Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
High-performance (Rust), token-efficient, and asynchronous SSH orchestrations for AI agents.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
作者没有在注册中心列出安装信息。请查看下方作者的 README。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 sandbanks 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.6.1)于昨天进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Rust。
同一分类中有:Spec Driven Development, Remote Desktop Commander, topo^alpin
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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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