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 9일 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, WCS Points
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:↓ 주간 다운로드i★ 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.
West Coast Swing WSDC points registry: dancer points, divisions, level-ups, event results and rules.
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