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Agent Skill · 研究检索

migrate-from-openai-app(migrate from OpenAI 应用)

migrate-from-openai-app 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

migrate-from-openai-app 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为执行命令;许可证为 MIT,第三方扫描有未通过项,按安装量在研究检索类的 73,675 个 Skill 里排第 8,660。

总安装 15,876周安装 458GitHub Stars 2,102下载 5,435核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:migrate-from-openai-app(migrate from OpenAI 应用)
来源仓库:https://github.com/modelcontextprotocol/ext-apps
仓库路径:skills/migrate-from-openai-app
安装命令:
npx skills add https://github.com/modelcontextprotocol/ext-apps --skill 'Migrate from OpenAI App'
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。不同来源提供的安装方式可能略有差异;本站展示可直接复制的安装命令,安装前请核对来源页面。

skills.shnpx skills
npx skills add https://github.com/modelcontextprotocol/ext-apps --skill 'Migrate from OpenAI App'

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中快速定位候选结果。适用于需要根据关键词或任务场景进行信息检索的场景,支持多宿主环境。通过 npx skills add 命令从 GitHub 仓库安装,需确认权限和维护状态。

建议结合原始 README 核验用法,注意是否会触发联网或文件读写操作。migrate-from-openai-app 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

来源仓库内路径:skills/migrate-from-openai-app

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/modelcontextprotocol/ext-apps --skill 'Migrate…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要执行命令,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

migrate-from-openai-app 怎么安装?

在终端执行 npx skills add https://github.com/modelcontextprotocol/ext-apps --skill 'Migrate from Open…。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

migrate-from-openai-app 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

migrate-from-openai-app 需要什么权限?

权限级别是执行命令。安装流程涉及命令执行,可能通过 npx skills add https://github.com/modelcontextprotocol/ext-apps --skill 'Migrate from OpenAI App';npx skills add modelcontextprotocol/ext-apps --skill "migrate-from-openai-app" 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

migrate-from-openai-app 是免费的吗?

来源标注的许可证是 MIT。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

migrate-from-openai-app 用的人多吗?

公开数据是累计安装 15,876 次,近一周安装 458 次,下载 5,435 次,GitHub 2,102 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

migrate-from-openai-app 安全吗?

第三方扫描有未通过项,风险较高。除非你确认过源码,否则不建议直接安装到常用环境。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 3 个目录同时收录,说明这个 Skill 流传比较广。
  • 许可证明确为 MIT,商用和分发边界好判断。
  • 来源仓库有 2,102 星,维护活跃度相对可查。

先想清楚的地方

  • 需要执行命令,装到常用环境前要先评估影响面。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 不能接受 Skill 在你机器上执行命令的人。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
migrate-from-openai-app

migrate from OpenAI 应用 · 本页

15,8762,102执行命令MIT未通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Migrate OpenAI App to MCP

Migrate existing OpenAI Apps SDK applications to the MCP Apps SDK (@modelcontextprotocol/ext-apps). The MCP Apps SDK provides a standardized, open protocol for interactive UIs in conversational clients.

Best Practices

  • Use your package manager to add dependencies (e.g., npm install, pnpm add, yarn add) instead of manually writing version numbers. This lets the package manager resolve the latest compatible versions. Never specify version numbers from memory.
  • Preemptively add a final todo item with this exact wording: "Re-read the 'Before Finishing' checklist in this skill and address each checkbox individually, stating what you did for each one, before marking this todo complete."

Getting Reference Code

Clone the SDK repository for complete migration documentation and working examples:

git clone --branch "v$(npm view @modelcontextprotocol/ext-apps version)" --depth 1 https://github.com/modelcontextprotocol/ext-apps.git /tmp/mcp-ext-apps

Migration Reference Guide

Read the migration reference guide with "before/after" mapping tables: /tmp/mcp-ext-apps/docs/migrate_from_openai_apps.md

API Reference (Source Files)

Read JSDoc documentation directly from /tmp/mcp-ext-apps/src/*:

FileContents
src/app.tsApp class, handlers, lifecycle
src/server/index.tsregisterAppTool, registerAppResource
src/spec.types.tsType definitions
src/react/useApp.tsxuseApp hook for React apps
src/react/use*.ts*Other use* hooks for React apps

Front-End Framework Examples

See /tmp/mcp-ext-apps/examples/basic-server-{framework}/ for basic SDK usage examples organized by front-end framework:

TemplateKey Files
basic-server-vanillajs/server.ts, src/mcp-app.ts, mcp-app.html
basic-server-react/server.ts, src/mcp-app.tsx (uses useApp hook)
basic-server-vue/server.ts, src/App.vue
basic-server-svelte/server.ts, src/App.svelte
basic-server-preact/server.ts, src/mcp-app.tsx
basic-server-solid/server.ts, src/mcp-app.tsx

CSP Investigation

MCP Apps HTML is served as an MCP resource, not as a web page, and runs in a sandboxed iframe with no same-origin server. Every origin must be declared in CSP—including the origin serving your JS/CSS bundles (localhost in dev, your CDN in production). Missing origins fail silently.

Before writing any migration code, build the app and investigate all origins it references:

  1. Build the app using the existing build command
  2. Search the resulting HTML, CSS, and JS for every origin (not just "external" origins—every network request will need CSP approval)
  3. For each origin found, trace back to source:

- If it comes from a constant → universal (same in dev and prod) - If it comes from an env var or conditional → note the mechanism and identify both dev and prod values

  1. Check for third-party libraries that may make their own requests (analytics, error tracking, etc.)

Document your findings as three lists, and note for each origin whether it's universal, dev-only, or prod-only:

  • resourceDomains: origins serving images, fonts, styles, scripts
  • connectDomains: origins for API/fetch requests
  • frameDomains: origins for nested iframes

If no origins are found, the app may not need custom CSP domains.

CORS Configuration

MCP clients make cross-origin requests. If using Express, app.use(cors()) handles this.

For raw HTTP servers, configure standard CORS and additionally:

  • Allow headers: mcp-session-id, mcp-protocol-version, last-event-id
  • Expose headers: mcp-session-id

Key Conceptual Changes

Server-Side

Use registerAppTool() and registerAppResource() helpers instead of raw server.registerTool() / server.registerResource(). These helpers handle the MCP Apps metadata format automatically.

See /tmp/mcp-ext-apps/docs/migrate_from_openai_apps.md for server-side mapping tables.

Client-Side

The fundamental paradigm shift: OpenAI uses a synchronous global object (window.openai.toolInput, window.openai.theme) that's pre-populated before your code runs. MCP Apps uses an App instance with async event handlers.

Key differences:

  • Create an App instance and register handlers (ontoolinput, ontoolresult, onhostcontextchanged) before calling connect(). (Events may fire immediately after connection, so handlers must be registered first.)
  • Access tool data via handlers: app.ontoolinput for window.openai.toolInput, app.ontoolresult for window.openai.toolOutput.
  • Access host environment (theme, locale, etc.) via app.getHostContext().

For React apps, the useApp hook manages this lifecycle automatically—see basic-server-react/ for the pattern.

See /tmp/mcp-ext-apps/docs/migrate_from_openai_apps.md for client-side mapping tables.

Features Not Yet Available in MCP Apps

These OpenAI features don't have MCP equivalents yet:

Server-side:

OpenAI FeatureStatus/Workaround
_meta["openai/toolInvocation/invoking"] / _meta["openai/toolInvocation/invoked"]Progress indicators not yet available
_meta["openai/widgetDescription"]Use app.updateModelContext() for dynamic context

Client-side:

OpenAI FeatureStatus/Workaround
window.openai.widgetState / setWidgetState()Use localStorage or server-side state
window.openai.uploadFile() / getFileDownloadUrl()File operations not yet available
window.openai.requestModal() / requestClose()Modal management not yet available
window.openai.viewNot yet available

Before Finishing

Slow down and carefully follow each item in this checklist:

  • Search for and migrate any remaining server-side OpenAI patterns: Pattern Indicates "openai/ Old metadata keys → _meta.ui.* text/html+skybridge Old MIME type → RESOURCE_MIME_TYPE constant text/html;profile=mcp-app New MIME type, but prefer RESOURCE_MIME_TYPE constant _domains" or _domains: snake_case CSP → camelCase (connect_domains → connectDomains)
  • Search for and migrate any remaining client-side OpenAI patterns: Pattern Indicates window.openai.toolInput Old global → params.arguments in ontoolinput handler window.openai.toolOutput Old global → params.structuredContent in ontoolresult window.openai Old global API → App instance methods
  • For each origin from your CSP investigation, show where it appears in the registerAppResource() CSP config. Every origin from the CSP investigation (universal, dev-only, prod-only) must be included in the CSP config—MCP Apps HTML runs in a sandboxed iframe with no same-origin server. If an origin was not included in the CSP config, add it now.
  • For each conditional (dev-only, prod-only) origin from your CSP investigation, show the code where the same configuration setting (env var, config file, etc.) controls both the runtime URL and the CSP entry. If the CSP has a hardcoded origin that should be conditional, fix it now—the app must be production-ready.

Testing

Using basic-host

Test the migrated app with the basic-host example:

# Terminal 1: Build and run your server
npm run build && npm run serve

# Terminal 2: Run basic-host (from cloned repo)
cd /tmp/mcp-ext-apps/examples/basic-host
npm install
SERVERS='["http://localhost:3001/mcp"]' npm run start
# Open http://localhost:8080

Verify Runtime Behavior

Once the app loads in basic-host, confirm:

  1. App loads without console errors
  2. ontoolinput handler fires with tool arguments
  3. ontoolresult handler fires with tool result

平台分布

Claude Code

28.62%
按下载量换算1,555

Antigravity

25.69%
按下载量换算1,396

Gemini CLI

20.14%
按下载量换算1,095

Cursor

13.16%
按下载量换算715

github-copilot

7.31%
按下载量换算397

OpenCode

3.47%
按下载量换算189

安全审计

Gen Agent Trust Hub

未通过

Socket

通过

Snyk

通过

权限和风险

执行命令

安装流程涉及命令执行,可能通过 npx skills add https://github.com/modelcontextprotocol/ext-apps --skill 'Migrate from OpenAI App';npx skills add modelcontextprotocol/ext-apps --skill "migrate-from-openai-app" 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。

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