Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
High-performance (Rust), token-efficient, and asynchronous SSH orchestrations for AI agents.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
제작자가 레지스트리에 설치 정보를 올리지 않았어요. 아래 제작자의 README를 확인하세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 sandbanks 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.6.1)은 어제 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Rust도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Apify MCP Server
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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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