Agent-Native Calendar
Agent-Native Google Calendar - manage events, sync, and public booking
作者提供的说明(英文原文)
Search and read Apple developer documentation, HIG, and WWDC transcripts as Markdown.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
适用于网页版、桌面版和手机版 Claude:
https://sosumi.ai/mcp在终端中运行这条命令
claude mcp add --transport http sosumi https://sosumi.ai/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"sosumi": {
"url": "https://sosumi.ai/mcp"
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"sosumi": {
"type": "http",
"url": "https://sosumi.ai/mcp"
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
ChatGPT 只能连接互联网上的服务器:
https://sosumi.ai/mcp菜单名称可能因套餐和版本不同而略有差异。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
工具名称和描述与服务器在 2026年11月7日 报告的完全一致。这些内容由作者撰写,不是我们写的;我们以纯文本形式显示。
searchAppleDocumentationSearch Apple Developer documentation and return structured results
fetchAppleDocumentationFetch Apple Developer documentation and Human Interface Guidelines by path and return as markdown
fetchExternalDocumentationFetch external Swift-DocC documentation by absolute https URL and return as markdown
fetchAppleVideoTranscriptFetch transcript for an Apple Developer video path and return as markdown
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月8日
注册名称已通过域名 sosumi.ai 验证(注册中心会核实域名所有权)
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
在 29 毫秒内响应(HTTP 200)
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已读取 4 个工具描述,未发现针对 AI 的隐藏指令
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 3 项适用的基础检查中通过了 3 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于–,最新版本(1.1.0)于今天进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Agent-Native Calendar, Excel MCP Server, MCP Server for Excel
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Agent-Native Google Calendar - manage events, sync, and public booking
Create and edit Excel files with AI: charts, PivotTables, formulas. No Excel needed.
Excel automation for AI - Sheets, Power Query, DAX, VBA, Tables, Ranges and more. Windows only.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Making Apple docs AI-readable.
sosumi.ai provides Apple Developer documentation in an AI-readable format by converting JavaScript-rendered pages into Markdown.
Replace developer.apple.com with sosumi.ai in any Apple Developer documentation URL:
Original:
https://developer.apple.com/documentation/swift/array
AI-readable:
https://sosumi.ai/documentation/swift/array
This works for all API reference docs, as well as Apple's Human Interface Guidelines (HIG).
WWDC session transcripts are also supported by replacing the same host for video URLs:
Original:
https://developer.apple.com/videos/play/wwdc2021/10133/
AI-readable:
https://sosumi.ai/videos/play/wwdc2021/10133
Sosumi can also proxy public non-Apple Swift-DocC pages using:
Original:
https://swiftlang.github.io/swift-docc-plugin/documentation/swiftdoccplugin
AI-readable:
https://sosumi.ai/external/https://swiftlang.github.io/swift-docc-plugin/documentation/swiftdoccplugin
[!NOTE]
Sosumi resolves the URL to the site's underlying DocC JSON endpoint
and renders Markdown, preserving any base path from the original URL.
External hosts can opt out via
robots.txt
by disallowing user-agent
sosumi-ai
(full UA:
sosumi-ai/1.0 (+https://sosumi.ai/#bot)).
See
/botfor the crawler policy and contact details.
Sosumi's MCP server supports Streamable HTTP and Server-Sent Events (SSE) transport. If your client supports either of these, configure it to connect directly to https://sosumi.ai/mcp.
Otherwise, you can run this command to proxy over stdio:
{
"mcpServers": { "sosumi": { "command": "npx", "args": ["-y", "mcp-remote", "https://sosumi.ai/mcp"] } } }
See the website for client-specific instructions.
The plugin folder packages the MCP server and the agent skill for Claude Code, Cursor, and Agent Plugins clients such as ChatGPT and Codex.
In Claude Code, run:
/plugin marketplace add NSHipster/sosumi.ai
/plugin install sosumi@sosumi-ai
public/SKILL.md is the source of the skill. After you edit it, copy it into the plugin:
cp public/SKILL.md plugin/skills/sosumi/SKILL.md
A test fails when the two files differ.
searchAppleDocumentation - Searches Apple Developer documentationquery (string)fetchAppleDocumentation - Fetches Apple Developer documentation and Human Interface Guidelines by pathpath (string) - Documentation path (e.g., '/documentation/swift', '/documentation/swiftui/view', '/design/human-interface-guidelines/foundations/color')fetchAppleVideoTranscript - Fetches video transcripts, including WWDC sessionspath (string) - video path (e.g., /videos/play/wwdc2021/10133)fetchExternalDocumentation - Fetches external Swift-DocC documentation by absolute HTTPS URLurl (string) - External URL (e.g., https://swiftlang.github.io/swift-docc-plugin/documentation/swiftdoccplugin)Sosumi also provides a CLI that complements MCP:
npx @nshipster/sosumi fetch https://developer.apple.com/documentation/swift/array
If you use it regularly, install once:
npm i -g @nshipster/sosumi
Then use sosumi directly:
sosumi fetch https://developer.apple.com/documentation/swift/array
You can fetch all content types covered by MCP tools:
# Apple documentation / HIG / videos
sosumi fetch /documentation/swift/array sosumi fetch /design/human-interface-guidelines/color sosumi fetch /videos/play/wwdc2021/10133
sosumi fetch https://swiftlang.github.io/swift-docc-plugin/documentation/swiftdoccplugin
sosumi search "SwiftData"
Run a local server from the published package:
sosumi serve
sosumi serve --port 8787
By default, output is plain text / Markdown. Use JSON output for scripts:
sosumi fetch https://developer.apple.com/documentation/swift/array --json
sosumi search "SwiftData" --json
Want your AI coding assistant to use Sosumi consistently? Use the hosted skill file: https://sosumi.ai/SKILL.md
Spec-compliant clients can also install it with:
npx skills add https://sosumi.ai
You can also use Sosumi from a community-contributed Chrome extension, which adds a "Copy sosumi Link" button to Apple Developer documentation pages. Source code is available on GitHub.
This project is designed to be easily run on your own machine or deployed to a hosting provider.
Sosumi.ai is currently hosted by Cloudflare Workers.
[!NOTE]
The application is built with Hono,
making it compatible with various runtimes.
See the Hono docs
for more information about deploying to different platforms.
git clone https://github.com/nshipster/sosumi.ai.git
cd sosumi.ai
npm install
npm run dev
Once the application is up and running, press the b to open the URL in your browser.
To configure MCP clients to use your development server, replace sosumi.ai with the local server address (http://localhost:8787 by default).
You can restrict which external Swift-DocC hosts are reachable with two environment variables (both newline-delimited):
EXTERNAL_DOC_HOST_ALLOWLIST — only listed hosts are permittedEXTERNAL_DOC_HOST_BLOCKLIST — listed hosts are always denied[!IMPORTANT]
Hostname-based private-network checks cannot fully prevent DNS rebinding.
Set an explicit
EXTERNAL_DOC_HOST_ALLOWLISTin production.
Sosumi identifies itself when it fetches from external Swift-DocC hosts on a user's behalf using Web Bot Auth, so those hosts can cryptographically verify the traffic.
/.well-known/http-message-signatures-directory.Signature-Agent, Signature-Input, and Signature headers.To enable signing on your own deployment, provide an Ed25519 private key (as a JSON Web Key) via the WEB_BOT_AUTH_KEY secret.
Generate a key (the JSON Web Key is the format WEB_BOT_AUTH_KEY expects), then paste the printed value when wrangler secret put prompts for it:
node -e 'crypto.subtle.generateKey({name:"Ed25519"},true,["sign","verify"]).then(async k=>{const j=await crypto.subtle.exportKey("jwk",k.privateKey);console.log(JSON.stringify({kty:j.kty,crv:j.crv,x:j.x,d:j.d}))})'
npx wrangler secret put WEB_BOT_AUTH_KEY
Or generate and upload in a single step, which avoids writing the key to disk or shell history:
node -e 'crypto.subtle.generateKey({name:"Ed25519"},true,["sign","verify"]).then(async k=>{const j=await crypto.subtle.exportKey("jwk",k.privateKey);console.log(JSON.stringify({kty:j.kty,crv:j.crv,x:j.x,d:j.d}))})' \
| npx wrangler secret put WEB_BOT_AUTH_KEY
The matching public key and its kid (JWK thumbprint) are derived automatically, so no key material lives in the repository. Set the optional SIGNATURE_AGENT var to override the advertised origin (defaults to https://sosumi.ai). When no key is configured, requests are simply sent unsigned.
Cloudflare provides built-in verification for these signatures.
This project uses vitest for unit and integration testing.
npm run test # Run tests
npm run test:ui # Run tests with UI npm run test:run # Run tests once
[!TIP]
When running the CLI through npm scripts during local development,
use
-s(--silent)
to suppress npm's script preamble so output pipes cleanly:
`bash
npm run -s cli -- fetch https://developer.apple.com/documentation/swift/array | bat -l md
`
This project uses Biome for code formatting, linting, and import organization.
npm run format - Format all code filesnpm run lint - Lint and fix code issuesnpm run check - Format, lint, and organize imports (recommended)npm run check:ci - Check code without making changes (for CI)For the best development experience, install the Biome extension for your editor:
Whenever you update your wrangler.toml or change your Worker bindings, be sure to re-run:
npm run cf-typegen
Publishing is handled by .github/workflows/release.yml.
v* or manual dispatch with taggh release create "$TAG_NAME" --generate-notesid-token: write)npm publish --provenance --access publicnpm publish, the workflow publishes server.json to the MCP Registry as ai.sosumi/sosumi.Keep version in server.json equal to version in package.json; a test fails when they differ.
The registry step uses HTTP authentication for the sosumi.ai domain. It skips with a notice until the MCP_REGISTRY_PRIVATE_KEY secret is set. To set it up, generate an Ed25519 key pair with OpenSSL 3 (macOS's LibreSSL does not support Ed25519):
openssl genpkey -algorithm Ed25519 -out key.pem
openssl pkey -in key.pem -pubout -outform DER | tail -c 32 | base64
openssl pkey -in key.pem -noout -text | grep -A3 "priv:" | tail -n +2 | tr -d ' :\n'
The Worker then serves v=MCPv1; k=ed25519; p= at /.well-known/mcp-registry-auth. Without the variable, that path returns 404. Delete key.pem after you save both values.
This project is available under the MIT license. See the LICENSE file for more info.
This is an unofficial, independent project and is not affiliated with or endorsed by Apple Inc. "Apple", "Xcode", and related marks are trademarks of Apple Inc.
This service is an accessibility-first, on‑demand renderer. It converts a single Apple Developer page to Markdown only when requested by a user. It does not crawl, spider, or bulk download; it does not attempt to bypass authentication or security; and it impl
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