Agent-Native Calendar
Agent-Native Google Calendar - manage events, sync, and public booking
제작자가 쓴 설명(영어 원문)
Search and read Apple developer documentation, HIG, and WWDC transcripts as Markdown.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://sosumi.ai/mcp터미널에서 이 명령어를 실행하세요
claude mcp add --transport http sosumi https://sosumi.ai/mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"sosumi": {
"url": "https://sosumi.ai/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"sosumi": {
"type": "http",
"url": "https://sosumi.ai/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://sosumi.ai/mcp메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
도구 이름과 설명은 서버가 2026년 11월 7일에 알려 준 그대로예요. 우리가 아니라 제작자가 쓴 글이고, 일반 텍스트로만 보여 드려요.
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
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 8일 점검
레지스트리 이름이 도메인 sosumi.ai 기준으로 확인되었어요(레지스트리가 도메인 소유를 확인해요)
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
29ms 만에 응답(HTTP 200)
로그인 필요 없음
도구 설명 4개를 읽었고, AI에게 보내는 숨겨진 지시는 없었어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 3개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.1.0)은 오늘 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Agent-Native Calendar, Excel MCP Server, MCP Server for Excel
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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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