckGo 搜索](https://ikun.mintlify.app/examples/concepts/tools/search/duckduckgo.md) - [Exa 工具](https://ikun.mintlify.app/examples/concepts/tools/search/exa.md) - [Google 搜索工具](https://ikun.mintlify.app/examples/concepts/tools/search/google_search.md) - [Hacker News 工具](https://ikun.mintlify.app/examples/concepts/tools/search/hackernews.md) - [PubMed 工具](https://ikun.mintlify.app/examples/concepts/tools/search/pubmed.md) - [SearxNG 工具](https://ikun.mintlify.app/examples/concepts/tools/search/searxng.md) - [SerpAPI 工具集](https://ikun.mintlify.app/examples/concepts/tools/search/serpapi.md) - [Tavily 工具](https://ikun.mintlify.app/examples/concepts/tools/search/tavily.md) - [Wikipedia 工具](https://ikun.mintlify.app/examples/concepts/tools/search/wikipedia.md) - [Discord 工具](https://ikun.mintlify.app/examples/concepts/tools/social/discord.md) - [邮件工具](https://ikun.mintlify.app/examples/concepts/tools/social/email.md) - [Slack 工具](https://ikun.mintlify.app/examples/concepts/tools/social/slack.md) - [Twilio 工具](https://ikun.mintlify.app/examples/concepts/tools/social/twilio.md) - [Webex 工具](https://ikun.mintlify.app/examples/concepts/tools/social/webex.md) - [WhatsApp 工具](https://ikun.mintlify.app/examples/concepts/tools/social/whatsapp.md) - [X (Twitter) 工具](https://ikun.mintlify.app/examples/concepts/tools/social/x.md) - [BrightData 工具](https://ikun.mintlify.app/examples/concepts/tools/web_scrape/brightdata.md) - [Firecrawl 工具](https://ikun.mintlify.app/examples/concepts/tools/web_scrape/firecrawl.md): 将 Firecrawl 与 Agno 一起使用来抓取和爬取网络。 - [Jina Reader 工具](https://ikun.mintlify.app/examples/concepts/tools/web_scrape/jina_reader.md) - [报纸工具](https://ikun.mintlify.app/examples/concepts/tools/web_scrape/newspaper.md) - [Newspaper4k 工具集](https://ikun.mintlify.app/examples/concepts/tools/web_scrape/newspaper4k.md) - [Oxylabs 工具](https://ikun.mintlify.app/examples/concepts/tools/web_scrape/oxylabs.md): 将 Agno 与 Oxylabs 结合使用以抓取和爬取网络。 - [Spider 工具](https://ikun.mintlify.app/examples/concepts/tools/web_scrape/spider.md) - [网站工具](https://ikun.mintlify.app/examples/concepts/tools/web_scrape/website.md) - [用户确认要求](https://ikun.mintlify.app/examples/concepts/user-control-flows/01-confirmation-required.md): 此示例演示了如何在执行工具调用前要求用户确认，以实现人为干预（human-in-the-loop）功能。 - [异步用户确认](https://ikun.mintlify.app/examples/concepts/user-control-flows/02-confirmation-required-async.md): 本示例演示了如何实现异步用户确认流程，允许在等待用户输入时不阻塞执行。 - [流式用户确认](https://ikun.mintlify.app/examples/concepts/user-control-flows/03-confirmation-required-stream.md): 此示例演示了如何实现流式用户确认流程，从而实现实时交互和响应流。 - [需要用户输入](https://ikun.mintlify.app/examples/concepts/user-control-flows/04-user-input-required.md): 此示例演示了如何在代理执行过程中收集用户输入，允许用户提供工具参数的特定信息。 - [异步用户输入](https://ikun.mintlify.app/examples/concepts/user-control-flows/05-user-input-required-async.md): 本示例演示了如何实现异步用户输入收集，从而在收集用户信息时实现非阻塞执行。 - [流式用户输入](https://ikun.mintlify.app/examples/concepts/user-control-flows/06-user-input-required-stream.md): 此示例演示了如何实现流式用户输入收集，在收集用户信息时允许实时交互和响应流。 - [动态用户输入（Agentic）](https://ikun.mintlify.app/examples/concepts/user-control-flows/07-agentic-user-input.md): 本示例演示了如何使用 `UserControlFlowTools` 实现动态用户输入收集，使代理能够在执行过程中根据需要请求信息。 - [外部工具执行](https://ikun.mintlify.app/examples/concepts/user-control-flows/08-external-tool-execution.md): 本示例演示了如何在代理控制之外执行工具调用，从而允许自定义执行逻辑和安全措施。 - [异步外部工具执行](https://ikun.mintlify.app/examples/concepts/user-control-flows/09-external-tool-execution-async.md): 本示例展示了如何实现异步外部工具执行，允许在代理控制之外进行非阻塞式工具执行。 - [流式外部工具执行](https://ikun.mintlify.app/examples/concepts/user-control-flows/10-external-tool-execution-stream.md): 此示例演示了如何实现流式外部工具执行，从而在执行代理控制之外的工具时实现实时交互和响应流。 - [Azure Cosmos DB MongoDB vCore 集成](https://ikun.mintlify.app/examples/concepts/vectordb/azure_cosmos_mongodb.md) - [Cassandra 集成](https://ikun.mintlify.app/examples/concepts/vectordb/cassandra.md) - [ChromaDB 集成](https://ikun.mintlify.app/examples/concepts/vectordb/chromadb.md) - [Clickhouse 集成](https://ikun.mintlify.app/examples/concepts/vectordb/clickhouse.md) - [Couchbase 集成](https://ikun.mintlify.app/examples/concepts/vectordb/couchbase.md) - [LanceDB 集成](https://ikun.mintlify.app/examples/concepts/vectordb/lancedb.md) - [Milvus 集成](https://ikun.mintlify.app/examples/concepts/vectordb/milvus.md) - [MongoDB 集成](https://ikun.mintlify.app/examples/concepts/vectordb/mongodb.md) - [PgVector 集成](https://ikun.mintlify.app/examples/concepts/vectordb/pgvector.md) - [Pinecone 集成](https://ikun.mintlify.app/examples/concepts/vectordb/pinecone.md) - [Qdrant 集成](https://ikun.mintlify.app/examples/concepts/vectordb/qdrant.md) - [SingleStore 集成](https://ikun.mintlify.app/examples/concepts/vectordb/singlestore.md) - [Weaviate 集成](https://ikun.mintlify.app/examples/concepts/vectordb/weaviate.md) - [准确性与给定答案](https://ikun.mintlify.app/examples/evals/accuracy/accuracy_with_given_answer.md): 了解如何使用给定答案评估 Agno Agent 响应的准确性。 - [准确性与团队](https://ikun.mintlify.app/examples/evals/accuracy/accuracy_with_teams.md): 了解如何评估 Agno Team 的准确性。 - [使用工具的准确性](https://ikun.mintlify.app/examples/evals/accuracy/accuracy_with_tools.md): 了解如何评估使用工具的 Agent 的准确性。 - [简单准确性](https://ikun.mintlify.app/examples/evals/accuracy/basic.md): 了解如何检查 Agno Agent 回答的完整性、正确性和准确性。 - [Agent 实例化性能](https://ikun.mintlify.app/examples/evals/performance/performance_agent_instantiation.md): 用于分析 Agent 运行时和内存使用的评估。 - [使用工具时代理实例化的性能分析](https://ikun.mintlify.app/examples/evals/performance/performance_instantiation_with_tool.md): 该示例展示了如何分析使用工具的代理的运行时和内存使用情况。 - [Agent 回复的性能](https://ikun.mintlify.app/examples/evals/performance/performance_simple_response.md): 展示如何分析 Agent 运行时的运行时和内存使用情况的示例，根据其回复。 - [Teams 的性能表现](https://ikun.mintlify.app/examples/evals/performance/performance_team_instantiation.md): 了解如何分析 Agno Team 的运行时和内存使用情况。 - [Agent 结合储存的性能分析](https://ikun.mintlify.app/examples/evals/performance/performance_with_storage.md): 展示如何分析使用储存的 Agent 的运行时和内存使用情况的示例。 - [单一工具的可靠性](https://ikun.mintlify.app/examples/evals/reliability/basic.md): 评估以断言 Agent 正在进行预期的工具调用。 - [多工具可靠性](https://ikun.mintlify.app/examples/evals/reliability/reliability_with_multiple_tools.md): 了解如何断言 Agno Agent 正在进行多个预期的工具调用。 - [团队的可靠性](https://ikun.mintlify.app/examples/evals/reliability/reliability_with_teams.md): 了解如何断言一个 Agno Team 正在进行预期的工具调用。 - [Agent Context](https://ikun.mintlify.app/examples/getting-started/agent-context.md) - [Agent Session](https://ikun.mintlify.app/examples/getting-started/agent-session.md) - [Agent State](https://ikun.mintlify.app/examples/getting-started/agent-state.md) - [Agent Team](https://ikun.mintlify.app/examples/getting-started/agent-team.md) - [拥有知识的代理](https://ikun.mintlify.app/examples/getting-started/agent-with-knowledge.md) - [带有存储的 Agent](https://ikun.mintlify.app/examples/getting-started/agent-with-storage.md) - [代理与工具](https://ikun.mintlify.app/examples/getting-started/agent-with-tools.md) - [音频代理](https://ikun.mintlify.app/examples/getting-started/audio-agent.md) - [基本代理](https://ikun.mintlify.app/examples/getting-started/basic-agent.md) - [自定义工具](https://ikun.mintlify.app/examples/getting-started/custom-tools.md) - [人机协作](https://ikun.mintlify.app/examples/getting-started/human-in-the-loop.md) - [图片代理](https://ikun.mintlify.app/examples/getting-started/image-agent.md) - [图像生成](https://ikun.mintlify.app/examples/getting-started/image-generation.md) - [简介](https://ikun.mintlify.app/examples/getting-started/introduction.md) - [研究代理](https://ikun.mintlify.app/examples/getting-started/research-agent.md) - [研究工作流程](https://ikun.mintlify.app/examples/getting-started/research-workflow.md) - [重试函数](https://ikun.mintlify.app/examples/getting-started/retry-functions.md) - [结构化输出](https://ikun.mintlify.app/examples/getting-started/structured-output.md) - [用户记忆](https://ikun.mintlify.app/examples/getting-started/user-memories.md) - [视频生成](https://ikun.mintlify.app/examples/getting-started/video-generation.md) - [示例画廊](https://ikun.mintlify.app/examples/introduction.md): 探索 Agno 示例画廊，展示从单智能体任务到复杂多智能体工作流的各种内容。 - [基础代理](https://ikun.mintlify.app/examples/models/anthropic/basic.md) - [流式传递代理](https://ikun.mintlify.app/examples/models/anthropic/basic_stream.md) - [代码执行工具](https://ikun.mintlify.app/examples/models/anthropic/code_execution.md): 了解如何使用 Agno 以及 Anthropic 的代码执行工具。 - [文件上传](https://ikun.mintlify.app/examples/models/anthropic/file_upload.md): 了解如何将 Anthropic 的 Files API 与 Agno 一起使用。 - [图片输入字节内容](https://ikun.mintlify.app/examples/models/anthropic/image_input_bytes.md) - [图片输入 URL](https://ikun.mintlify.app/examples/models/anthropic/image_input_url.md) - [拥有知识的智能体](https://ikun.mintlify.app/examples/models/anthropic/knowledge.md) - [PDF 输入字节代理](https://ikun.mintlify.app/examples/models/anthropic/pdf_input_bytes.md) - [PDF 输入本地代理](https://ikun.mintlify.app/examples/models/anthropic/pdf_input_local.md) - [PDF 输入 URL 代理](https://ikun.mintlify.app/examples/models/anthropic/pdf_input_url.md) - [提示缓存](https://ikun.mintlify.app/examples/models/anthropic/prompt_caching.md): 了解如何将提示缓存与 Anthropic 模型和 Agno 结合使用。 - [代理与存储](https://ikun.mintlify.app/examples/models/anthropic/storage.md) - [结构化输出的 Agent](https://ikun.mintlify.app/examples/models/anthropic/structured_output.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/anthropic/tool_use.md) - [基础代理](https://ikun.mintlify.app/examples/models/aws/bedrock/basic.md) - [流式代理](https://ikun.mintlify.app/examples/models/aws/bedrock/basic_stream.md) - [带有图像输入的代理](https://ikun.mintlify.app/examples/models/aws/bedrock/image_agent.md) - [拥有知识的 Agent](https://ikun.mintlify.app/examples/models/aws/bedrock/knowledge.md) - [具有存储的代理](https://ikun.mintlify.app/examples/models/aws/bedrock/storage.md) - [Agent with Structured Outputs](https://ikun.mintlify.app/examples/models/aws/bedrock/structured_output.md) - [带有工具的代理](https://ikun.mintlify.app/examples/models/aws/bedrock/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/aws/claude/basic.md) - [流式处理 Agent](https://ikun.mintlify.app/examples/models/aws/claude/basic_stream.md) - [具有知识的代理](https://ikun.mintlify.app/examples/models/aws/claude/knowledge.md) - [带有存储的代理](https://ikun.mintlify.app/examples/models/aws/claude/storage.md) - [Structured output](https://ikun.mintlify.app/examples/models/aws/claude/structured_output.md) - [使用工具的 Agent](https://ikun.mintlify.app/examples/models/aws/claude/tool_use.md) - [基础代理](https://ikun.mintlify.app/examples/models/azure/ai_foundry/basic.md) - [基本流式传输](https://ikun.mintlify.app/examples/models/azure/ai_foundry/basic_stream.md) - [带有知识库的 Agent](https://ikun.mintlify.app/examples/models/azure/ai_foundry/knowledge.md) - [备有存储的代理](https://ikun.mintlify.app/examples/models/azure/ai_foundry/storage.md) - [具有结构化输出的代理](https://ikun.mintlify.app/examples/models/azure/ai_foundry/structured_output.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/azure/ai_foundry/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/azure/openai/basic.md) - [流式处理基础](https://ikun.mintlify.app/examples/models/azure/openai/basic_stream.md) - [使用知识库的 Agent](https://ikun.mintlify.app/examples/models/azure/openai/knowledge.md) - [具有存储功能的 Agent](https://ikun.mintlify.app/examples/models/azure/openai/storage.md) - [具有结构化输出的代理](https://ikun.mintlify.app/examples/models/azure/openai/structured_output.md) - [带有工具的 Agent](https://ikun.mintlify.app/examples/models/azure/openai/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/cerebras/basic.md) - [流式代理](https://ikun.mintlify.app/examples/models/cerebras/basic_stream.md) - [智能体与知识库](https://ikun.mintlify.app/examples/models/cerebras/knowledge.md) - [带有存储的 Agent](https://ikun.mintlify.app/examples/models/cerebras/storage.md) - [Agent with Structured Outputs](https://ikun.mintlify.app/examples/models/cerebras/structured_output.md) - [带有工具的 Agent](https://ikun.mintlify.app/examples/models/cerebras/tool_use.md) - [基础代理](https://ikun.mintlify.app/examples/models/cerebras_openai/basic.md) - [流式处理 Agent](https://ikun.mintlify.app/examples/models/cerebras_openai/basic_stream.md) - [代理与工具](https://ikun.mintlify.app/examples/models/cerebras_openai/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/cohere/basic.md) - [Streaming Agent](https://ikun.mintlify.app/examples/models/cohere/basic_stream.md) - [图片代理](https://ikun.mintlify.app/examples/models/cohere/image_agent.md) - [拥有知识的代理](https://ikun.mintlify.app/examples/models/cohere/knowledge.md) - [带有存储的 Agent](https://ikun.mintlify.app/examples/models/cohere/storage.md) - [Structured output](https://ikun.mintlify.app/examples/models/cohere/structured_output.md) - [使用工具的 Agent](https://ikun.mintlify.app/examples/models/cohere/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/deepinfra/basic.md) - [流式代理](https://ikun.mintlify.app/examples/models/deepinfra/basic_stream.md) - [Structured output](https://ikun.mintlify.app/examples/models/deepinfra/structured_output.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/deepinfra/tool_use.md) - [基础代理](https://ikun.mintlify.app/examples/models/deepseek/basic.md) - [流式代理](https://ikun.mintlify.app/examples/models/deepseek/basic_stream.md) - [Agent 和结构化输出](https://ikun.mintlify.app/examples/models/deepseek/structured_output.md) - [使用工具的 Agent](https://ikun.mintlify.app/examples/models/deepseek/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/fireworks/basic.md) - [स्ट्रीमिंग Agent](https://ikun.mintlify.app/examples/models/fireworks/basic_stream.md) - [具有结构化输出的代理](https://ikun.mintlify.app/examples/models/fireworks/structured_output.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/fireworks/tool_use.md) - [音频输入（字节内容）](https://ikun.mintlify.app/examples/models/gemini/audio_input_bytes_content.md) - [音频输入（上传文件）](https://ikun.mintlify.app/examples/models/gemini/audio_input_file_upload.md) - [音频输入（本地文件）](https://ikun.mintlify.app/examples/models/gemini/audio_input_local_file_upload.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/gemini/basic.md) - [流式处理 Agent](https://ikun.mintlify.app/examples/models/gemini/basic_stream.md) - [Flash Thinking Agent](https://ikun.mintlify.app/examples/models/gemini/flash_thinking.md) - [图片代理](https://ikun.mintlify.app/examples/models/gemini/image_input.md) - [具有知识库的代理](https://ikun.mintlify.app/examples/models/gemini/knowledge.md) - [带有 PDF 输入的代理（本地文件）](https://ikun.mintlify.app/examples/models/gemini/pdf_input_local.md) - [带有 PDF 输入的 Agent (URL)](https://ikun.mintlify.app/examples/models/gemini/pdf_input_url.md) - [存储代理](https://ikun.mintlify.app/examples/models/gemini/storage.md) - [Agent 的结构化输出](https://ikun.mintlify.app/examples/models/gemini/structured_output.md) - [拥有工具的 Agent](https://ikun.mintlify.app/examples/models/gemini/tool_use.md) - [视频输入 (字节内容)](https://ikun.mintlify.app/examples/models/gemini/video_input_bytes_content.md) - [视频输入（文件上传）](https://ikun.mintlify.app/examples/models/gemini/video_input_file_upload.md) - [视频输入 (本地文件上传)](https://ikun.mintlify.app/examples/models/gemini/video_input_local_file_upload.md) - [基础代理](https://ikun.mintlify.app/examples/models/groq/basic.md) - [流式代理](https://ikun.mintlify.app/examples/models/groq/basic_stream.md) - [图片代理](https://ikun.mintlify.app/examples/models/groq/image_agent.md) - [拥有知识的代理](https://ikun.mintlify.app/examples/models/groq/knowledge.md) - [带有存储功能的 Agent](https://ikun.mintlify.app/examples/models/groq/storage.md) - [Agent 与结构化输出](https://ikun.mintlify.app/examples/models/groq/structured_output.md) - [拥有工具的代理](https://ikun.mintlify.app/examples/models/groq/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/huggingface/basic.md) - [流式 Agent](https://ikun.mintlify.app/examples/models/huggingface/basic_stream.md) - [Llama 论文写作助手](https://ikun.mintlify.app/examples/models/huggingface/llama_essay_writer.md) - [异步基础代理](https://ikun.mintlify.app/examples/models/ibm/async_basic.md) - [异步流式代理](https://ikun.mintlify.app/examples/models/ibm/async_basic_stream.md) - [Agent with Async Tool Usage](https://ikun.mintlify.app/examples/models/ibm/async_tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/ibm/basic.md) - [流式处理基础 Agent](https://ikun.mintlify.app/examples/models/ibm/basic_stream.md) - [图片代理](https://ikun.mintlify.app/examples/models/ibm/image_agent_bytes.md) - [RAG Agent](https://ikun.mintlify.app/examples/models/ibm/knowledge.md) - [Agent with Storage](https://ikun.mintlify.app/examples/models/ibm/storage.md) - [Agent with Structured Output](https://ikun.mintlify.app/examples/models/ibm/structured_output.md) - [代理与工具](https://ikun.mintlify.app/examples/models/ibm/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/litellm/basic.md) - [流式处理 Agent](https://ikun.mintlify.app/examples/models/litellm/basic_stream.md) - [拥有知识的代理](https://ikun.mintlify.app/examples/models/litellm/knowledge.md) - [带有存储的代理](https://ikun.mintlify.app/examples/models/litellm/storage.md) - [具有结构化输出的代理](https://ikun.mintlify.app/examples/models/litellm/structured_output.md) - [使用工具的代理](https://ikun.mintlify.app/examples/models/litellm/tool_use.md) - [Basic Agent](https://ikun.mintlify.app/examples/models/litellm_openai/basic.md) - [流式代理](https://ikun.mintlify.app/examples/models/litellm_openai/basic_stream.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/litellm_openai/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/lmstudio/basic.md) - [流式代理](https://ikun.mintlify.app/examples/models/lmstudio/basic_stream.md) - [图片代理](https://ikun.mintlify.app/examples/models/lmstudio/image_agent.md) - [拥有知识的代理](https://ikun.mintlify.app/examples/models/lmstudio/knowledge.md) - [带存储的代理](https://ikun.mintlify.app/examples/models/lmstudio/storage.md) - [具有结构化输出的代理](https://ikun.mintlify.app/examples/models/lmstudio/structured_output.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/lmstudio/tool_use.md) - [Async basic](https://ikun.mintlify.app/examples/models/meta/async_basic.md) - [Async image input](https://ikun.mintlify.app/examples/models/meta/async_image_input.md) - [Async stream](https://ikun.mintlify.app/examples/models/meta/async_stream.md) - [Async structured output](https://ikun.mintlify.app/examples/models/meta/async_structured_output.md) - [Async tool use](https://ikun.mintlify.app/examples/models/meta/async_tool_use.md) - [Basic](https://ikun.mintlify.app/examples/models/meta/basic.md) - [Basic stream](https://ikun.mintlify.app/examples/models/meta/basic_stream.md) - [Image input](https://ikun.mintlify.app/examples/models/meta/image_input.md) - [Structured output](https://ikun.mintlify.app/examples/models/meta/structured_output.md) - [Tool use](https://ikun.mintlify.app/examples/models/meta/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/mistral/basic.md) - [流式处理 Agent](https://ikun.mintlify.app/examples/models/mistral/basic_stream.md) - [具有结构化输出的 Agent](https://ikun.mintlify.app/examples/models/mistral/structured_output.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/mistral/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/nebius/basic.md) - [流式代理](https://ikun.mintlify.app/examples/models/nebius/basic_stream.md) - [具备知识的 Agent](https://ikun.mintlify.app/examples/models/nebius/knowledge.md) - [带有存储的代理](https://ikun.mintlify.app/examples/models/nebius/storage.md) - [具有结构化输出的代理](https://ikun.mintlify.app/examples/models/nebius/structured_output.md) - [使用工具的 Agent](https://ikun.mintlify.app/examples/models/nebius/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/nvidia/basic.md) - [流式 Agent](https://ikun.mintlify.app/examples/models/nvidia/basic_stream.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/nvidia/tool_use.md) - [基础代理](https://ikun.mintlify.app/examples/models/ollama/basic.md) - [流式代理](https://ikun.mintlify.app/examples/models/ollama/basic_stream.md) - [图片代理](https://ikun.mintlify.app/examples/models/ollama/image_agent.md) - [具有知识的 Agent](https://ikun.mintlify.app/examples/models/ollama/knowledge.md) - [设置 Ollama 客户端](https://ikun.mintlify.app/examples/models/ollama/set_client.md) - [带有存储的代理](https://ikun.mintlify.app/examples/models/ollama/storage.md) - [具有结构化输出的代理](https://ikun.mintlify.app/examples/models/ollama/structured_output.md) - [包含工具的 Agent](https://ikun.mintlify.app/examples/models/ollama/tool_use.md) - [音频输入Agent](https://ikun.mintlify.app/examples/models/openai/chat/audio_input_agent.md) - [音频输出代理](https://ikun.mintlify.app/examples/models/openai/chat/audio_output_agent.md) - [基础代理](https://ikun.mintlify.app/examples/models/openai/chat/basic.md) - [流式代理](https://ikun.mintlify.app/examples/models/openai/chat/basic_stream.md) - [生成图片](https://ikun.mintlify.app/examples/models/openai/chat/generate_images.md) - [图片代理](https://ikun.mintlify.app/examples/models/openai/chat/image_agent.md) - [Knowledge](https://ikun.mintlify.app/examples/models/openai/chat/knowledge.md) - [具有推理努力的代理 (Agent with Reasoning Effort)](https://ikun.mintlify.app/examples/models/openai/chat/reasoning_effort.md) - [带有存储的代理](https://ikun.mintlify.app/examples/models/openai/chat/storage.md) - [带有结构化输出的 Agent](https://ikun.mintlify.app/examples/models/openai/chat/structured_output.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/openai/chat/tool_use.md) - [基础代理](https://ikun.mintlify.app/examples/models/openai/responses/basic.md) - [流式 Agent](https://ikun.mintlify.app/examples/models/openai/responses/basic_stream.md) - [图片代理](https://ikun.mintlify.app/examples/models/openai/responses/image_agent.md) - [图片代理 (字节内容)](https://ikun.mintlify.app/examples/models/openai/responses/image_agent_bytes.md) - [拥有知识的代理](https://ikun.mintlify.app/examples/models/openai/responses/knowledge.md) - [Agent 通过 PDF 输入（本地文件）](https://ikun.mintlify.app/examples/models/openai/responses/pdf_input_local.md) - [具有 PDF 输入的代理 (URL)](https://ikun.mintlify.app/examples/models/openai/responses/pdf_input_url.md) - [Agent with Storage](https://ikun.mintlify.app/examples/models/openai/responses/storage.md) - [结构化输出的 Agent](https://ikun.mintlify.app/examples/models/openai/responses/structured_output.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/openai/responses/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/perplexity/basic.md) - [流式处理 Agent](https://ikun.mintlify.app/examples/models/perplexity/basic_stream.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/together/basic.md) - [流式处理 Agent](https://ikun.mintlify.app/examples/models/together/basic_stream.md) - [Agent with Structured Outputs](https://ikun.mintlify.app/examples/models/together/structured_output.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/together/tool_use.md) - [基础 Agent](https://ikun.mintlify.app/examples/models/vercel/basic.md) - [流式代理](https://ikun.mintlify.app/examples/models/vercel/basic_stream.md) - [Agent with Tools](https://ikun.mintlify.app/examples/models/vercel/tool_use.md) - [Async Agent](https://ikun.mintlify.app/examples/models/vllm/async_basic.md) - [异步代理与流式输出](https://ikun.mintlify.app/examples/models/vllm/async_basic_stream.md) - [异步 Agent 与工具](https://ikun.mintlify.app/examples/models/vllm/async_tool_use.md) - [Agent with Streaming](https://ikun.mintlify.app/examples/models/vllm/basic_stream.md) - [代码生成](https://ikun.mintlify.app/examples/models/vllm/code_generation.md) - [带记忆的 Agent](https://ikun.mintlify.app/examples/models/vllm/memory.md) - [带有存储的 Agent](https://ikun.mintlify.app/examples/models/vllm/storage.md) - [结构化输出](https://ikun.mintlify.app/examples/models/vllm/structured_output.md) - [带工具的 Agent](https://ikun.mintlify.app/examples/models/vllm/tool_use.md) - [带工具的异步 Agent](https://ikun.mintlify.app/examples/models/xai/async_tool_use.md) - [基础代理](https://ikun.mintlify.app/examples/models/xai/basic.md) - [Async Basic Agent](https://ikun.mintlify.app/examples/models/xai/basic_async.md) - [异步流式代理](https://ikun.mintlify.app/examples/models/xai/basic_async_stream.md) - [流式代理](https://ikun.mintlify.app/examples/models/xai/basic_stream.md) - [金融代理](https://ikun.mintlify.app/examples/models/xai/finance_agent.md) - [Image Agent](https://ikun.mintlify.app/examples/models/xai/image_agent.md) - [字节图像代理](https://ikun.mintlify.app/examples/models/xai/image_agent_bytes.md) - [带记忆的图像代理](https://ikun.mintlify.app/examples/models/xai/image_agent_with_memory.md) - [实时搜索代理](https://ikun.mintlify.app/examples/models/xai/live_search_agent.md) - [实时搜索流式传输代理](https://ikun.mintlify.app/examples/models/xai/live_search_agent_stream.md) - [推理代理](https://ikun.mintlify.app/examples/models/xai/reasoning_agent.md) - [结构化输出代理](https://ikun.mintlify.app/examples/models/xai/structured_output.md) - [带有工具的 Agent](https://ikun.mintlify.app/examples/models/xai/tool_use.md) - [Agentic RAG](https://ikun.mintlify.app/examples/streamlit/agentic-rag.md) - [Sage：答案引擎](https://ikun.mintlify.app/examples/streamlit/answer-engine.md) - [国际象棋对战](https://ikun.mintlify.app/examples/streamlit/chess-team.md) - [游戏生成器](https://ikun.mintlify.app/examples/streamlit/game-generator.md) - [GeoBuddy](https://ikun.mintlify.app/examples/streamlit/geobuddy.md) - [SQL Agent](https://ikun.mintlify.app/examples/streamlit/text-to-sql.md) - [讨论团队](https://ikun.mintlify.app/examples/teams/collaborate/discussion_team.md) - [自主创业团队](https://ikun.mintlify.app/examples/teams/coordinate/autonomous_startup_team.md) - [HackerNews 团队](https://ikun.mintlify.app/examples/teams/coordinate/hackernews_team.md) - [新闻社团队](https://ikun.mintlify.app/examples/teams/coordinate/news_agency_team.md) - [AI 支持团队](https://ikun.mintlify.app/examples/teams/route/ai_support_team.md) - [多语言团队](https://ikun.mintlify.app/examples/teams/route/multi_language_team.md) - [团队会话状态](https://ikun.mintlify.app/examples/teams/shared_state/team_session_state.md) - [Scenario 测试](https://ikun.mintlify.app/examples/testing/scenario/basic.md) - [Async Hacker News Reporter](https://ikun.mintlify.app/examples/workflows/async-hackernews-reporter.md): 一个异步的 Hacker News 报告生成器，使用工作流获取最新新闻 - [Blog Post Generator](https://ikun.mintlify.app/examples/workflows/blog-post-generator.md) - [内容创作者](https://ikun.mintlify.app/examples/workflows/content-creator.md) - [投资报告生成器](https://ikun.mintlify.app/examples/workflows/investment-report-generator.md) - [个性化邮件生成器](https://ikun.mintlify.app/examples/workflows/personalized-email-generator.md) - [Product Manager](https://ikun.mintlify.app/examples/workflows/product-manager.md) - [创业公司想法验证器](https://ikun.mintlify.app/examples/workflows/startup-idea-validator.md) - [Team Workflow](https://ikun.mintlify.app/examples/workflows/team-workflow.md) - [何时在 Agno 中使用工作流 (Workflow) 或团队 (Team)](https://ikun.mintlify.app/faq/When-to-use-a-Workflow-vs-a-Team-in-Agno.md) - [命令行身份验证](https://ikun.mintlify.app/faq/cli-auth.md) - [连接到 Tableplus](https://ikun.mintlify.app/faq/connecting-to-tableplus.md) - [无法连接到 Docker](https://ikun.mintlify.app/faq/could-not-connect-to-docker.md) - [设置环境变量](https://ikun.mintlify.app/faq/environment-variables.md) - [记忆 V2](https://ikun.mintlify.app/faq/memoryv2.md) - [使用其他模型时请求 OpenAI 密钥](https://ikun.mintlify.app/faq/openai-key-request-for-other-models.md) - [Playground 连接问题](https://ikun.mintlify.app/faq/playground-connection.md) - [结构化输出](https://ikun.mintlify.app/faq/structured-outputs.md) - [每分钟令牌数速率限制](https://ikun.mintlify.app/faq/tpm-issues.md) - [使用 Agno Platform 进行认证](https://ikun.mintlify.app/how-to/authentication.md): 设置认证以开始监控、追踪性能指标和管理您的 Agno 工作空间。 - [参与 Agno](https://ikun.mintlify.app/how-to/contribute.md): 了解如何通过我们的 fork 和 pull request 工作流程来参与 Agno。 - [安装与设置](https://ikun.mintlify.app/how-to/install.md) - [从 Phidata 迁移到 Agno](https://ikun.mintlify.app/how-to/phidata-to-agno.md) - [Agno 是什么？](https://ikun.mintlify.app/introduction.md): Agno 是一个用于构建具有共享内存、知识和推理能力的多代理系统的 Python 框架。 - [什么是 Agents？](https://ikun.mintlify.app/introduction/agents.md): **Agents 是自主运行的 AI 程序。** - [社区与支持](https://ikun.mintlify.app/introduction/community.md): 加入 Agno 社区，与开发者交流，获取支持，并探索人工智能开发机会。 - [监控与调试](https://ikun.mintlify.app/introduction/monitoring.md): 实时监控您的 Agent、Teams 和 Workflows。 - [多代理系统](https://ikun.mintlify.app/introduction/multi-agent-systems.md): 协同工作以实现共同目标的代理团队。 - [游乐场](https://ikun.mintlify.app/introduction/playground.md): **Agno 提供了一个直观的界面来测试和互动您的 AI 代理。** - [ArXiv知识库](https://ikun.mintlify.app/knowledge/arxiv.md): 了解如何在知识库中使用 ArXiv 文章。 - [组合知识库](https://ikun.mintlify.app/knowledge/combined.md): 了解如何将多个知识库组合成一个。 - [CSV 知识库](https://ikun.mintlify.app/knowledge/csv.md): 了解如何在知识库中使用本地 CSV 文件。 - [CSV URL 知识库](https://ikun.mintlify.app/knowledge/csv-url.md): 学习如何在知识库中使用远程 CSV 文件。 - [实现自定义检索器](https://ikun.mintlify.app/knowledge/custom_retriever.md): 了解如何实现自定义检索器，以精确控制知识库中文档的检索。 - [文档知识库](https://ikun.mintlify.app/knowledge/document.md): 了解如何在知识库中使用本地文档。 - [Docx 知识库](https://ikun.mintlify.app/knowledge/docx.md): 在知识库中使用本地 docx 文件。 - [混合搜索- 结合关键字和向量搜索](https://ikun.mintlify.app/knowledge/hybrid_search.md): 了解混合搜索及其在结合关键字和向量搜索以获得更好结果方面的优势。 - [什么是知识？](https://ikun.mintlify.app/knowledge/introduction.md): 知识是 Agent 在运行时可以搜索的领域特定信息，用于做出更好的决策（动态少样本学习）和提供准确的响应（Agentic RAG）。 - [JSON 知识库](https://ikun.mintlify.app/knowledge/json.md): 了解如何在知识库中使用本地 JSON 文件。 - [LangChain 知识库](https://ikun.mintlify.app/knowledge/langchain.md): 了解如何将 LangChain 检索器或向量存储用作知识库。 - [LightRAG 知识库](https://ikun.mintlify.app/knowledge/lightrag.md): 学习如何使用 LightRAG，一个基于图的快速检索增强生成系统，用于增强知识查询。 - [LlamaIndex 知识库](https://ikun.mintlify.app/knowledge/llamaindex.md): 了解如何将 LlamaIndex 检索器或向量存储用作知识库。 - [Markdown 知识库](https://ikun.mintlify.app/knowledge/markdown.md): 了解如何在知识库中使用 Markdown 文件。 - [PDF 知识库](https://ikun.mintlify.app/knowledge/pdf.md): 了解如何在知识库中使用本地 PDF 文件。 - [PDF 字节知识库](https://ikun.mintlify.app/knowledge/pdf-bytes.md): 了解如何在您的知识库中使用内存中的 PDF 字节。 - [PDF URL 知识库](https://ikun.mintlify.app/knowledge/pdf-url.md): 了解如何在知识库中使用远程 PDF。 - [S3 PDF 知识库](https://ikun.mintlify.app/knowledge/s3_pdf.md): 了解如何在知识库中使用来自 S3 存储桶的 PDF。 - [S3 文本知识库](https://ikun.mintlify.app/knowledge/s3_text.md): 了解如何在知识库中使用来自 S3 存储桶的文本文件。 - [智能体搜索](https://ikun.mintlify.app/knowledge/search.md) - [文本知识库](https://ikun.mintlify.app/knowledge/text.md): 了解如何在知识库中使用文本文件。 - [网站知识库](https://ikun.mintlify.app/knowledge/website.md): 了解如何在知识库中使用网站。 - [Wikipedia 知识库](https://ikun.mintlify.app/knowledge/wikipedia.md): 了解如何在知识库中使用 Wikipedia 主题。 - [Youtube知识库](https://ikun.mintlify.app/knowledge/youtube.md): 了解如何在知识库中使用 YouTube 视频字幕。 - [什么是记忆？](https://ikun.mintlify.app/memory/introduction.md): 记忆使代理能够回忆相关信息。 - [用户记忆](https://ikun.mintlify.app/memory/memory.md) - [内存存储](https://ikun.mintlify.app/memory/storage.md) - [AI/ML API](https://ikun.mintlify.app/models/aimlapi.md): 了解如何使用 Agno 操作 AI/ML API。 - [Anthropic Claude](https://ikun.mintlify.app/models/anthropic.md): 了解如何在 Agno 中使用 Anthropic Claude 模型。 - [AWS Bedrock](https://ikun.mintlify.app/models/aws-bedrock.md): 了解如何将 AWS Bedrock 与 Agno 结合使用。 - [AWS Claude](https://ikun.mintlify.app/models/aws-claude.md): 了解如何在 Agno 中使用 AWS Claude 模型。 - [Azure AI Foundry](https://ikun.mintlify.app/models/azure-ai-foundry.md): 了解如何在 Agno 中使用 Azure AI Foundry 模型。 - [Azure OpenAI](https://ikun.mintlify.app/models/azure-openai.md): 了解如何在 Agno 中使用 Azure OpenAI 模型。 - [Cerebras](https://ikun.mintlify.app/models/cerebras.md): 了解如何在 Agno 中使用大语言模型。 - [Cerebras OpenAI](https://ikun.mintlify.app/models/cerebras_openai.md): 了解如何使用 Cerebras OpenAI 与 Agno。 - [Cohere](https://ikun.mintlify.app/models/cohere.md): 了解如何在 Agno 中使用 Cohere 模型。 - [模型兼容性](https://ikun.mintlify.app/models/compatibility.md) - [DeepInfra](https://ikun.mintlify.app/models/deepinfra.md): 了解如何在 Agno 中使用 DeepInfra 模型。 - [DeepSeek](https://ikun.mintlify.app/models/deepseek.md): 了解如何在 Agno 中使用 DeepSeek 模型。 - [Fireworks](https://ikun.mintlify.app/models/fireworks.md): 了解如何在 Agno 中使用 Fireworks 模型。 - [Gemini](https://ikun.mintlify.app/models/google.md): 了解如何在 Agno 中使用 Gemini 模型。 - [Groq](https://ikun.mintlify.app/models/groq.md): 了解如何将 Groq 与 Agno 结合使用。 - [HuggingFace](https://ikun.mintlify.app/models/huggingface.md): 了解如何在 Agno 中使用 HuggingFace 模型。 - [IBM WatsonX](https://ikun.mintlify.app/models/ibm-watsonx.md): 了解如何在 Agno 中使用 IBM WatsonX 模型。 - [模型是什么？](https://ikun.mintlify.app/models/introduction.md): 语言模型是机器学习程序，经过训练以理解自然语言和代码。 - [LiteLLM](https://ikun.mintlify.app/models/litellm.md): 将 LiteLLM 集成到 Agno 中，获得统一的 LLM 体验。 - [LiteLLM OpenAI](https://ikun.mintlify.app/models/litellm_openai.md): 使用 LiteLLM 和 Agno 进行 OpenAI 兼容代理服务器集成。 - [LM Studio](https://ikun.mintlify.app/models/lmstudio.md): 学习如何将 LM Studio 与 Agno 结合使用。 - [Meta](https://ikun.mintlify.app/models/meta.md): 了解如何在 Agno 中使用 Meta 模型。 - [Mistral](https://ikun.mintlify.app/models/mistral.md): 了解如何在 Agno 中使用 Mistral 模型。 - [Nebius](https://ikun.mintlify.app/models/nebius.md): 了解如何在 Agno 中使用 Nebius 模型。 - [Nvidia](https://ikun.mintlify.app/models/nvidia.md): 在 Agno 中使用 Nvidia 模型。 - [Ollama](https://ikun.mintlify.app/models/ollama.md): 学习如何与 Agno 一起使用 Ollama。 - [OpenAI](https://ikun.mintlify.app/models/openai.md): 了解如何在 Agno 中使用 OpenAI 模型。 - [OpenAI Like](https://ikun.mintlify.app/models/openai-like.md): 了解如何在 Agno 中使用类似 OpenAI 的模型。 - [OpenAI Responses](https://ikun.mintlify.app/models/openai-responses.md): 了解如何使用 Agno 中的 OpenAI Responses。 - [OpenRouter](https://ikun.mintlify.app/models/openrouter.md): 了解如何将 OpenRouter 与 Agno 结合使用。 - [Perplexity](https://ikun.mintlify.app/models/perplexity.md): 了解如何使用 Perplexity 和 Agno。 - [Sambanova](https://ikun.mintlify.app/models/sambanova.md): 了解如何将 Sambanova 与 Agno 结合使用。 - [Together](https://ikun.mintlify.app/models/together.md): 了解如何将 Together 与 Agno 一起使用。 - [Vercel v0](https://ikun.mintlify.app/models/vercel.md): 了解如何将 Vercel v0 模型与 Agno 结合使用。 - [vLLM](https://ikun.mintlify.app/models/vllm.md) - [xAI](https://ikun.mintlify.app/models/xai.md): 了解如何将 xAI 与 Agno 结合使用。 - [AgentOps](https://ikun.mintlify.app/observability/agentops.md): 将 Agno 与 AgentOps 集成，将跟踪和日志发送到集中的可观察性平台。 - [Arize](https://ikun.mintlify.app/observability/arize.md): 集成 Agno 与 Arize Phoenix 以发送追踪日志并深入了解您的代理性能。 - [OpenTelemetry](https://ikun.mintlify.app/observability/introduction.md): Agno 通过 OpenTelemetry 支持可观测性，并与流行的追踪和监控平台无缝集成。 - [Langfuse](https://ikun.mintlify.app/observability/langfuse.md): 集成 Agno 与 Langfuse，发送 trace 并深入了解您的 agent 性能。 - [LangSmith](https://ikun.mintlify.app/observability/langsmith.md): 集成 Agno 与 LangSmith，发送追踪信息并深入了解您的代理性能。 - [Langtrace](https://ikun.mintlify.app/observability/langtrace.md): 集成 Agno 和 Langtrace 以发送跟踪信息并深入了解您的代理性能。 - [Weave](https://ikun.mintlify.app/observability/weave.md): 将 Agno 与 WandB 的 Weave 集成，以发送跟踪信息并深入了解您的代理性能。 - [什么是推理？](https://ikun.mintlify.app/reasoning/introduction.md): 推理使智能体（Agents）在响应前能够“思考”，并“分析”其行动（即工具调用）的结果，极大地提高了智能体解决需要顺序工具调用的问题的能力。 - [推理代理](https://ikun.mintlify.app/reasoning/reasoning-agents.md) - [推理模型](https://ikun.mintlify.app/reasoning/reasoning-models.md) - [推理工具](https://ikun.mintlify.app/reasoning/reasoning-tools.md) - [Agent](https://ikun.mintlify.app/reference/agents/agent.md) - [RunResponse](https://ikun.mintlify.app/reference/agents/run-response.md) - [AgentSession](https://ikun.mintlify.app/reference/agents/session.md) - [Agentic Chunking](https://ikun.mintlify.app/reference/chunking/agentic.md) - [文档分块](https://ikun.mintlify.app/reference/chunking/document.md) - [固定大小分块](https://ikun.mintlify.app/reference/chunking/fixed-size.md) - [递归分块](https://ikun.mintlify.app/reference/chunking/recursive.md) - [语义分块](https://ikun.mintlify.app/reference/chunking/semantic.md) - [Arxiv 阅读器](https://ikun.mintlify.app/reference/document_reader/arxiv.md) - [Reader](https://ikun.mintlify.app/reference/document_reader/base.md) - [CSV Reader](https://ikun.mintlify.app/reference/document_reader/csv.md) - [CSV URL 读取器](https://ikun.mintlify.app/reference/document_reader/csv_url.md) - [Docx 阅读器](https://ikun.mintlify.app/reference/document_reader/docx.md) - [FireCrawl Reader](https://ikun.mintlify.app/reference/document_reader/firecrawl.md) - [JSON Reader](https://ikun.mintlify.app/reference/document_reader/json.md) - [PDF 阅读器](https://ikun.mintlify.app/reference/document_reader/pdf.md) - [PDF 图片阅读器](https://ikun.mintlify.app/reference/document_reader/pdf_image.md) - [PDF 图片 URL 读取器](https://ikun.mintlify.app/reference/document_reader/pdf_image_url.md) - [PDF URL 阅读器](https://ikun.mintlify.app/reference/document_reader/pdf_url.md) - [Text Reader](https://ikun.mintlify.app/reference/document_reader/text.md) - [网站阅读器](https://ikun.mintlify.app/reference/document_reader/website.md) - [YouTubeReader](https://ikun.mintlify.app/reference/document_reader/youtube.md) - [Azure OpenAI](https://ikun.mintlify.app/reference/embedder/azure_openai.md) - [Cohere](https://ikun.mintlify.app/reference/embedder/cohere.md) - [FastEmbed](https://ikun.mintlify.app/reference/embedder/fastembed.md) - [Fireworks](https://ikun.mintlify.app/reference/embedder/fireworks.md) - [Gemini](https://ikun.mintlify.app/reference/embedder/gemini.md) - [Hugging Face](https://ikun.mintlify.app/reference/embedder/huggingface.md) - [Mistral](https://ikun.mintlify.app/reference/embedder/mistral.md) - [Ollama](https://ikun.mintlify.app/reference/embedder/ollama.md) - [OpenAI](https://ikun.mintlify.app/reference/embedder/openai.md) - [Sentence Transformer](https://ikun.mintlify.app/reference/embedder/sentence-transformer.md) - [Together](https://ikun.mintlify.app/reference/embedder/together.md) - [VoyageAI](https://ikun.mintlify.app/reference/embedder/voyageai.md) - [Arxiv 知识库](https://ikun.mintlify.app/reference/knowledge/arxiv.md) - [AgentKnowledge](https://ikun.mintlify.app/reference/knowledge/base.md) - [组合知识库](https://ikun.mintlify.app/reference/knowledge/combined.md) - [CSV 知识库](https://ikun.mintlify.app/reference/knowledge/csv.md) - [CSV URL 知识库](https://ikun.mintlify.app/reference/knowledge/csv_url.md) - [Docx 知识库](https://ikun.mintlify.app/reference/knowledge/docx.md) - [JSON 知识库](https://ikun.mintlify.app/reference/knowledge/json.md) - [Langchain 知识库](https://ikun.mintlify.app/reference/knowledge/langchain.md) - [LlamaIndex 知识库](https://ikun.mintlify.app/reference/knowledge/llamaindex.md) - [PDF 知识库](https://ikun.mintlify.app/reference/knowledge/pdf.md) - [PDF URL 知识库](https://ikun.mintlify.app/reference/knowledge/pdf_url.md) - [文本知识库](https://ikun.mintlify.app/reference/knowledge/text.md) - [网站知识库](https://ikun.mintlify.app/reference/knowledge/website.md) - [Wikipedia 知识库](https://ikun.mintlify.app/reference/knowledge/wikipedia.md) - [YouTube 知识库](https://ikun.mintlify.app/reference/knowledge/youtube.md) - [记忆](https://ikun.mintlify.app/reference/memory/memory.md) - [MongoMemoryDb](https://ikun.mintlify.app/reference/memory/storage/mongo.md) - [PostgresMemoryDb](https://ikun.mintlify.app/reference/memory/storage/postgres.md) - [RedisMemoryDb](https://ikun.mintlify.app/reference/memory/storage/redis.md) - [SqliteMemoryDb](https://ikun.mintlify.app/reference/memory/storage/sqlite.md) - [AI/ML API](https://ikun.mintlify.app/reference/models/aimlapi.md) - [Claude](https://ikun.mintlify.app/reference/models/anthropic.md) - [Azure AI Foundry](https://ikun.mintlify.app/reference/models/azure.md) - [Azure OpenAI](https://ikun.mintlify.app/reference/models/azure_open_ai.md) - [AWS Bedrock](https://ikun.mintlify.app/reference/models/bedrock.md): 了解如何在 Agno 中使用 AWS Bedrock 模型。 - [AWS Bedrock Claude](https://ikun.mintlify.app/reference/models/bedrock_claude.md) - [Cohere](https://ikun.mintlify.app/reference/models/cohere.md) - [DeepInfra](https://ikun.mintlify.app/reference/models/deepinfra.md) - [DeepSeek](https://ikun.mintlify.app/reference/models/deepseek.md) - [Fireworks](https://ikun.mintlify.app/reference/models/fireworks.md) - [Gemini](https://ikun.mintlify.app/reference/models/gemini.md) - [Groq](https://ikun.mintlify.app/reference/models/groq.md) - [HuggingFace](https://ikun.mintlify.app/reference/models/huggingface.md) - [IBM WatsonX](https://ikun.mintlify.app/reference/models/ibm-watsonx.md) - [InternLM](https://ikun.mintlify.app/reference/models/internlm.md) - [Meta](https://ikun.mintlify.app/reference/models/meta.md) - [Mistral](https://ikun.mintlify.app/reference/models/mistral.md) - [模型](https://ikun.mintlify.app/reference/models/model.md) - [Nebius](https://ikun.mintlify.app/reference/models/nebius.md) - [Nvidia](https://ikun.mintlify.app/reference/models/nvidia.md) - [Ollama](https://ikun.mintlify.app/reference/models/ollama.md) - [Ollama 工具](https://ikun.mintlify.app/reference/models/ollama_tools.md) - [OpenAI](https://ikun.mintlify.app/reference/models/openai.md) - [OpenAI Like](https://ikun.mintlify.app/reference/models/openai_like.md) - [OpenRouter](https://ikun.mintlify.app/reference/models/openrouter.md) - [Perplexity](https://ikun.mintlify.app/reference/models/perplexity.md) - [Sambanova](https://ikun.mintlify.app/reference/models/sambanova.md) - [Together](https://ikun.mintlify.app/reference/models/together.md) - [Vercel v0](https://ikun.mintlify.app/reference/models/vercel.md) - [xAI](https://ikun.mintlify.app/reference/models/xai.md) - [Cohere Reranker](https://ikun.mintlify.app/reference/reranker/cohere.md) - [DynamoDB](https://ikun.mintlify.app/reference/storage/dynamodb.md) - [JSON](https://ikun.mintlify.app/reference/storage/json.md) - [MongoDB](https://ikun.mintlify.app/reference/storage/mongodb.md) - [MySQL](https://ikun.mintlify.app/reference/storage/mysql.md) - [PostgreSQL](https://ikun.mintlify.app/reference/storage/postgres.md) - [SingleStore](https://ikun.mintlify.app/reference/storage/singlestore.md) - [SQLite](https://ikun.mintlify.app/reference/storage/sqlite.md) - [YAML](https://ikun.mintlify.app/reference/storage/yaml.md) - [Team Session](https://ikun.mintlify.app/reference/teams/session.md) - [团队](https://ikun.mintlify.app/reference/teams/team.md) - [TeamRunResponse](https://ikun.mintlify.app/reference/teams/team-response.md) - [Cassandra](https://ikun.mintlify.app/reference/vector_db/cassandra.md) - [ChromaDb](https://ikun.mintlify.app/reference/vector_db/chromadb.md) - [Clickhouse](https://ikun.mintlify.app/reference/vector_db/clickhouse.md) - [Couchbase](https://ikun.mintlify.app/reference/vector_db/couchbase.md) - [LanceDb](https://ikun.mintlify.app/reference/vector_db/lancedb.md) - [Milvus](https://ikun.mintlify.app/reference/vector_db/milvus.md) - [MongoDb](https://ikun.mintlify.app/reference/vector_db/mongodb.md) - [PgVector](https://ikun.mintlify.app/reference/vector_db/pgvector.md) - [Pinecone](https://ikun.mintlify.app/reference/vector_db/pinecone.md) - [Qdrant](https://ikun.mintlify.app/reference/vector_db/qdrant.md) - [SingleStore](https://ikun.mintlify.app/reference/vector_db/singlestore.md) - [Weaviate](https://ikun.mintlify.app/reference/vector_db/weaviate.md) - [MongoDB 工作流存储](https://ikun.mintlify.app/reference/workflows/storage/mongodb.md) - [Postgres 工作流存储](https://ikun.mintlify.app/reference/workflows/storage/postgres.md) - [SQLite 工作流存储](https://ikun.mintlify.app/reference/workflows/storage/sqlite.md) - [Workflow](https://ikun.mintlify.app/reference/workflows/workflow.md) - [DynamoDB 存储](https://ikun.mintlify.app/storage/dynamodb.md) - [什么是存储？](https://ikun.mintlify.app/storage/introduction.md): 存储是一种将 Agent 会话和状态持久化到数据库或文件的方法。 - [JSON 存储](https://ikun.mintlify.app/storage/json.md) - [Mongo 存储](https://ikun.mintlify.app/storage/mongodb.md) - [MySQL 存储](https://ikun.mintlify.app/storage/mysql.md) - [Postgres 存储](https://ikun.mintlify.app/storage/postgres.md) - [Redis 存储](https://ikun.mintlify.app/storage/redis.md) - [SingleStore 存储](https://ikun.mintlify.app/storage/singlestore.md) - [Sqlite 存储](https://ikun.mintlify.app/storage/sqlite.md) - [YAML 存储](https://ikun.mintlify.app/storage/yaml.md) - [协作](https://ikun.mintlify.app/teams/collaborate.md) - [协调](https://ikun.mintlify.app/teams/coordinate.md) - [什么是团队？](https://ikun.mintlify.app/teams/introduction.md): 使用 Agno Teams 构建自主多智能体系统。 - [指标](https://ikun.mintlify.app/teams/metrics.md): 了解 Agno 中团队运行和会话指标 - [路由](https://ikun.mintlify.app/teams/route.md) - [运行您的团队](https://ikun.mintlify.app/teams/run.md): 了解如何运行团队并获得响应。 - [Team State](https://ikun.mintlify.app/teams/shared-state.md): 了解 Agent Teams 的共享状态。 - [结构化输出](https://ikun.mintlify.app/teams/structured-output.md) - [场景测试](https://ikun.mintlify.app/testing/scenario-testing.md) - [Async Tools](https://ikun.mintlify.app/tools/async-tools.md) - [更新工具](https://ikun.mintlify.app/tools/attaching-tools.md): 了解如何在创建代理和团队后添加/更新工具。 - [工具结果缓存](https://ikun.mintlify.app/tools/caching.md) - [编写自己的 Toolkit](https://ikun.mintlify.app/tools/custom-toolkits.md) - [异常](https://ikun.mintlify.app/tools/exceptions.md) - [人机协作](https://ikun.mintlify.app/tools/hitl.md) - [Hooks](https://ikun.mintlify.app/tools/hooks.md): 了解如何使用工具钩子来修改工具的行为。 - [工具是什么？](https://ikun.mintlify.app/tools/introduction.md): 工具是帮助 Agno Agent 与外部世界交互的功能。 - [高级 MCP 用法](https://ikun.mintlify.app/tools/mcp/advanced_usage.md) - [模型上下文协议 (MCP)](https://ikun.mintlify.app/tools/mcp/mcp.md): 了解如何将 MCP 与 Agno 结合使用，通过标准化接口使您的代理能够与外部系统进行交互。 - [SSE 传输](https://ikun.mintlify.app/tools/mcp/transports/sse.md) - [Stdio 传输](https://ikun.mintlify.app/tools/mcp/transports/stdio.md) - [Streamable HTTP Transport](https://ikun.mintlify.app/tools/mcp/transports/streamable_http.md) - [知识工具](https://ikun.mintlify.app/tools/reasoning_tools/knowledge-tools.md) - [推理工具](https://ikun.mintlify.app/tools/reasoning_tools/reasoning-tools.md) - [Thinking Tools](https://ikun.mintlify.app/tools/reasoning_tools/thinking-tools.md) - [选择工具](https://ikun.mintlify.app/tools/selecting-tools.md) - [编写自己的工具](https://ikun.mintlify.app/tools/tool-decorator.md): 了解如何编写自己的工具以及如何使用 `@tool` 装饰器来修改工具的行为。 - [工具调用限制](https://ikun.mintlify.app/tools/tool_call_limit.md): 了解如何限制代理可进行的工具调用次数。 - [CSV](https://ikun.mintlify.app/tools/toolkits/database/csv.md) - [DuckDb](https://ikun.mintlify.app/tools/toolkits/database/duckdb.md) - [Pandas](https://ikun.mintlify.app/tools/toolkits/database/pandas.md) - [Postgres](https://ikun.mintlify.app/tools/toolkits/database/postgres.md) - [SQL](https://ikun.mintlify.app/tools/toolkits/database/sql.md) - [Zep](https://ikun.mintlify.app/tools/toolkits/database/zep.md) - [计算器](https://ikun.mintlify.app/tools/toolkits/local/calculator.md) - [Docker](https://ikun.mintlify.app/tools/toolkits/local/docker.md) - [文件](https://ikun.mintlify.app/tools/toolkits/local/file.md) - [Python](https://ikun.mintlify.app/tools/toolkits/local/python.md) - [Shell](https://ikun.mintlify.app/tools/toolkits/local/shell.md) - [Sleep](https://ikun.mintlify.app/tools/toolkits/local/sleep.md) - [Gemini](https://ikun.mintlify.app/tools/toolkits/models/gemini.md) - [Groq](https://ikun.mintlify.app/tools/toolkits/models/groq.md) - [OpenAI](https://ikun.mintlify.app/tools/toolkits/models/openai.md) - [Airflow](https://ikun.mintlify.app/tools/toolkits/others/airflow.md) - [Apify](https://ikun.mintlify.app/tools/toolkits/others/apify.md) - [AWS Lambda](https://ikun.mintlify.app/tools/toolkits/others/aws_lambda.md) - [AWS SES](https://ikun.mintlify.app/tools/toolkits/others/aws_ses.md) - [Cal.com](https://ikun.mintlify.app/tools/toolkits/others/calcom.md) - [Cartesia](https://ikun.mintlify.app/tools/toolkits/others/cartesia.md): 用于与 Cartesia Voice AI 服务进行交互的工具，包括文本转语音和语音本地化 - [Composio](https://ikun.mintlify.app/tools/toolkits/others/composio.md) - [Confluence](https://ikun.mintlify.app/tools/toolkits/others/confluence.md) - [Custom API](https://ikun.mintlify.app/tools/toolkits/others/custom_api.md) - [Dalle](https://ikun.mintlify.app/tools/toolkits/others/dalle.md) - [Daytona](https://ikun.mintlify.app/tools/toolkits/others/daytona.md): Enable your Agents to run code in a remote, secure sandbox. - [E2B](https://ikun.mintlify.app/tools/toolkits/others/e2b.md): 启用你的 Agent 在远程、安全沙箱中运行代码。 - [Eleven Labs](https://ikun.mintlify.app/tools/toolkits/others/eleven_labs.md) - [Fal](https://ikun.mintlify.app/tools/toolkits/others/fal.md) - [金融数据集 API](https://ikun.mintlify.app/tools/toolkits/others/financial_datasets.md) - [Giphy](https://ikun.mintlify.app/tools/toolkits/others/giphy.md) - [Github](https://ikun.mintlify.app/tools/toolkits/others/github.md) - [Google Maps](https://ikun.mintlify.app/tools/toolkits/others/google_maps.md): 用于与 Google Maps 服务交互的工具，包括地点搜索、路线、地理编码等更多功能 - [Google Sheets](https://ikun.mintlify.app/tools/toolkits/others/google_sheets.md) - [Google Calendar](https://ikun.mintlify.app/tools/toolkits/others/googlecalendar.md) - [Jira](https://ikun.mintlify.app/tools/toolkits/others/jira.md) - [Lumalabs](https://ikun.mintlify.app/tools/toolkits/others/lumalabs.md) - [MLX 语音转写](https://ikun.mintlify.app/tools/toolkits/others/mlx_transcribe.md) - [ModelsLabs](https://ikun.mintlify.app/tools/toolkits/others/models_labs.md) - [MoviePy 视频工具](https://ikun.mintlify.app/tools/toolkits/others/moviepy.md): Agno MoviePyVideoTools 使代理能够处理视频、提取音频、生成 SRT 字幕文件，并嵌入丰富的单词高亮字幕。 - [OpenBB](https://ikun.mintlify.app/tools/toolkits/others/openbb.md) - [OpenWeather](https://ikun.mintlify.app/tools/toolkits/others/openweather.md) - [复制](https://ikun.mintlify.app/tools/toolkits/others/replicate.md) - [Resend](https://ikun.mintlify.app/tools/toolkits/others/resend.md) - [Todoist](https://ikun.mintlify.app/tools/toolkits/others/todoist.md) - [Trello](https://ikun.mintlify.app/tools/toolkits/others/trello.md): Agno TrelloTools 帮助将 Trello 功能集成到您的代理中，从而实现对看板、列表和卡片的管理。 - [Web Browser Tools](https://ikun.mintlify.app/tools/toolkits/others/web-browser.md): WebBrowser Tools 使 Agent 能够通过网络浏览器打开 URL。 - [Yfinance](https://ikun.mintlify.app/tools/toolkits/others/yfinance.md) - [Youtube](https://ikun.mintlify.app/tools/toolkits/others/youtube.md) - [Zendesk](https://ikun.mintlify.app/tools/toolkits/others/zendesk.md) - [Arxiv](https://ikun.mintlify.app/tools/toolkits/search/arxiv.md) - [BaiduSearch](https://ikun.mintlify.app/tools/toolkits/search/baidusearch.md) - [Brave 搜索](https://ikun.mintlify.app/tools/toolkits/search/bravesearch.md) - [DuckDuckGo](https://ikun.mintlify.app/tools/toolkits/search/duckduckgo.md) - [Exa](https://ikun.mintlify.app/tools/toolkits/search/exa.md) - [Google搜索](https://ikun.mintlify.app/tools/toolkits/search/googlesearch.md) - [Hacker News](https://ikun.mintlify.app/tools/toolkits/search/hackernews.md) - [Pubmed](https://ikun.mintlify.app/tools/toolkits/search/pubmed.md) - [Searxng](https://ikun.mintlify.app/tools/toolkits/search/searxng.md) - [Serpapi](https://ikun.mintlify.app/tools/toolkits/search/serpapi.md) - [SerperApi](https://ikun.mintlify.app/tools/toolkits/search/serper.md) - [Tavily](https://ikun.mintlify.app/tools/toolkits/search/tavily.md) - [Wikipedia](https://ikun.mintlify.app/tools/toolkits/search/wikipedia.md) - [Discord](https://ikun.mintlify.app/tools/toolkits/social/discord.md) - [Email](https://ikun.mintlify.app/tools/toolkits/social/email.md) - [Gmail](https://ikun.mintlify.app/tools/toolkits/social/gmail.md) - [Slack](https://ikun.mintlify.app/tools/toolkits/social/slack.md) - [Telegram](https://ikun.mintlify.app/tools/toolkits/social/telegram.md) - [Twilio](https://ikun.mintlify.app/tools/toolkits/social/twilio.md) - [Webex](https://ikun.mintlify.app/tools/toolkits/social/webex.md) - [WhatsApp](https://ikun.mintlify.app/tools/toolkits/social/whatsapp.md) - [X (Twitter)](https://ikun.mintlify.app/tools/toolkits/social/x.md) - [Zoom](https://ikun.mintlify.app/tools/toolkits/social/zoom.md) - [Toolkit Index](https://ikun.mintlify.app/tools/toolkits/toolkits.md) - [AgentQL](https://ikun.mintlify.app/tools/toolkits/web_scrape/agentql.md) - [BrightData](https://ikun.mintlify.app/tools/toolkits/web_scrape/brightdata.md): BrightDataTools 使 Agent 能够使用 BrightData 的 API 进行网页抓取、搜索引擎查询、截屏以及结构化数据提取。 - [Browserbase](https://ikun.mintlify.app/tools/toolkits/web_scrape/browserbase.md) - [Crawl4AI](https://ikun.mintlify.app/tools/toolkits/web_scrape/crawl4ai.md) - [Firecrawl](https://ikun.mintlify.app/tools/toolkits/web_scrape/firecrawl.md): 在 Agno 中使用 Firecrawl 来抓取和爬取网络。 - [JinaReader](https://ikun.mintlify.app/tools/toolkits/web_scrape/jina_reader.md) - [Newspaper](https://ikun.mintlify.app/tools/toolkits/web_scrape/newspaper.md) - [Newspaper4k](https://ikun.mintlify.app/tools/toolkits/web_scrape/newspaper4k.md) - [Oxylabs](https://ikun.mintlify.app/tools/toolkits/web_scrape/oxylabs.md) - [ScrapeGraph](https://ikun.mintlify.app/tools/toolkits/web_scrape/scrapegraph.md): Agno ScrapeGraphTools 使智能体能够从网页中提取结构化数据，并以 markdown 格式提供给 LLM。 - [Spider](https://ikun.mintlify.app/tools/toolkits/web_scrape/spider.md) - [网站工具](https://ikun.mintlify.app/tools/toolkits/web_scrape/website.md) - [Azure Cosmos DB MongoDB vCore 代理知识](https://ikun.mintlify.app/vectordb/azure_cosmos_mongodb.md) - [Cassandra Agent 知识库](https://ikun.mintlify.app/vectordb/cassandra.md) - [ChromaDB 代理知识](https://ikun.mintlify.app/vectordb/chroma.md) - [Clickhouse Agent 知识](https://ikun.mintlify.app/vectordb/clickhouse.md) - [Couchbase Agent 知识库](https://ikun.mintlify.app/vectordb/couchbase.md) - [什么是向量数据库？](https://ikun.mintlify.app/vectordb/introduction.md): 向量数据库使我们能够将信息存储为嵌入，并使用余弦相似度或全文搜索来查找与我们输入查询“相似”的结果。然后，这些结果作为上下文提供给 Agent，以便 Agent 可以使用检索增强生成 (RAG) 以一种了解上下文的方式进行响应。 - [LanceDB Agent 知识](https://ikun.mintlify.app/vectordb/lancedb.md) - [Milvus Agent 知识库](https://ikun.mintlify.app/vectordb/milvus.md) - [MongoDB Agent 连接知识](https://ikun.mintlify.app/vectordb/mongodb.md) - [PgVector 代理知识](https://ikun.mintlify.app/vectordb/pgvector.md) - [Pinecone Agent 知识库](https://ikun.mintlify.app/vectordb/pinecone.md) - [Qdrant Agent 知识库](https://ikun.mintlify.app/vectordb/qdrant.md) - [SingleStore Agent Knowledge](https://ikun.mintlify.app/vectordb/singlestore.md) - [知识库 Weaviate](https://ikun.mintlify.app/vectordb/weaviate.md) - [高级](https://ikun.mintlify.app/workflows/advanced.md) - [Workflows 是什么？](https://ikun.mintlify.app/workflows/introduction.md) - [Workflow 状态](https://ikun.mintlify.app/workflows/state.md) - [在 AWS 上运行 Agent API](https://ikun.mintlify.app/workspaces/agent-api/aws.md) - [Agent API: FastAPI 和 Postgres](https://ikun.mintlify.app/workspaces/agent-api/local.md) - [在 AWS 上运行 Agent App](https://ikun.mintlify.app/workspaces/agent-app/aws.md) - [Agent App：FastAPI、Streamlit 和 Postgres](https://ikun.mintlify.app/workspaces/agent-app/local.md) - [标准化 Agentic Systems 的代码库](https://ikun.mintlify.app/workspaces/introduction.md) - [CI/CD](https://ikun.mintlify.app/workspaces/workspace-management/ci-cd.md) - [数据库表](https://ikun.mintlify.app/workspaces/workspace-management/database-tables.md) - [开发应用](https://ikun.mintlify.app/workspaces/workspace-management/development-app.md) - [使用自定义域名和 HTTPS](https://ikun.mintlify.app/workspaces/workspace-management/domain-https.md) - [环境变量](https://ikun.mintlify.app/workspaces/workspace-management/env-vars.md) - [格式化与验证](https://ikun.mintlify.app/workspaces/workspace-management/format-and-validate.md) - [创建 Git 仓库](https://ikun.mintlify.app/workspaces/workspace-management/git-repo.md) - [安装与设置](https://ikun.mintlify.app/workspaces/workspace-management/install.md) - [简介](https://ikun.mintlify.app/workspaces/workspace-management/introduction.md) - [为新用户设置工作空间](https://ikun.mintlify.app/workspaces/workspace-management/new-users.md) - [生产应用](https://ikun.mintlify.app/workspaces/workspace-management/production-app.md) - [添加 Python 库](https://ikun.mintlify.app/workspaces/workspace-management/python-packages.md) - [添加密钥](https://ikun.mintlify.app/workspaces/workspace-management/secrets.md) - [SSH 访问](https://ikun.mintlify.app/workspaces/workspace-management/ssh-access.md) - [工作空间设置](https://ikun.mintlify.app/workspaces/workspace-management/workspace-settings.md)