Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Multi-step workflow orchestration for VMware MCP skills with approval gates and rollback.
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.
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": {
"vmware-pilot": {
"command": "uvx",
"args": [
"vmware-pilot"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add vmware-pilot -- uvx vmware-pilot프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"vmware-pilot": {
"command": "uvx",
"args": [
"vmware-pilot"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"vmware-pilot": {
"type": "stdio",
"command": "uvx",
"args": [
"vmware-pilot"
]
}
}
}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.
이 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 6일 점검
레지스트리 이름이 GitHub 계정 zw008 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(1.8.7)은 4개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, TF Rooms
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.
Live room availability, rates and stay quotes for 12 New Leaf motels in Twin Falls, Idaho.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
For a read-only check of this skill with your model and agent host, use the shared model-fit self-test in the marketplace root.
Author: Wei Zhou, VMware by Broadcom — wei-wz.zhou@broadcom.com
This is a community-driven project by a VMware engineer, not an official VMware product.
For official VMware developer tools see developer.broadcom.com.
English | 中文
Multi-step workflow orchestration for VMware MCP skills — state machine, approval gates, audit trail.
Companion skills handle everything else:
| Skill | Scope | Install |
|-------|-------|---------|
| [vmware-aiops](https://github.com/vmware-skills/VMware-AIops) | VM lifecycle, deployment, guest ops, cluster |
uv tool install vmware-aiops|
| [vmware-monitor](https://github.com/vmware-skills/VMware-Monitor) | Read-only: inventory, health, alarms, events |
uv tool install vmware-monitor|
| [vmware-storage](https://github.com/vmware-skills/VMware-Storage) | Datastores, iSCSI, vSAN management |
uv tool install vmware-storage|
| [vmware-vks](https://github.com/vmware-skills/VMware-VKS) | Tanzu Namespaces, TKC cluster lifecycle |
uv tool install vmware-vks|
| [vmware-nsx](https://github.com/vmware-skills/VMware-NSX) | NSX networking: segments, gateways, NAT |
uv tool install vmware-nsx-mgmt|
| [vmware-nsx-security](https://github.com/vmware-skills/VMware-NSX-Security) | DFW firewall rules, security groups |
uv tool install vmware-nsx-security|
| [vmware-aria](https://github.com/vmware-skills/VMware-Aria) | Aria Ops: metrics, alerts, capacity |
uv tool install vmware-aria|
| [vmware-avi](https://github.com/vmware-skills/VMware-AVI) | AVI load balancing, pool management, AKO K8s ops |
uv tool install vmware-avi|
uv tool install vmware-pilot
vmware-pilot mcp # start the MCP server (stdio)
This project uses the modern PEP 517 build system (hatchling), so there is no `setup.py` by design — that is expected, not a missing file. If you cloned the source and hit ERROR: File "setup.py" or "setup.cfg" not found ... editable mode currently requires a setuptools-based build, your pip is older than 21.3 and cannot do an *editable* (-e) install with a non-setuptools backend. Editable mode is a developer convenience, not needed to run the tool — do one of:
# From the source tree — a normal (non-editable) install builds a wheel:
pip install . # NOT pip install -e .
pip install --upgrade pip && pip install -e .
For a truly air-gapped host, build the wheels on a connected machine and copy them over — the target then needs no network:
# On a connected machine, collect this package + its dependencies as wheels:
pip wheel . -w dist # → dist/*.whl (or: uv build, for just this package)
pip install --no-index --find-links dist vmware-pilot
| Tool | Description |
|---|---|
get_skill_catalog | List all available skills and tools for workflow design |
list_workflows | List built-in and custom templates |
review_workflow | Sanity-check a planned workflow before execution |
design_workflow | Natural language goal → draft workflow |
update_draft | Edit draft workflow steps |
confirm_draft | Finalize draft → ready to execute |
create_workflow_from_template | Create and save a workflow from a template (not a dry run), returns workflow_id |
create_workflow | Create custom workflow from step list (refused if a destructive step has no approval gate before it) |
run_workflow | Execute workflow, pauses at approval gates |
get_workflow_status | Query state + diff report + audit log |
approve | Human approval, continue execution. Refused while steps before the gate are not_executed, until acknowledge_not_executed=True says you ran them |
rollback | Explicit, best-effort undo of steps pilot recorded as succeeded — never automatic. Previews (blast_radius) unless confirm=True |
cancel_workflow | Cancel a workflow — move it to the terminal CANCELLED state. Previews (blast_radius) unless confirm=True |
n is the number of VMs (or drift items); ranges depend on which optional parameters are set. clone_and_test needs snapshot_name (the snapshot to clone from), resizes staging while it is powered off, and has 8 steps when change_spec is a guest command (an extra gate before it runs in staging). investigate_alert's approvals are synthesis checkpoints; its steps are all reads. See skills/vmware-pilot/references/templates.md for parameters and steps.
| Template | Steps | Approval | Skills Used |
|---|---|---|---|
clone_and_test | 7-8 | Yes | aiops, monitor |
incident_response | 4 | Yes | monitor, aiops |
investigate_alert | 4 (8 with deep_dive) | Yes | monitor, aria |
plan_and_approve | 3 | Yes | aiops |
compliance_scan | 1-3 | No | monitor, aria |
network_segment_setup | 3-6 | Yes | nsx, nsx-security |
vks_cluster_deploy | 5 | Yes | vks |
rolling_restart | 2+3n | Yes | aiops, monitor |
capacity_expansion | 5 | Yes | aria, aiops, monitor |
disaster_recovery | 5 | Yes | aiops, monitor, nsx |
patch_deployment | 1+3n | Yes | aiops, monitor |
storage_expansion | 6 | Yes | storage |
baseline_capture | 1-5 | No | monitor, nsx, storage |
baseline_audit | 1-5 | No | monitor, nsx, storage, aria |
baseline_remediate | 3+n | Yes | varies |
2.0 renames one MCP tool: plan_workflow → create_workflow_from_template. It always created and saved a workflow from a template (it is a write, not a dry run); the new name says so and sets it apart from create_workflow, which saves your own step list. Parameters and results are unchanged, and so are the CLI commands. The skill catalog also follows vmware-vks's renames (get_supervisor_kubeconfig → issue_supervisor_kubeconfig, get_tkc_kubeconfig → issue_tkc_kubeconfig). Workflows saved with the old names are translated when loaded. If an agent prompt, script or ~/.vmware/rules.yaml names plan_workflow, update it. Requires vmware-policy ≥ 1.19.0. Details: RELEASE_NOTES.md.
{
"mcpServers": { "vmware-pilot": { "command": "vmware-pilot", "args": ["mcp"] } } }
Fallback:
{"command": "uvx", "args": ["--from", "vmware-pilot", "vmware-pilot-mcp"]}still
works, but
uvxre-resolves against PyPI on every start and fails behind a TLS-inspecting
corporate proxy (
invalid peer certificate: UnknownIssuer). The installed entry point above
touches the network zero times; set
UV_NATIVE_TLS=trueif you must useuvx.
--dispatchBy default pilot executes nothing: run_workflow returns each step in pending_dispatch and your agent performs it. Add --dispatch (or set VMWARE_PILOT_DISPATCH=stdio) and pilot runs each step itself, in that skill's own MCP server (vmware- -mcp, which must be installed), so the skill's policy rules, confirmation gate and audit apply as usual. Nothing after an approval gate runs before approve, and workflows reach completed.
{"mcpServers": {"vmware-pilot": {"command": "vmware-pilot", "args": ["mcp", "--dispatch"]}}}
stdio only: pilot refuses to start with --dispatch and --transport https/http (the skill servers it starts would have no caller identity, so roles could not apply). A step that takes longer than VMWARE_PILOT_DISPATCH_TIMEOUT seconds (default 1800) is recorded interrupted — its effect is unknown — and rollback waits for you to check it. run_workflow and approve take as long as the steps they run: set your MCP client's tool timeout above your longest step. If a call does time out, Pilot carries on and answers nothing else until the step ends; then get_workflow_status shows the outcome. Never perform those steps yourself.
By default vmware-pilot mcp speaks stdio to one local client and offers every tool. Two options change that (vmware-policy ≥ 1.21.0).
Serve over HTTPS so clients on other machines can connect. Every caller needs a bearer token:
vmware-audit token create alice # prints the token once; give it to alice
vmware-audit token list # names only vmware-audit token revoke alice # refused from its next request, no restart vmware-pilot mcp --transport https --host 0.0.0.0 --port 8443 \ --cert /etc/vmware-mcp/server.pem --key /etc/vmware-mcp/server-key.pem \ --public-name mcp.example.com
Connect a client (Claude Code shown; any MCP client that supports streamable HTTP and custom headers works):
claude mcp add --transport http vmware-pilot https://mcp.example.com:8443/mcp \
--header "Authorization: Bearer $VMWARE_MCP_TOKEN"
{
"mcpServers": { "vmware-pilot": { "type": "http", "url": "https://mcp.example.com:8443/mcp", "headers": { "Authorization": "Bearer ${VMWARE_MCP_TOKEN}" } } } }
--public-name, and checks before it binds that unauthenticated requests get 401. Use a certificate your clients trust for those names.--transport http --host 127.0.0.1 --public-name mcp.example.com and pass the Authorization header through.--transport https (a self-signed certificate is fine), list in --public-name the host name the balancer sends as Host, and have it forward Authorization. Its health probe can use GET /healthz, which needs no token and returns only {"status": "ok"} (vmware-policy ≥ 1.23.0).traceparent or X-Request-ID with each request to have it stored on the audit row; vmware-audit log --correlation-id ID then finds the calls behind one platform request.token: . Calls naming different targets run in parallel; calls that name no target run one at a time, so name the target when several people share a server.vmware-audit roles enable once, then give each token a role (vmware-audit token create NAME --role reader, or a role in roles.yaml naming tools and targets; vmware-policy ≥ 1.24.0). A role limits what the token may call on this endpoint; it cannot grant more than the account has. See vmware-policy's README, "Roles for network callers".Offer only read tools, plus the writes you choose:
vmware-pilot mcp --expose read --allow-write cancel_workflow
Tools not offered do not appear in the client's tool list. A bad value or an unknown write tool stops the server (exit 2). This limits what clients are offered; it is not authorization, so the account itself should be least-privilege.
Details: skills/vmware-pilot/references/setup-guide.md ("Serving MCP over HTTPS", "Limiting which tools are offered").
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요