Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Inspect Kairon VMs, network policy and VM-edge flows from an agent. Read-only by default.
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.
KAIRON_KUBE_URL, KAIRON_KUBE_TOKEN, KAIRON_KUBE_CA, KAIRON_KUBE_INSECURE, KAIRON_UI_URL, KAIRON_UI_TOKEN, KAIRON_UI_CA, KAIRON_UI_INSECURE, KAIRON_LLM_URL, KAIRON_LLM_MODEL, KAIRON_LLM_API_KEY, KAIRON_MCP_TENANT비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"kairon": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"KAIRON_KUBE_URL",
"-e",
"KAIRON_KUBE_TOKEN",
"-e",
"KAIRON_KUBE_CA",
"-e",
"KAIRON_KUBE_INSECURE",
"-e",
"KAIRON_UI_URL",
"-e",
"KAIRON_UI_TOKEN",
"-e",
"KAIRON_UI_CA",
"-e",
"KAIRON_UI_INSECURE",
"-e",
"KAIRON_LLM_URL",
"-e",
"KAIRON_LLM_MODEL",
"-e",
"KAIRON_LLM_API_KEY",
"-e",
"KAIRON_MCP_TENANT",
"ghcr.io/zyvorai/kairon-mcp:v0.10.2"
],
"env": {
"KAIRON_KUBE_URL": "your-value",
"KAIRON_KUBE_TOKEN": "your-value",
"KAIRON_KUBE_CA": "your-value",
"KAIRON_KUBE_INSECURE": "your-value",
"KAIRON_UI_URL": "your-value",
"KAIRON_UI_TOKEN": "your-value",
"KAIRON_UI_CA": "your-value",
"KAIRON_UI_INSECURE": "your-value",
"KAIRON_LLM_URL": "your-value",
"KAIRON_LLM_MODEL": "your-value",
"KAIRON_LLM_API_KEY": "your-value",
"KAIRON_MCP_TENANT": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add kairon --env KAIRON_KUBE_URL=your-value --env KAIRON_KUBE_TOKEN=your-value --env KAIRON_KUBE_CA=your-value --env KAIRON_KUBE_INSECURE=your-value --env KAIRON_UI_URL=your-value --env KAIRON_UI_TOKEN=your-value --env KAIRON_UI_CA=your-value --env KAIRON_UI_INSECURE=your-value --env KAIRON_LLM_URL=your-value --env KAIRON_LLM_MODEL=your-value --env KAIRON_LLM_API_KEY=your-value --env KAIRON_MCP_TENANT=your-value -- docker run -i --rm -e KAIRON_KUBE_URL -e KAIRON_KUBE_TOKEN -e KAIRON_KUBE_CA -e KAIRON_KUBE_INSECURE -e KAIRON_UI_URL -e KAIRON_UI_TOKEN -e KAIRON_UI_CA -e KAIRON_UI_INSECURE -e KAIRON_LLM_URL -e KAIRON_LLM_MODEL -e KAIRON_LLM_API_KEY -e KAIRON_MCP_TENANT ghcr.io/zyvorai/kairon-mcp:v0.10.2실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"kairon": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"KAIRON_KUBE_URL",
"-e",
"KAIRON_KUBE_TOKEN",
"-e",
"KAIRON_KUBE_CA",
"-e",
"KAIRON_KUBE_INSECURE",
"-e",
"KAIRON_UI_URL",
"-e",
"KAIRON_UI_TOKEN",
"-e",
"KAIRON_UI_CA",
"-e",
"KAIRON_UI_INSECURE",
"-e",
"KAIRON_LLM_URL",
"-e",
"KAIRON_LLM_MODEL",
"-e",
"KAIRON_LLM_API_KEY",
"-e",
"KAIRON_MCP_TENANT",
"ghcr.io/zyvorai/kairon-mcp:v0.10.2"
],
"env": {
"KAIRON_KUBE_URL": "your-value",
"KAIRON_KUBE_TOKEN": "your-value",
"KAIRON_KUBE_CA": "your-value",
"KAIRON_KUBE_INSECURE": "your-value",
"KAIRON_UI_URL": "your-value",
"KAIRON_UI_TOKEN": "your-value",
"KAIRON_UI_CA": "your-value",
"KAIRON_UI_INSECURE": "your-value",
"KAIRON_LLM_URL": "your-value",
"KAIRON_LLM_MODEL": "your-value",
"KAIRON_LLM_API_KEY": "your-value",
"KAIRON_MCP_TENANT": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"kairon": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"KAIRON_KUBE_URL",
"-e",
"KAIRON_KUBE_TOKEN",
"-e",
"KAIRON_KUBE_CA",
"-e",
"KAIRON_KUBE_INSECURE",
"-e",
"KAIRON_UI_URL",
"-e",
"KAIRON_UI_TOKEN",
"-e",
"KAIRON_UI_CA",
"-e",
"KAIRON_UI_INSECURE",
"-e",
"KAIRON_LLM_URL",
"-e",
"KAIRON_LLM_MODEL",
"-e",
"KAIRON_LLM_API_KEY",
"-e",
"KAIRON_MCP_TENANT",
"ghcr.io/zyvorai/kairon-mcp:v0.10.2"
],
"env": {
"KAIRON_KUBE_URL": "your-value",
"KAIRON_KUBE_TOKEN": "your-value",
"KAIRON_KUBE_CA": "your-value",
"KAIRON_KUBE_INSECURE": "your-value",
"KAIRON_UI_URL": "your-value",
"KAIRON_UI_TOKEN": "your-value",
"KAIRON_UI_CA": "your-value",
"KAIRON_UI_INSECURE": "your-value",
"KAIRON_LLM_URL": "your-value",
"KAIRON_LLM_MODEL": "your-value",
"KAIRON_LLM_API_KEY": "your-value",
"KAIRON_MCP_TENANT": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
KAIRON_KUBE_CA envKAIRON_KUBE_INSECURE envKAIRON_UI_URL envKAIRON_UI_CA envKAIRON_UI_INSECURE envKAIRON_LLM_URL envKAIRON_LLM_MODEL envKAIRON_MCP_TENANT env이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
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 8일 점검
레지스트리 이름이 GitHub 계정 zyvorai 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.
입력해야 할 값: KAIRON_KUBE_URL, KAIRON_KUBE_TOKEN, KAIRON_UI_TOKEN, KAIRON_LLM_API_KEY
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(0.10.2)은 21일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Docker도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, NexusWindows
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.
Windows computer use in the background: desktop apps driven without your mouse or keyboard.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Real virtual machines, scheduled by Kubernetes, run straight on KVM. No virt-launcher pod per VM, no libvirt in the hot path, no operator zoo. A Machine is desired state, kairon-controller places it, and kairon-node runs it on FluxVM with QEMU, Cloud Hypervisor, Firecracker or FluxVM's own hypervisor.
Zero pods per VM · Four hypervisors, one CRD · eBPF on every VM edge · No silent split-brain · AI agents built in (MCP)
Dashboard tour captured against the local sample-data stack ( how ), not a production cluster.
Experimental operations: Kairon Rehearsal tests upgrades on isolated CSI copies. Advanced operations adds health-gated configuration change plans, application recovery verification, traffic/RTT placement recommendations, and incident reproduction with fix verification. Includes runnable scenarios and failure-path tests. VM/CSI and host-isolation hardware qualification is still pending.
New since v0.6.0 (latest tag: v0.10.2; the rows down to incident bundles are new in v0.10.0):
| Agent sessions (experimental) | An AgentSession is a FluxVM agent session: a sandbox VM with a git workspace, a compiled egress/filesystem/process policy, budgets, checkpoints, live forks and an event ledger, scheduled and quota-counted like a Machine. Commands can wait for an admin's approval; chunked uploads, an interactive shell, credential grants the guest never sees, and the Mac guest's screen. kaironctl session, session_* MCP tools, both SDKs and a dashboard page. Mac nodes on FluxVM 0.4.8+. Guide → | |
| Coming from virtctl | kaironctl covers virtctl's verbs: console and VNC (with screenshots), restart/soft-reboot, exports and memory dumps, guest info, SSH keys and passwords, expose, freeze, guestfs, cdrom, create clone, objectgraph, --dry-run -o yaml, wait. CLI → | |
| Self-test: is it all working? | kaironctl selftest (or the dashboard's Self-test page) boots a tiny CirrOS VM and proves power, network, hotplug, snapshot-restore and more, with live coloured logs and a PASS / FAIL / SKIP table. deploy-remote.sh --self-test runs it right after a deploy. Guide → | |
| Deploy without building locally | deploy-remote.sh --remote-build copies a small source tarball and compiles on the host, so a laptop needs no Go, no Node and no build cache. Fastest path → | |
| HTTPS by default | The dashboard and the VNC console relay serve TLS out of the box (generated or bring-your-own certificate); plain HTTP is a named opt-out. Dashboard guide → | |
| Mac Fabric (experimental) | Several Macs as one pool: each publishes its chip, macOS, Rosetta, nested virtualization and Thunderbolt Bridge; spec.apple places vz Machines by them, and a MacNetwork gives Machines on different Macs one private network over Thunderbolt. Run against simulated Macs so far. Guide → | |
| Cross-cluster DR (experimental) | A MachineProtectionPlan replicates a group of Machines to S3 and keeps their specs and restore points on a second cluster, with RPO and RTO objectives. kaironctl dr failover brings them up there in dependency order, --planned with nothing lost; kaironctl dr test restores copies into an isolated network while production runs, also on a schedule. Machines keep their VirtualNetwork addresses and DNS names follow the active site through external-dns. Guide → | |
| vGPU profiles and GPU health (experimental) | spec.devices[].profile gives a Machine a slice of a GPU (NVIDIA vGPU or MIG-backed profile) instead of a whole one, scheduled by free instances and GPU memory, created when the Machine starts and returned when it stops; unhealthy GPUs are skipped. Guide → | |
| Accelerator profiles (experimental) | A cluster-scoped MachineAcceleratorProfile names an accelerator shape (count, vendor or vGPU profile, memory per device, one PCIe root for peer to peer, one NUMA node, an RDMA NIC next to the GPUs); Machines ask for it with spec.accelerators. The profile's status says how many more Machines fit on each node. Guide → | |
| Node maintenance and DRS (experimental) | kaironctl node maintenance enter NODE cordons a node, migrates its Machines away, and stops or hibernates the ones with nowhere to go; exit puts everything back. DRS (`-drs-mode recommend | automatic) evens out reserved CPU and memory across nodes, or moves Machines off nodes whose measured CPU, memory or IO pressure (PSI) is high, and kaironctl drs plan` previews it. Guide → |
| Per-disk I/O QoS | IOPS and bandwidth limits on a Machine's root and data disks (io.throttle), with bursts, enforced by QEMU and changed live on a running Machine. Guide → | |
| NVMe-oF storage (experimental) | Kairon's CSI driver provisions nvme-tcp and nvme-rdma volumes through the kernel NVMe target with native multipath; raw Block volumes boot Machines in place and attach as data disks with per-disk QEMU I/O. Guide → | |
| Hibernate (experimental) | spec.powerState: Hibernated saves RAM and device state to disk and frees the node; resume continues the same boot, on its own node or a compatible one with shared storage. Guide → | |
| Virtual networks (experimental) | VirtualNetwork: isolated IPv4 networks routed in eBPF with a Geneve overlay, per-network gateway, egress SNAT and floating IPs. Guide → | |
| Elastic memory (experimental) | Run more Machine memory than the node has: guaranteed minimums, a virtio-balloon reclaim loop and a KaironMemoryPressure signal the scheduler respects. Guide → | |
| Topology-aware placement (experimental) | NUMA, GPU, NIC and NVMe locality: the scheduler picks the node, exact CPUs, NUMA memory and PCI devices together. Guide → | |
| Incident bundles (experimental) | kaironctl diagnose machine --deep: one redacted tar.gz with the Machine's cluster state plus QMP, cgroup, console, dataplane and pcap from its node, and an opt-in guest memory dump. Guide → | |
| Lifecycle, diagnostics and namespaces (v0.9) | kaironctl doctor, connectivity test, logs, events, sysdump, config, history/rollback; kaironctl upgrade keeps your previous Helm values. The dashboard has a namespace selector, an all-namespaces Machines view and bulk Start/Stop. Release notes → | |
| `v1` API and new dashboard | kairon.zyvor.dev/v1 is the storage version (v1beta1/v1alpha1 served, deprecated). The dashboard is redesigned and gains Storage (Atlas), Pools & claims, Images and Backups pages; kairon-ui now listens on :18082. Guide → | |
| Native macOS node | kairon-node registers an Apple silicon Mac as a Node and runs backend: vz Machines through FluxVM. Verified on an M4; multi-Mac clusters not yet. Guide → · Mac cluster → | |
| Developer ecosystem kit | Python and TypeScript SDKs, digest-pinned recipes, disposable-VM GitHub Actions, Terraform composition. Kit → | |
| Fleet automation (experimental) | Opt-in Redfish fencing, balancing, autoscaling, backup and recovery plans, template claims, usage CSV and a Fleet dashboard. Guide → | |
| Kairon vs KubeVirt benchmark | Same node, same guest, one script driving both; method and raw JSON in docs/benchmarks. | |
| Import from VMware | kaironctl import ova streams an OVA once, reads vCPU, memory and firmware from the OVF, and FluxVM converts and repairs the disk. Guide → | |
| Warm pools and claims | MachinePool keeps booted Machines ready; a MachineClaim binds one in a single reconcile tick, with per-claim egress allowlists. Guide → | |
| VM fork | kaironctl fork and the MCP fork_machine tool fork a running Machine through FluxVM. Guide → | |
| Agent sandboxes (experimental) | spec.lifecycle pauses idle Machines and wakes them on connect, deletes them after a max lifetime; paused warm pools, per-claim usage, and Sandbox classes in both SDKs. Guide → | |
| Backups | MachineBackup and MachineBackupRestore with guest filesystem freeze, plus Atlas S3 backup jobs for Atlas volumes. Incremental S3 backups with policies and GFS retention (experimental). Guide → | |
| Live disks and NICs | Hot-attach PVC disks and hot-add or remove extra NICs on running Machines (kaironctl disk, kaironctl nic). Guide → | |
| Tenant fence | kairon.zyvor.dev/tenant-fence turns spec.tenant into an east-west deny of other tenants' guest addresses in the namespace. Guide → | |
| Preemption by Halt | An opted-in high-priority Machine that can't be placed halts an opted-in lower-priority one, and it resumes when the preemptor leaves. Guide → |
| Hotplug survives restart | A stop/start boots at the hotplugged CPU and memory; hotplug-persist writes it back into spec.
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요