Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Disposable cloud Android emulators for coding agents: run an APK or PR build, tap, type, screenshot.
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.
AuthorizationValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http android https://api.ramus.dev/api/mcp --header 'Authorization: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"android": {
"url": "https://api.ramus.dev/api/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}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": {
"android": {
"type": "http",
"url": "https://api.ramus.dev/api/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}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.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
Authorization secret required HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
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 6, 2026
The registry name was verified against the domain ramus.dev (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 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.
You need to fill in: Authorization
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 (0.2.0) reached the registry 42 days ago.
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: Spec Driven Development, Remote Desktop Commander, Safe Fetch
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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MCP server for fetching URLs, safe against SSRF, DNS rebinding, and redirect-to-internal attacks.
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.
Android-use for coding agents, powered by Ramus. Give Claude Code, Codex, Cursor, Gemini CLI or any agent with a shell a disposable cloud Android emulator it can see, tap, type on, screenshot and read logs from, then watch or take over in your browser.
This plugin connects to the Ramus hosted service. It needs a Ramus account (free during alpha) or a 60-minute CLI trial.
Claude Code, as a plugin (the android-use skill plus the Ramus MCP server; you are asked for an optional API key):
/plugin marketplace add ramus-dev/android-use
/plugin install ramus@ramus
Cursor, Codex, GitHub Copilot, Kiro and other Agent Plugins clients: install this repository as a plugin (plugin.json at the root).
Any agent that supports skills, via the skills CLI:
npx skills add ramus-dev/android-use
Claude Code, by hand: copy skills/android-use/SKILL.md to .claude/skills/android-use/SKILL.md.
Gemini CLI, as an extension (bundles the skill and the Ramus MCP server):
gemini extensions install https://github.com/ramus-dev/android-use
Any MCP client (Cline, Claude Desktop, Cursor, Windsurf, VS Code), as a remote server. Streamable HTTP, no local process:
{
"mcpServers": { "ramus": { "url": "https://api.ramus.dev/api/mcp", "headers": { "Authorization": "Bearer " } } } }
Create the key at https://ramus.dev/settings. The server exposes android_* tools (start a session from a demo app or pull request, snapshot the UI tree, tap, type, press, wait, screenshot, logs, share); list them with tools/list. Local APK upload and the dev loop need the CLI below.
The trial needs no account:
npx ramus-cli trial
npx ramus-cli session start --apk app-debug.apk --wait
The same repository is the OpenAI plugin package: plugin.json carries the directory listing under extensions.com.openai, mcp.json points at the remote MCP server (people connect by signing in to Ramus; no API key), and the skills declare where they run in skills/*/agents/openai.yaml. The OpenAI package ships only android-mcp (MCP tools, ChatGPT and Codex): android-use drives the CLI through the shell, which OpenAI's skill scan flags, so scripts/package-openai.py leaves it out.
Build the upload for the OpenAI plugin portal ("With MCP" path):
python3 scripts/package-openai.py # validates, then writes dist/ramus-openai-plugin.zip
The script checks the listing against OpenAI's limits and leaves out the files for other clients.
The device is a real Android emulator running stock Google images on the Ramus fleet, streamed over WebRTC. The skill teaches the agent the observe, act, verify loop: read a snapshot of the UI tree, act on a referenced element, then check the result before moving on.
Android only. Free during alpha. For testing apps you build or are authorized to test.
SKILL.md is generated from the Ramus product contracts; the canonical copy is served at https://ramus.dev/skill.md.