Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
High-performance (Rust), token-efficient, and asynchronous SSH orchestrations for AI agents.
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.
The maker has not listed install details in the registry. See the maker’s README below.
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 6, 2026
The registry name was verified with the GitHub account sandbanks, 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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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 (0.6.1) reached the registry yesterday.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Rust on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, topo^alpin
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.
Avalanche bulletins and mountain weather forecasts for any place in the Alps.
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agentic_ssh 🛰️🛡️Stop your AI agent from nosing around your SSH connections without permission.
A secure-by-default SSH connection pool & MCP server for AI coding assistants (Claude Code, Cursor, Gemini, Antigravity, Copilot, Cline).
agentic_ssh gives your AI assistant fast, token-efficient, and asynchronous SSH access to your homelab, dev servers, and clusters—with strict zero-trust host guardrails so it can never touch unauthorized infrastructure.
agentic_ssh| Metric / Scenario | Raw SSH in Agent Prompt | With agentic_ssh MCP | The Difference |
|---|---|---|---|
| Security & Blast Radius | Full access to every host in ~/.ssh/config | Strict Whitelist Guardrail (allow_hosts) | Unauthorized hosts blocked 🛡️ |
| Context Window Consumption | 15,000+ tokens (raw stdout dump) | 185 tokens (structured JSON telemetry) | 98.8% token savings 📉 |
| API Cost per Query | ~$0.05 – $0.15 | ~$0.0004 | Fraction of a cent 💰 |
| Connection Latency | 800ms – 1.5s reconnect handshake | 0ms (pooled Keepalive socket) | Instant response ⚡️ |
| Long-Running Builds | Blocks agent reasoning / silent dropout | Detached async (background: true) | Parallel workflows 🚀 |
I built agentic_ssh after watching my AI coding agent do remote server triage across my own fleet of machines.
I asked it to investigate an anomaly. I sat there watching as it opened the same SSH connection time after time to talk to the same remote server, checking one small thing at a time. When querying multiple nodes, it would ask the exact same question of each server individually, running fresh TCP/SSH handshakes for every single command.
Worse, every single docker logs or system check dumped hundreds—sometimes thousands—of tokens of raw terminal noise and ANSI escape codes straight into the context window, chewing through my API budget in minutes. And whenever an idle SSH connection dropped mid-query, the agent would lose its place and spin in retry loops.
I realised that could be dramatically streamlined with a dedicated, connection-pooled, security-first MCP server.
If you've ever let an autonomous agent run raw terminal ssh, you're exposing your machines to huge risks:
~/.ssh/config. If you ask an agent to inspect a local dev box, nothing stops it from querying your production database, jumping through client bastions, or running rogue commands where it shouldn't.apt upgrade or cargo build, and 15,000 lines of compiler noise dump straight into your context window—wiping out memory, blowing up rate limits, and wasting money.ssh host "bash -c \"echo 'hello'\"") invariably leads to broken quotes and syntax errors.agentic_ssh Fixes This| The Danger | agentic_ssh Zero-Trust Solution |
|---|---|
| Unchecked Server Access | Strict Host Whitelist (`allow_hosts`): If allow_hosts is not configured, all hosts are blocked by default. Your agent can only touch machines you have explicitly approved. |
| Bloated Context Windows | Automatically summarizes verbose outputs and redirects large streams to isolated local session logs (~/.agentic_ssh/sessions/). |
| Dropped Sockets & Lag | Rust-native connection pooling (russh) with automatic 30s keepalives and zero-latency session reuse. |
| Broken Quoting | Arguments are structured and escaped natively behind the scenes—zero escaping headaches for the model. |
| Blocking Long Tasks | Supports background: true—fires long builds or migrations into detached threads so the agent can keep working. |
# macOS & Linux (Homebrew)
brew install sandbanks/tap/agentic_ssh
cargo binstall agentic_ssh
nix run github:sandbanks/agentic_ssh -- doctor
One command detects your installed AI tools and registers the MCP server automatically:
agentic_ssh install
*(Supports Claude Code / Desktop, Cursor, Gemini, Antigravity, Copilot, Zed, Cline, and Roo-Code).*
agentic_ssh doctor
Once installed, just talk to your agent naturally. Here are real-world prompts you can copy & paste:
*"Check the CPU load, RAM usage, and available disk space across stan, cartman, and aruba. Report any bottlenecks."*
⚡️ *Agent calls
get_system_statsconcurrently across all 3 nodes and gives you a structured comparison table in 2 seconds.*
*"Inspect all active listening TCP and UDP ports on our staging server. Flag anything open on 0.0.0.0 that shouldn't be."*
⚡️ *Agent calls
list_portswith process attribution (PID + binary name) for instant auditing.*
*"Check if any Docker containers crashed on cartman, and tail the last 50 lines of the auth-service logs."*
⚡️ *Agent calls
check_docker_statusandtail_container_logswithout flooding your context window.*
*"Deploy the latest git commit on stan in the background and notify me when it finishes."*
⚡️ *Agent runs
run_commandwithbackground: true, frees up your chat immediately, and tracks the output in a local session log.*
agentic_ssh isn't just an MCP server for AI—it includes powerful CLI tools for human developers too:
💡 Tip: Add
alias ash="agentic_ssh"to your~/.zshrcor~/.bashrcto save keystrokes!
agentic_ssh watch: Multi-Host Live Streaming TUIWatch commands run concurrently across multiple servers with live streaming panes and post-run log inspection:
# Watch a command on multiple hosts concurrently
agentic_ssh watch stan,cartman,aruba "pnpm --version"
agentic_ssh watch web-fleet "docker compose ps"
agentic_ssh json: Instant Multi-Host ScriptingCall any built-in MCP diagnostic tool directly from your terminal and get clean, parseable JSON:
# Get structured system stats across hosts
agentic_ssh json get_system_stats stan,cartman
agentic_ssh json list_ports '{"hosts": ["stan", "aruba"]}'
agentic_ssh tui: Live Connection Pool DashboardInspect active SSH sockets, heartbeat metrics, connection lifetimes, and live running commands (with remote PID/PGID and timeout countdowns) inline under each host:
agentic_ssh tui
| MCP Tool | Description |
|---|---|
list_hosts | Discovers and returns all authorized SSH host aliases from ~/.ssh/config. |
list_groups | Returns defined multi-host server groups (e.g., web-fleet, db-cluster). |
run_command | Executes commands concurrently across hosts (supports sync or detached async background mode). |
get_system_stats | Fetches CPU load, RAM utilization, and disk partition stats. |
list_ports | Scans active listening TCP/UDP sockets with process & PID attribution. |
search_processes | Evaluates and filters running processes with regex matching. |
tail_log | Safely tails standard system log files without loading multi-gigabyte files. |
tail_container_logs | Fetches real-time log frames from Docker containers. |
check_docker_status | Returns Docker daemon health, running containers, and image counts. |
check_service_status | Queries systemd / systemctl service states. |
list_upgradable | Lists pending OS package updates across remote machines. |
git_pull | Safely fetches and updates a remote Git repository. |
find_large_files | Scans for disk-hogging files exceeding a size threshold. |
grep_syslog | Searches remote syslog / journalctl streams for specific error patterns. |
list_cron_jobs | Inspects system and user crontabs. |
list_network_connections | Lists active network connections and remote endpoints. |
~/.config/agentic_ssh/config.toml)You can define host groups and security boundaries in an optional configuration file:
# Security boundaries: Only allow safe hosts
allow_hosts = ["stan", "cartman", "kyle", "*.local"] ignore_hosts = ["prod-db-primary", "secure-vault"]
[groups] fleet = ["stan", "cartman", "aruba", "kyle"] pis = ["stan", "cartman", "kyle"] web = ["aruba", "stan"]
[tools.deploy_stack] description = "Pulls latest compose repo and updates stack containers." command = ["docker", "compose", "-f", "/opt/app/docker-compose.yml", "up", "-d"] allow_hosts = ["stan", "cartman"]
agentic_ssh tracks every active remote command in an in-memory registry and automatically kills timed-out commands (and their spawned child processes) using their remote Process Group ID (PGID).
sh or bash (and optionally setsid for isolated process groups).agentic_ssh logs a warning and falls back to best-effort channel closure without failing the command.tokensave.agentic_ssh is built and maintained as independent, sovereign open-source software.
If agentic_ssh saves your token budget, secures your infrastructure, or makes your AI pair-programming workflow faster:
👉 [Sponsor @sandbanks on GitHub Sponsors](https://github.com/sponsors/sandbanks)
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