Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Your agent hit a limit? Keep working. MateMCP securely connects AI chats to your computer via MCP.
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.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://relay.matemcp.com/mcp/{agent_id}The address contains {…} parts that only you know (such as your account), so copy it and fill them in.
Run this in your terminal
claude mcp add --transport http matemcp 'https://relay.matemcp.com/mcp/{agent_id}'The address contains {…} parts that only you know (such as your account), so copy it and fill them in.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"matemcp": {
"url": "https://relay.matemcp.com/mcp/{agent_id}"
}
}
}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.
The address contains {…} parts that only you know (such as your account), so copy it and fill them in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"matemcp": {
"type": "http",
"url": "https://relay.matemcp.com/mcp/{agent_id}"
}
}
}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://relay.matemcp.com/mcp/{agent_id}The address contains {…} parts that only you know (such as your account), so copy it and fill them in.
Menu 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.
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 8, 2026
The registry name was verified with the GitHub account vrassouli, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
The address needs your own account values, so we cannot check it for you
The address needs your own account values, so we cannot check it for you
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.
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 (0.1.0) reached the registry 39 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, NexusWindows
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.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Windows computer use in the background: desktop apps driven without your mouse or keyboard.
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.
Your agent hit a limit? Keep working.
Website: matemcp.com · Account portal: api.matemcp.com · Releases: agent-latest
MateMCP helps you get more useful work from the AI plan you already pay for. When a provider's built-in coding or agent tool reaches its usage limit but the AI chat itself is still available, MateMCP gives that conversation a controlled path to your own Windows or macOS computer — so useful work can keep moving on your real projects and tools.
MateMCP does not increase or bypass a provider's usage quota. It gives compatible AI clients another way to work through MCP, using your machines and your access rules.
Bring your own AI. Connect ChatGPT, Claude, Grok, or another compatible MCP client to an enrolled MateMCP Agent. The Agent can work with project files, shells, browsers, desktop applications, attachments, secrets, and durable project context while MateMCP keeps access scoped, authenticated, observable, and approval-aware.
The public website at matemcp.com is the product and onboarding surface. The authenticated account portal at api.matemcp.com handles account access, enrolled devices, approvals, and administration. The normal desktop experience remains simple: install MateMCP Desktop, enroll the device, copy its MCP URL into your AI client, and authorize it with OAuth. You do not copy Agent credentials or expose local ports to the Internet.
SKILL.md files and travels with Git.flowchart LR
User[User / Admin] Site[Public website\nmatemcp.com] Portal[Account portal\napi.matemcp.com] AI[AI client\nChatGPT / Claude / Grok / MCP client] Relay[MateMCP Relay] API[OAuth Control Plane] Agent[Local MateMCP Agent] Companion[Companion] Machine[Projects · Shell · Browser · Desktop · Secrets]
User --> Site User --> Portal Portal -->|account / devices / approvals / admin| API AI -->|OAuth + MCP| Relay AI -->|Authorize| API Relay <-->|resilient Agent channel| Agent Agent --> Machine Companion <-->|local management| Agent Companion -->|approvals / status / logs| Machine Relay -->|authorization checks| API
The public website explains the product and provides onboarding entry points. The account portal is the browser-based user/admin surface for accounts, devices, approvals, and administration. The Relay carries remote MCP traffic to the correct online Agent. The Control Plane handles accounts, Agent ownership, OAuth, authorization, and remote approval coordination. The Agent performs work locally. The Companion gives the user a native view of status, approvals, shells, secrets, activity, diagnostics, updates, and Agent lifecycle controls.
MateMCP is designed to be a boundary between an AI and the user's computer, not a tunnel around local security.
mcp:read, mcp:write, and mcp:shell capabilities are enforced rather than inferred from the URL.See docs/security.md and docs/approval.md for the detailed model.
https://relay.matemcp.com/mcp/agt_....After an Agent update that adds or changes MCP tools: some clients can retain a previous tool snapshot. For ChatGPT, see ChatGPT MCP tool refresh after Agent updates.
For Apple Silicon Macs:
curl -fsSL https://raw.githubusercontent.com/vrassouli/MateMCP/main/scripts/bootstrap-macos.sh | bash
The bootstrap installs or upgrades Agent + Companion in place, starts the Agent, opens Companion for interactive setup when needed, and preserves existing configuration and secure credentials.
Manual package: MateMCP Desktop for macOS Apple Silicon · latest stable release
The Agent runs as a per-user LaunchAgent. Companion is installed under ~/Applications/MateMCP Agent Companion.app. Private configuration lives under ~/Library/Application Support/MateMCP; credentials and secrets use macOS Keychain.
Computer Use requires the relevant macOS Accessibility and Screen Recording permissions. Production signing/TCC identity hardening is still being improved, so development/ad-hoc builds may require permissions to be granted again after some updates.
Run from PowerShell:
irm https://raw.githubusercontent.com/vrassouli/MateMCP/main/scripts/bootstrap-windows.ps1 | iex
On Windows x64 the bootstrap installs or upgrades Agent + Companion, starts the background Agent, opens Companion when interactive setup is needed, and preserves the user-scoped configuration and credentials.
Manual package: MateMCP Desktop for Windows x64 · latest stable release
Private configuration lives under %APPDATA%\MateMCP; enrolled credentials and secrets use Windows Credential Manager.
| Platform | Agent | Native Companion | Computer Use / visual support | Notes |
|---|---|---|---|---|
| macOS Apple Silicon | ✅ | ✅ | ✅ | Native desktop semantic actions and visual workflows; macOS permissions required. |
| macOS Intel | ✅ | Agent-only package | Partial | Companion is not currently published for Intel Mac. |
| Windows x64 | ✅ | ✅ | ✅ | Native Windows Graphics Capture preview plus screenshot fallback. |
| Windows ARM64 | ✅ | Agent-only package | Partial | Native WGC helper is not yet shipped for ARM64; screenshot fallback remains available. |
| Client | Current validation |
|---|---|
| ChatGPT | Primary end-to-end field-tested remote MCP client. |
| Claude | Successful connection through the public MateMCP Relay has been verified; client-specific feature behavior can still vary. |
| Grok | Successful connection through the public MateMCP Relay has been verified; client-specific feature behavior can still vary. |
| Other MCP clients | MateMCP uses standards-based MCP/OAuth interfaces; compatibility should be validated per client/provider. |
Public Relay reachability can depend on the network path used by the client provider. The production MateMCP deployment can use Cloudflare or another HTTPS edge/reverse proxy in front of the public hostnames without changing the Agent-facing MCP URL model.
Companion is the user's local control surface. Current functionality includes:
The browser-based account portal at [api.matemcp.com](https://api.matemcp.com) complements the local Companion. Current portal capabilities include:
Only the beginning is shown; read the rest in the repo