Agent-Native Calendar
Agent-Native Google Calendar - manage events, sync, and public booking
Description from the maker (original English)
Search and read Apple developer documentation, HIG, and WWDC transcripts as Markdown.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
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Works in Claude on the web, desktop and mobile:
https://sosumi.ai/mcpRun this in your terminal
claude mcp add --transport http sosumi https://sosumi.ai/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"sosumi": {
"url": "https://sosumi.ai/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"sosumi": {
"type": "http",
"url": "https://sosumi.ai/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://sosumi.ai/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Tool names and descriptions exactly as the server reported them on Nov 7, 2026. The maker wrote them, not us; we show them as plain text.
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
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026
The registry name was verified against the domain sosumi.ai (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Responded in 29 ms (HTTP 200)
No sign-in needed
Read 4 tool descriptions and found no hidden instructions to the AI
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 3 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.1.0) reached the registry today.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Agent-Native Calendar, Excel MCP Server, MCP Server for Excel
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Agent-Native Google Calendar - manage events, sync, and public booking
Lets AI create and edit Excel files itself, including formulas, charts and PivotTables, without Excel installed.
Excel automation for AI - Sheets, Power Query, DAX, VBA, Tables, Ranges and more. Windows only.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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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