---
格式版本: 2
标题: "Agents • Cookbook"
原文链接: "https://developers.openai.com/cookbook/topic/agents"
发布日期: "2026-08-16"
发布时间校准状态: "found"
发布时间需复核: "否"
发布时间来源: "rule:local:strict_original_body"
发布时间证据: "Published Time: Sun, 16 Aug 2026 16:11:57 GMT"
发布时间校准原因: "规则确认唯一严格发布时间，来源 local:strict_original_body"
发布时间校准置信度: "high"
发布时间候选数量: 4
发布时间严格候选数量: 1
发布时间原页读取状态: "source template page reused from URL open"
发布时间未找到原因: ""
发布时间校准时间: "2026-08-17T00:12:10+08:00"
发布时间仲裁状态: "skipped"
发布时间仲裁尝试次数: 0
发布时间仲裁耗时毫秒: 0
发现时间: "2026-08-16T23:54:06+08:00"
入库时间: "2026-08-16T16:12:10.719Z"
来源平台: "固定入口"
搜索渠道: "fixed_url"
搜索词: "https://developers.openai.com/blog"
匹配关键词:
  - "deployment"
  - "performance"
  - "latency"
  - "throughput"
  - "AI"
相关厂家:
  - "OpenAI"
  - "Microsoft"
  - "AWS"
  - "Google"
  - "Oracle"
相关专家:
  []
内容类型: "网页"
抓取工具: "Jina Reader"
清洗工具: "Jina Reader Markdown + Defuddle/Readability 正文提取"
原始附件:
  []
AI优质: "否"
AI打分: 15
AI分档: "非优质"
AI质检状态: "不通过"
AI打分理由: "OpenAI开发者文档导航页，仅有目录链接，无任何超节点/AI Rack相关实质内容，属空壳入口页。"
AI质检模型: "ali-deepseek-v4-flash"
AI质检时间: "2026-08-17T00:12:24+08:00"
AI主题相关性: 0
AI来源权威性: 15
AI新颖性: 0
AI技术细节: 0
AI商业部署信号: 0
AI完整性: 0
AI摘要: "本文是OpenAI开发者文档Cookbook中“Agents”主题的索引页面，主体为面向开发者的大量导航链接，指向Agents SDK、API参考、模型、工具、实时语音等文档；"
AI摘要模型: "ali-deepseek-v4-flash"
AI摘要时间: "2026-09-07T03:26:51.605Z"
采集批次: "2026年8月16日20点37分10秒"
采集批次ID: "20260816-203710-016"
去重键: "https://developers.openai.com/cookbook/topic/agents"
---

Title: Agents • Cookbook

URL Source: https://developers.openai.com/cookbook/topic/agents

Published Time: Sun, 16 Aug 2026 16:11:57 GMT

Markdown Content:
For the complete documentation index, see [llms.txt](https://developers.openai.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to the page URL. 

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 Overview  Features  Configuration  Developers  Security  Administration  Use Cases  Resources 

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*   [Git worktrees](https://developers.openai.com/codex/environments/git-worktrees)

### Build with Codex

*   [Codex SDK](https://developers.openai.com/codex/codex-sdk)
*   [App Server](https://developers.openai.com/codex/app-server)
*   [MCP Server](https://developers.openai.com/codex/mcp-server)
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### Third-party integrations

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### Reference

*   [CLI customization](https://developers.openai.com/codex/cli-customization)
*   [Developer commands](https://developers.openai.com/codex/developer-commands)
*   [Developer settings](https://developers.openai.com/codex/developer-settings)

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### Permissions

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*   [Agent approvals & security](https://developers.openai.com/codex/agent-approvals-security)
*   [Internet access](https://developers.openai.com/codex/cloud/internet-access)

### Codex Security

*   [Overview](https://developers.openai.com/codex/security)
*   
Codex Security plugin
    *   [Quickstart](https://developers.openai.com/codex/security/plugin)
    *   [Run a security scan](https://developers.openai.com/codex/security/plugin/scans)
    *   [Run a deep scan](https://developers.openai.com/codex/security/plugin/deep-scans)
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    *   [Fix findings](https://developers.openai.com/codex/security/plugin/fix-findings)
    *   [Propose security hardening](https://developers.openai.com/codex/security/plugin/security-hardening)
    *   [Write vulnerability reports](https://developers.openai.com/codex/security/plugin/vulnerability-reports)
    *   [Export and track findings](https://developers.openai.com/codex/security/plugin/export-findings)
    *   [Changelog](https://developers.openai.com/codex/security/plugin/changelog)

*   
Codex Security CLI
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    *   [FAQ](https://developers.openai.com/codex/security/cli/faq)

*   [TypeScript SDK](https://developers.openai.com/codex/security/sdk)
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Codex Security cloud
    *   [Setup](https://developers.openai.com/codex/security/setup)
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    *   [Improving the threat model](https://developers.openai.com/codex/security/threat-model)
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### Cyber safety

*   [Models & Trusted Access](https://developers.openai.com/codex/cyber-safety)
*   [Recommended configuration](https://developers.openai.com/codex/cyber-safety/recommended-configuration)

*   [Overview](https://developers.openai.com/codex/administration)

### Getting started

*   [Admin rollout guide](https://developers.openai.com/codex/enterprise/admin-setup)
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### Identity and authentication

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### Workspace access, policy, and models

*   [Groups and provisioning](https://developers.openai.com/codex/enterprise/groups-and-provisioning)
*   [Roles and workspace permissions](https://developers.openai.com/codex/enterprise/roles-and-workspace-permissions)
*   [GPTs and Sharing](https://developers.openai.com/codex/enterprise/gpts-and-sharing)
*   [Managed configuration](https://developers.openai.com/codex/enterprise/managed-configuration)
*   [Prisma AIRS](https://developers.openai.com/codex/enterprise/prisma-airs)
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### Plugin and connector controls

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### Usage, governance, and compliance

*   [Governance](https://developers.openai.com/codex/enterprise/governance)
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*   [Analytics API](https://developers.openai.com/codex/enterprise/analytics-api)
*   [Compliance API and audit events](https://developers.openai.com/codex/enterprise/compliance-api)

### Deployment and model providers

*   [Manage app updates](https://developers.openai.com/codex/enterprise/manage-app-updates)
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*   [Multimodal](https://developers.openai.com/cookbook/topic/multimodal)
*   [Text](https://developers.openai.com/cookbook/topic/text)
*   [Guardrails](https://developers.openai.com/cookbook/topic/guardrails)
*   [Optimization](https://developers.openai.com/cookbook/topic/optimization)
*   [ChatGPT](https://developers.openai.com/cookbook/topic/chatgpt)
*   [Codex](https://developers.openai.com/cookbook/topic/codex)
*   [gpt-oss](https://developers.openai.com/cookbook/topic/gpt-oss)

### Contribute

*   [Cookbook on GitHub](https://github.com/openai/openai-cookbook)

# Agents

Agents are systems that independently accomplish tasks on your behalf. Agents use an LLM to execute instructions and make decisions. They have access to tools to gather context and take actions, always operating within clearly defined guardrails.

Functions Agents SDK Responses

## All recipes 52

[Controlled Agentic Commerce with AgentCore Payments Agents SDK Aug 13, 2026](https://developers.openai.com/cookbook/examples/partners/aws/controlled_agentic_commerce_with_agentcore_payments/controlled_agentic_commerce)[AML Analysis with the Agents SDK on Amazon Bedrock Agents SDK Evals Jul 23, 2026](https://developers.openai.com/cookbook/examples/partners/aws/evidence_grounded_aml_agent_with_bedrock)[Enabling Long-Term Agent Memory with Oracle AI Agent Memory Agents SDK Jul 16, 2026](https://developers.openai.com/cookbook/examples/vector_databases/oracle_db/deep_research_openai_agents)[Trigger a Workspace Agent from the API ChatGPT Jun 18, 2026](https://developers.openai.com/cookbook/examples/chatgpt/workspace_agents/workspace-agents-api-trigger)[SchemaFlow: Agentic Database Change Impact Analysis, SQL Generation, and Eval Guardrails Agents SDK Evals Jun 5, 2026](https://developers.openai.com/cookbook/examples/partners/schemaflow_design_guide/schemaflow_cookbook)[Getting Started with OpenAI Models on Amazon Bedrock Responses May 31, 2026](https://developers.openai.com/cookbook/examples/partners/aws/openai_models_with_amazon_bedrock)[Macro Evals for Agentic Systems Evals May 19, 2026](https://developers.openai.com/cookbook/examples/partners/macro_evals_for_agentic_systems/macro_evals_for_agentic_systems)[Build an Agent Improvement Loop with Traces, Evals, and Codex Agents SDK Codex Evals May 12, 2026](https://developers.openai.com/cookbook/examples/agents_sdk/agent_improvement_loop)[Build iterative repair loops with Codex Codex Evals May 11, 2026](https://developers.openai.com/cookbook/examples/codex/build_iterative_repair_loops_with_codex)[Using Goals in Codex Codex May 9, 2026](https://developers.openai.com/cookbook/examples/codex/using_goals_in_codex)[Migrate from the Claude Agent SDK to the OpenAI Agents SDK Agents SDK May 7, 2026](https://developers.openai.com/cookbook/examples/agents_sdk/migrate-from-claude-agent-sdk/readme)[Agents SDK Deployment Manager Agents SDK May 5, 2026](https://developers.openai.com/cookbook/examples/agents_sdk/deployment_manager/readme)[Building Reliable Agents with Memory and Compaction Agents SDK May 1, 2026](https://developers.openai.com/cookbook/examples/agents_sdk/building_reliable_agents_memory_compaction)[Building workspace agents in ChatGPT to complete repeatable, end-to-end work ChatGPT Apr 22, 2026](https://developers.openai.com/cookbook/articles/chatgpt-agents-sales-meeting-prep)[Computer Use Agents in Daytona Sandboxes Agents SDK Apr 19, 2026](https://developers.openai.com/cookbook/examples/agents_sdk/computer_use_with_daytona/computer_use_with_daytona)[Migrate a Legacy Codebase with Sandbox Agents Agents SDK Evals Apr 7, 2026](https://developers.openai.com/cookbook/examples/agents_sdk/sandboxed-code-migration/sandboxed_code_migration_agent)[Realtime Prompting Guide Audio Responses Speech Feb 25, 2026](https://developers.openai.com/cookbook/examples/realtime_prompting_guide)[Codex Prompting Guide Codex Responses Feb 25, 2026](https://developers.openai.com/cookbook/examples/gpt-5/codex_prompting_guide)[Building Governed AI Agents - A Practical Guide to Agentic Scaffolding Evals Guardrails Feb 23, 2026](https://developers.openai.com/cookbook/examples/partners/agentic_governance_guide/agentic_governance_cookbook)[Prompt Caching 201 Latency Responses Feb 18, 2026](https://developers.openai.com/cookbook/examples/prompt_caching_201)[Skills in OpenAI API Responses Feb 10, 2026](https://developers.openai.com/cookbook/examples/skills_in_api)[Realtime Eval Guide Audio Evals Responses Speech Jan 25, 2026](https://developers.openai.com/cookbook/examples/realtime_eval_guide)[Context Engineering for Personalization - State Management with Long-Term Memory Notes Agents SDK Jan 5, 2026](https://developers.openai.com/cookbook/examples/agents_sdk/context_personalization)[Build a coding agent with GPT 5.1 Agents SDK Nov 13, 2025](https://developers.openai.com/cookbook/examples/build_a_coding_agent_with_gpt-5.1)[Using PLANS.md for multi-hour problem solving Codex Oct 7, 2025](https://developers.openai.com/cookbook/articles/codex_exec_plans)[Building Consistent Workflows with Codex CLI & Agents SDK Agents SDK Codex Oct 1, 2025](https://developers.openai.com/cookbook/examples/codex/codex_mcp_agents_sdk/building_consistent_workflows_codex_cli_agents_sdk)[Context Engineering - Short-Term Memory Management with Sessions Agents SDK Sep 9, 2025](https://developers.openai.com/cookbook/examples/agents_sdk/session_memory)[GPT-5 Prompt Migration and Improvement Using the New Optimizer Reasoning Responses Aug 7, 2025](https://developers.openai.com/cookbook/examples/gpt-5/prompt-optimization-cookbook)[GPT-5 prompting guide Reasoning Responses Aug 7, 2025](https://developers.openai.com/cookbook/examples/gpt-5/gpt-5_prompting_guide)[Frontend coding with GPT-5 Reasoning Responses Aug 7, 2025](https://developers.openai.com/cookbook/examples/gpt-5/gpt-5_frontend)[GPT-5 New Params and Tools Functions Reasoning Aug 7, 2025](https://developers.openai.com/cookbook/examples/gpt-5/gpt-5_new_params_and_tools)[Temporal Agents with Knowledge Graphs Functions Responses Jul 22, 2025](https://developers.openai.com/cookbook/examples/partners/temporal_agents_with_knowledge_graphs/temporal_agents)[Optimize Prompts Agents SDK Completions Responses Jul 14, 2025](https://developers.openai.com/cookbook/examples/optimize_prompts)[Building a Supply-Chain Copilot with OpenAI Agent SDK and Databricks MCP Servers Agents SDK Jul 8, 2025](https://developers.openai.com/cookbook/examples/mcp/databricks_mcp_cookbook)[Prompt Migration Guide Completions Responses Jun 26, 2025](https://developers.openai.com/cookbook/examples/prompt_migration_guide)[Introduction to deep research in the OpenAI API Responses Jun 25, 2025](https://developers.openai.com/cookbook/examples/deep_research_api/introduction_to_deep_research_api)[Deep Research API with the Agents SDK Agents SDK Jun 25, 2025](https://developers.openai.com/cookbook/examples/deep_research_api/introduction_to_deep_research_api_agents)[Building a Deep Research MCP Server Agents SDK Responses Jun 25, 2025](https://developers.openai.com/cookbook/examples/deep_research_api/how_to_build_a_deep_research_mcp_server/readme)[MCP-Powered Agentic Voice Framework Agents SDK Functions Speech Jun 17, 2025](https://developers.openai.com/cookbook/examples/partners/mcp_powered_voice_agents/mcp_powered_agents_cookbook)[Eval Driven System Design - From Prototype to Production Completions Evals Functions Responses Jun 2, 2025](https://developers.openai.com/cookbook/examples/partners/eval_driven_system_design/receipt_inspection)[Multi-Agent Portfolio Collaboration with OpenAI Agents SDK Agents SDK Functions Responses May 28, 2025](https://developers.openai.com/cookbook/examples/agents_sdk/multi-agent-portfolio-collaboration/multi_agent_portfolio_collaboration)[Image Understanding with RAG Images Responses Vision May 16, 2025](https://developers.openai.com/cookbook/examples/multimodal/image_understanding_with_rag)[Better performance from reasoning models using the Responses API Functions Responses May 11, 2025](https://developers.openai.com/cookbook/examples/responses_api/reasoning_items)[Practical Guide for Model Selection for Real‑World Use Cases Functions Responses May 7, 2025](https://developers.openai.com/cookbook/examples/partners/model_selection_guide/model_selection_guide)[Parallel Agents with the OpenAI Agents SDK Agents SDK May 1, 2025](https://developers.openai.com/cookbook/examples/agents_sdk/parallel_agents)[Comparing Speech-to-Text Methods with the OpenAI API Agents SDK Audio Speech Apr 29, 2025](https://developers.openai.com/cookbook/examples/speech_transcription_methods)[GPT-4.1 Prompting Guide Responses Apr 14, 2025](https://developers.openai.com/cookbook/examples/gpt4-1_prompting_guide)[Evaluating Agents with Langfuse Agents SDK Evals Mar 31, 2025](https://developers.openai.com/cookbook/examples/agents_sdk/evaluate_agents)[Multi-Tool Orchestration with RAG approach using OpenAI's Responses API Functions Responses Mar 28, 2025](https://developers.openai.com/cookbook/examples/responses_api/responses_api_tool_orchestration)[Web Search and States with Responses API Functions Responses Mar 11, 2025](https://developers.openai.com/cookbook/examples/responses_api/responses_example)[Doing RAG on PDFs using File Search in the Responses API Functions Responses Mar 11, 2025](https://developers.openai.com/cookbook/examples/file_search_responses)[Introduction to Structured Outputs Completions Functions Aug 6, 2024](https://developers.openai.com/cookbook/examples/structured_outputs_intro)

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