Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Curated ssh_probe diagnostics and single-host ssh_exec over an allowlisted SSH fleet.
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.
SSH_FLEET_TRANSPORT, SSH_FLEET_CMD_TIMEOUT_SECONDS, SSH_FLEET_OUTPUT_CAP_BYTES, SSH_FLEET_PROBE_CONCURRENCY, SSH_FLEET_PROBE_MAX_HOSTS, SSH_FLEET_AUTH_TOKENValues 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 …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"ssh-fleet": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"SSH_FLEET_TRANSPORT",
"-e",
"SSH_FLEET_CMD_TIMEOUT_SECONDS",
"-e",
"SSH_FLEET_OUTPUT_CAP_BYTES",
"-e",
"SSH_FLEET_PROBE_CONCURRENCY",
"-e",
"SSH_FLEET_PROBE_MAX_HOSTS",
"-e",
"SSH_FLEET_AUTH_TOKEN",
"ghcr.io/inhuman/mcp-ssh-fleet:0.1.5"
],
"env": {
"SSH_FLEET_TRANSPORT": "your-value",
"SSH_FLEET_CMD_TIMEOUT_SECONDS": "your-value",
"SSH_FLEET_OUTPUT_CAP_BYTES": "your-value",
"SSH_FLEET_PROBE_CONCURRENCY": "your-value",
"SSH_FLEET_PROBE_MAX_HOSTS": "your-value",
"SSH_FLEET_AUTH_TOKEN": "your-value"
}
}
}
}Run this in your terminal
claude mcp add ssh-fleet --env SSH_FLEET_TRANSPORT=your-value --env SSH_FLEET_CMD_TIMEOUT_SECONDS=your-value --env SSH_FLEET_OUTPUT_CAP_BYTES=your-value --env SSH_FLEET_PROBE_CONCURRENCY=your-value --env SSH_FLEET_PROBE_MAX_HOSTS=your-value --env SSH_FLEET_AUTH_TOKEN=your-value -- docker run -i --rm -e SSH_FLEET_TRANSPORT -e SSH_FLEET_CMD_TIMEOUT_SECONDS -e SSH_FLEET_OUTPUT_CAP_BYTES -e SSH_FLEET_PROBE_CONCURRENCY -e SSH_FLEET_PROBE_MAX_HOSTS -e SSH_FLEET_AUTH_TOKEN ghcr.io/inhuman/mcp-ssh-fleet:0.1.5Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"ssh-fleet": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"SSH_FLEET_TRANSPORT",
"-e",
"SSH_FLEET_CMD_TIMEOUT_SECONDS",
"-e",
"SSH_FLEET_OUTPUT_CAP_BYTES",
"-e",
"SSH_FLEET_PROBE_CONCURRENCY",
"-e",
"SSH_FLEET_PROBE_MAX_HOSTS",
"-e",
"SSH_FLEET_AUTH_TOKEN",
"ghcr.io/inhuman/mcp-ssh-fleet:0.1.5"
],
"env": {
"SSH_FLEET_TRANSPORT": "your-value",
"SSH_FLEET_CMD_TIMEOUT_SECONDS": "your-value",
"SSH_FLEET_OUTPUT_CAP_BYTES": "your-value",
"SSH_FLEET_PROBE_CONCURRENCY": "your-value",
"SSH_FLEET_PROBE_MAX_HOSTS": "your-value",
"SSH_FLEET_AUTH_TOKEN": "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": {
"ssh-fleet": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"SSH_FLEET_TRANSPORT",
"-e",
"SSH_FLEET_CMD_TIMEOUT_SECONDS",
"-e",
"SSH_FLEET_OUTPUT_CAP_BYTES",
"-e",
"SSH_FLEET_PROBE_CONCURRENCY",
"-e",
"SSH_FLEET_PROBE_MAX_HOSTS",
"-e",
"SSH_FLEET_AUTH_TOKEN",
"ghcr.io/inhuman/mcp-ssh-fleet:0.1.5"
],
"env": {
"SSH_FLEET_TRANSPORT": "your-value",
"SSH_FLEET_CMD_TIMEOUT_SECONDS": "your-value",
"SSH_FLEET_OUTPUT_CAP_BYTES": "your-value",
"SSH_FLEET_PROBE_CONCURRENCY": "your-value",
"SSH_FLEET_PROBE_MAX_HOSTS": "your-value",
"SSH_FLEET_AUTH_TOKEN": "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 one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
SSH_FLEET_TRANSPORT envSSH_FLEET_CMD_TIMEOUT_SECONDS envSSH_FLEET_OUTPUT_CAP_BYTES envSSH_FLEET_PROBE_CONCURRENCY envSSH_FLEET_PROBE_MAX_HOSTS envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
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 7, 2026
The registry name was verified with the GitHub account inhuman, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
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: SSH_FLEET_AUTH_TOKEN
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.1.5) reached the registry 4 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Docker on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Zendesk
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.
Zendesk MCP Pack — tickets, users, organizations via OAuth.
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.
English | Русский
MCP server that gives an agent two tools over SSH to a fleet of hosts outside Kubernetes. The SSH key is a mounted secret (never enters model context); the inventory is a fail-closed allowlist.
check is one of a built-in set: uptime, disk, mem, failed, logs. Arbitrary commands cannot be passed. Class: read-only.write-external: the server executes the command, while access gating (approval/RBAC) belongs to the MCP client.Both: output size cap, per-host timeout, TOFU host-key check (fingerprint in logs), output as one section per host.
| Variable | Default | Meaning | ||
|---|---|---|---|---|
SSH_FLEET_TRANSPORT | http | http (StreamableHTTP, endpoint /mcp) \ | sse \ | stdio |
SSH_FLEET_ADDR | :8080 | listen address for http/sse | ||
SSH_FLEET_AUTH_TOKEN | — | optional X-MCP-AUTH token | ||
SSH_FLEET_INVENTORY_PATH | /etc/ssh-fleet/inventory.yaml | path to the inventory (configmap) | ||
SSH_FLEET_KEY_PATH | /etc/ssh-fleet/id_ed25519 | path to the private key (secret) | ||
SSH_FLEET_OUTPUT_CAP_BYTES | 8192 | output cap per section | ||
SSH_FLEET_CMD_TIMEOUT_SECONDS | 20 | per-host timeout | ||
SSH_FLEET_PROBE_CONCURRENCY | 8 | probe parallelism pool | ||
SSH_FLEET_PROBE_MAX_HOSTS | 50 | safety cap on hosts per probe |
Inventory format — see deploy/inventory.example.yaml.
docker run -i --rm \
-v /path/to/inventory.yaml:/etc/ssh-fleet/inventory.yaml:ro \ -v /path/to/id_ed25519:/etc/ssh-fleet/id_ed25519:ro \ -e SSH_FLEET_TRANSPORT=stdio \ ghcr.io/inhuman/mcp-ssh-fleet:latest
This is the shape MCP clients use when installing from the MCP Registry (io.github.inhuman/mcp-ssh-fleet).
By default the server speaks StreamableHTTP; register it as a regular HTTP MCP server with endpoint /mcp (URL like http:// :8080/mcp). Both tools become available to the client.
Client-side security recommendations:
ssh_probe is read-only (curated checks only) and can be granted broadly.ssh_exec is arbitrary execution (write-external). Gate its access on the client side (approval / RBAC / user allowlist) — the server merely executes a command on an inventory host; it does not decide access policy.make test # unit tests + e2e against a real in-process SSH server
make vet make vulncheck make build make docker
Release: tag vX.Y.Z → GitHub Actions builds and publishes a multi-arch image to ghcr.io/inhuman/mcp-ssh-fleet.