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openai-agents

OpenAI API (developers.openai.com) の Agents SDK (Python / TypeScript)・Agents API (beta)。

Agent, Runner, handoffs, guardrails, tracing, SandboxAgent、 client.beta.agents の sessions / environments / vaults / plugins、 built-in tools(web search, file search, computer use, code interpreter, image generation)、 function tools, vector stores, MCP (Model Context Protocol) connectors, background mode, multi-agent orchestration。

The English summary is being prepared. Showing the original description.

See how to install

Files included (85)

  • SKILL.md7.1 KB
  • references/agents-api/architecture.md2.2 KB
  • references/agents-api/computer-use.md6.2 KB
  • references/agents-api/configuration.md3.8 KB
  • references/agents-api/errors.md5.8 KB
  • references/agents-api/files-and-artifacts.md3.6 KB
  • references/agents-api/functions.md2.9 KB
  • references/agents-api/manage-sessions.md2.0 KB
  • references/agents-api/mcp-connections.md3.3 KB
  • references/agents-api/multi-agent.md3.6 KB
  • references/agents-api/observability.md3.7 KB
  • references/agents-api/openai-hosted-sandboxes.md4.8 KB
  • references/agents-api/overview.md4.8 KB
  • references/agents-api/plugins.md3.7 KB
  • references/agents-api/prewarmed-sandboxes.md4.4 KB
  • references/agents-api/provider-aws.md4.5 KB
  • references/agents-api/provider-blaxel.md2.4 KB
  • references/agents-api/provider-cloudflare.md2.9 KB
  • references/agents-api/provider-daytona.md2.3 KB
  • references/agents-api/provider-digitalocean.md3.5 KB
  • references/agents-api/provider-e2b.md1.8 KB
  • references/agents-api/provider-modal.md1.5 KB
  • references/agents-api/provider-oci.md2.8 KB
  • references/agents-api/provider-runloop.md1.8 KB
  • references/agents-api/provider-vercel.md1.9 KB
  • references/agents-api/quickstart.md2.6 KB
  • references/agents-api/README.md4.5 KB
  • references/agents-api/sandbox-lifecycle.md3.9 KB
  • references/agents-api/sandbox-security.md2.1 KB
  • references/agents-api/self-hosted-sandboxes.md3.6 KB
  • references/agents-api/session-events.md4.4 KB
  • references/agents-api/session-webhooks.md3.9 KB
  • references/agents-api/sessions.md3.3 KB
  • references/agents-api/tracing.md3.1 KB
  • references/agents-api/vaults.md4.6 KB
  • references/agents-api/web-search.md1.8 KB
  • references/agents-sdk/define-agents.md4.1 KB
  • references/agents-sdk/models-and-providers.md3.5 KB
  • references/agents-sdk/overview.md6.6 KB
  • references/agents-sdk/quickstart.md3.6 KB
  • references/agents-sdk/README.md1.0 KB
  • references/agents-sdk/results-and-state.md3.0 KB
  • references/agents-sdk/running-agents.md4.1 KB
  • references/agents-sdk/sandboxes.md7.5 KB
  • references/mcp/agents-sdk-integration.md2.9 KB
  • references/mcp/mcp-and-connectors.md3.0 KB
  • references/mcp/README.md984 B
  • references/mcp/realtime-sessions.md2.6 KB
  • references/mcp/secure-mcp-tunnel.md2.6 KB
  • references/orchestration/background-mode.md3.7 KB
  • references/orchestration/guardrails-and-human-review.md6.9 KB
  • references/orchestration/handoffs-and-agents-as-tools.md3.0 KB
  • references/orchestration/multi-agent.md5.5 KB
  • references/orchestration/README.md1.4 KB
  • references/orchestration/tracing.md2.3 KB
  • references/tools/apply-patch.md1.9 KB
  • references/tools/code-interpreter.md2.2 KB
  • references/tools/computer-use.md2.6 KB
  • references/tools/file-search.md2.0 KB
  • references/tools/function-tools.md3.1 KB
  • references/tools/image-generation.md3.2 KB
  • references/tools/local-shell.md1.9 KB
  • references/tools/programmatic-tool-calling.md4.2 KB
  • references/tools/README.md2.0 KB
  • references/tools/shell.md3.7 KB
  • references/tools/skills.md5.0 KB
  • references/tools/tool-search.md3.7 KB
  • references/tools/tools-overview.md2.2 KB
  • references/tools/vector-stores.md1.4 KB
  • references/tools/web-search.md4.7 KB
  • samples/agents-api-function-tool.md2.2 KB
  • samples/agents-api-hosted-session.md5.1 KB
  • samples/file-search-tool.md881 B
  • samples/input-guardrails.md1.9 KB
  • samples/multi-agent-handoffs.md892 B
  • samples/README.md1.8 KB
  • samples/remote-mcp-server.md2.3 KB
  • samples/single-agent-function-tool.md1.0 KB
  • samples/streaming-output.md1.1 KB
  • samples/web-search-tool.md676 B
  • scripts/environment.md2.1 KB
  • scripts/install.md1.4 KB
  • scripts/README.md675 B
  • scripts/run.md1.3 KB
  • scripts/tracing.md2.1 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

スコープ

Nous Research の hermes-agent(サードパーティ AI CLI)とは別物。Responses API 本体は openai-api-core スキル、Codex CLI は openai-codex スキルが担当する(本スキルは Agents SDK / built-in tools / MCP / orchestration に特化)。本スキルの MCP は Agents SDK から MCP サーバー・connectors を消費する側であり、MCP サーバーを ChatGPT アプリとして公開する側(window.openai, registerAppTool, ChatGPT UI コンポーネント)は openai-apps-sdk スキルが扱う。クロススキル参照は名前のみで行い、相対リンクは張らない。

Agents API(OpenAI が Codex harness をホストする beta の managed agent サービス。client.beta.agents.*、ヘッダー OpenAI-Beta: agents=v1)も本スキルで扱う(references/agents-api/)。名前と概念(sessions / environments / vaults / managed agents)が衝突する anthropic-managed-agents(Claude Managed Agents)とは別物。Codex CLI / cloud 自体は openai-codex スキルの担当。Agents API の Session webhooks と Responses API の汎用 webhooks(openai-api-core)も別物。

出典は developers.openai.com/api/docs の .md twin(取得日 2026-10-17)。Agents API は beta。docs 例の既定モデルは gpt-6-astra、multi-agent / computer use の例は gpt-6.1-sol。

ディレクトリ構成

skills/openai-agents/
  SKILL.md
  references/
    agents-api/
      README.md
      overview.md
      quickstart.md
      architecture.md
      configuration.md
      sessions.md
      session-events.md
      manage-sessions.md
      session-webhooks.md
      functions.md
      mcp-connections.md
      plugins.md
      vaults.md
      web-search.md
      computer-use.md
      multi-agent.md
      observability.md
      tracing.md
      errors.md
      openai-hosted-sandboxes.md
      self-hosted-sandboxes.md
      prewarmed-sandboxes.md
      sandbox-lifecycle.md
      files-and-artifacts.md
      sandbox-security.md
      provider-aws.md
      provider-blaxel.md
      provider-cloudflare.md
      provider-daytona.md
      provider-digitalocean.md
      provider-e2b.md
      provider-modal.md
      provider-oci.md
      provider-runloop.md
      provider-vercel.md
    agents-sdk/
      README.md
      overview.md
      quickstart.md
      define-agents.md
      models-and-providers.md
      running-agents.md
      results-and-state.md
      sandboxes.md
    tools/
      README.md
      tools-overview.md
      web-search.md
      file-search.md
      vector-stores.md
      code-interpreter.md
      computer-use.md
      image-generation.md
      shell.md
      local-shell.md
      apply-patch.md
      function-tools.md
      tool-search.md
      programmatic-tool-calling.md
      skills.md
    mcp/
      README.md
      mcp-and-connectors.md
      agents-sdk-integration.md
      realtime-sessions.md
      secure-mcp-tunnel.md
    orchestration/
      README.md
      handoffs-and-agents-as-tools.md
      multi-agent.md
      guardrails-and-human-review.md
      background-mode.md
      tracing.md
  samples/
    README.md
    single-agent-function-tool.md
    web-search-tool.md
    file-search-tool.md
    remote-mcp-server.md
    multi-agent-handoffs.md
    input-guardrails.md
    streaming-output.md
    agents-api-hosted-session.md
    agents-api-function-tool.md
  scripts/
    README.md
    install.md
    environment.md
    tracing.md
    run.md

探索手順

タスクからカテゴリを引き、カテゴリの README.md で目的のページを特定する:

  1. 下記マッピング表でタスクに対応するカテゴリを探す
  2. そのカテゴリの references/{category}/README.md を参照して目的のページを特定する
  3. 該当ページの .md を Read して詳細を確認する

タスク → カテゴリ マッピング

タスクカテゴリ参照 README
Agent の定義・実行・conversation state・streaming を知りたいagents-sdkreferences/agents-sdk/README.md
モデル/provider の選択、SDK 全体像を知りたいagents-sdkreferences/agents-sdk/README.md
SandboxAgent でファイルシステム/shell 等の隔離実行環境を使いたいagents-sdkreferences/agents-sdk/README.md
Agents API / Agents SDK / Responses API のどれを使うか決めたいagents-sdkreferences/agents-sdk/README.md
Agents API でセッションを作成・継続・ストリーム・webhook 処理したいagents-apireferences/agents-api/README.md
Agents API の sandbox(OpenAI-hosted / self-hosted / pre-warm / 外部 provider: AWS・Cloudflare・Daytona・DigitalOcean・E2B・Modal・OCI・Runloop・Vercel・Blaxel)を設定したいagents-apireferences/agents-api/README.md
Agents API の functions / MCP / plugins / vaults / web search / computer use を使いたいagents-apireferences/agents-api/README.md
Agents API の tracing・observability・エラー復旧を知りたいagents-apireferences/agents-api/README.md
web search / file search / code interpreter / computer use 等の built-in tool を使いたいtoolsreferences/tools/README.md
function tool の定義や vector store の作成・検索を知りたいtoolsreferences/tools/README.md
shell tool に Agent Skills(SKILL.md バンドル)をアタッチしたいtoolsreferences/tools/README.md
remote MCP server / connectors への接続・認証を知りたいmcpreferences/mcp/README.md
Agents SDK からの MCP tool 統合や Realtime セッションでの MCP 利用を知りたいmcpreferences/mcp/README.md
handoffs / agents-as-tools でマルチエージェント構成を組みたいorchestrationreferences/orchestration/README.md
guardrails・human review・tracing・background mode を設定したいorchestrationreferences/orchestration/README.md
典型的な使い方を知りたいsamplessamples/README.md
インストール・環境変数・トレーシング設定・実行コマンドを知りたいscriptsscripts/README.md

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