Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Read-only VMware incident correlation: timeline, spikes, root-cause routing. 2 MCP tools.
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-debug": {
"command": "uvx",
"args": [
"vmware-debug"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add vmware-debug -- uvx vmware-debug프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"vmware-debug": {
"command": "uvx",
"args": [
"vmware-debug"
]
}
}
}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-debug": {
"type": "stdio",
"command": "uvx",
"args": [
"vmware-debug"
]
}
}
}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, LickityClick
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.
Create, edit and track LickityClick short links, campaigns and click stats from your AI assistant.
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.
Disclaimer: Community-maintained open-source project, **not affiliated with,
endorsed by, or sponsored by VMware, Inc. or Broadcom Inc.** "VMware" and
"vSphere" are trademarks of Broadcom. Source is publicly auditable under the MIT
license.
The diagnostic brain of the VMware skill family. You bring the symptom (an error, a log dump, a slow VM); this skill runs a systematic investigation, correlates events from the other skills into one timeline, ranks root-cause hypotheses, and tells you what to check next. It never touches vSphere — it connects to nothing and never executes fixes; its only writes are to a local case ledger under $OPS_HOME. Remediation is routed to vmware-aiops (single op) or vmware-pilot (multi-step, gated), mirroring the vmware-harden → vmware-pilot advisor/executor split.
See skills/vmware-debug/SKILL.md for the full methodology, the event-envelope contract, and symptom routing.
2.0 renames 13 of its 14 MCP tools so every name starts with a verb (e.g. case_close → close_case, case_get → get_case, case_grade → grade_case). The full old → new table is in RELEASE_NOTES.md. Nothing else changes: same tools, parameters, safety gates and CLI commands. If an agent prompt, script or ~/.vmware/rules.yaml names a tool, update it — though deny rules written with the old names keep working with vmware-policy ≥ 1.18.1 (vmware-audit policy lists any rule the renames widened), and vmware-pilot ≥ 1.13 translates old names in saved workflows. If an install older than 2.0 shares that rules.yaml, give it vmware-policy ≥ 1.18.2 too: it matches each rule against both the old and the new name, so one file serves both.
| Need | Skill |
|---|---|
| Incident correlation / root cause | vmware-debug (this project) |
| Centralized log search | vmware-log-insight (feed its search_logs results here) |
| vCenter events and alarms | vmware-monitor |
| Metrics / anomalies | vmware-aria |
| Executing a fix | vmware-aiops (single op) / vmware-pilot (multi-step, gated) |
uv tool install vmware-debug
vmware-debug categories # see which symptom categories it can diagnose
The seven writes go to the local case ledger only; none reaches a VMware system.
Correlation — stateless, for a single look:
| Tool | What |
|---|---|
build_incident_timeline | [READ] Correlate pre-fetched events → timeline + spikes + ranked hypotheses + next-check ideas |
list_symptom_categories | [READ] List recognised symptom categories + what to check for each |
Investigation ledger — for an incident you will reason about over time:
| Tool | What |
|---|---|
open_case | [WRITE] Define the event; returns a case id and the grade this environment can reach |
get_case_readiness | [READ] What grade this environment can reach, per symptom category, before you start |
get_case_knowledge | [READ] Which knowledge formats are accepted, what is mounted, and which entries apply to a case |
plan_case | [READ] What to fetch next — skill, tool and purpose per step; recomputed from the case's current state |
list_cases | [READ] Cases, newest first |
get_case | [READ] One case: scope, ledger sizes, grade history |
record_case_hypothesis | [WRITE] Register a candidate explanation, or read the ledger of what supports and refutes each |
submit_case_evidence | [WRITE] Record one retrieved fact, with its source, query and time basis |
record_case_gap | [WRITE] Record what could not be retrieved, and how to close it |
record_case_timeline | [WRITE] Correlate everything the case has collected into one timeline |
grade_case | [WRITE] Recompute the conclusion grade from the ledger and record it |
close_case | [WRITE] Record the final grade, archive, and name what was left open |
Event envelope: {ts, source, severity, entity, text, fields}. The agent normalizes events from each source into this shape before handing them to debug, so debug has zero runtime dependency on the other packages. Keep each event's `event_type` in `fields` — the classifier matches it as well as the text, and most modern vSphere events are EventEx: the text is a generic boilerplate sentence, and only eventTypeId says what the event actually is.
Offline and credential-free by construction: it connects to no vCenter/NSX/Aria, has no destructive surface on VMware, and holds no secret to leak. The only writes are the local case ledger: evidence, gaps, hypotheses and grade history are append-only; timeline.md is regenerated from the evidence, and case.json holds the current grade and status. The same holds with several writers: every write to a case first takes that case's lock file (.ledger.lock, exclusive create), so two processes writing the same case in a shared $OPS_HOME are serialized instead of dropping each other's entries; every file is written under a temporary name and then moved into place, so a reader never sees a half-written file (on a file system without hard links, a new evidence file is instead created in place: still never overwritten, but it can be read half-written). A lock left behind by a crashed process is reported together with its holder and never deleted automatically; delete it by hand once you have confirmed no process is writing that case. Released versions 1.11.3 and earlier do not take this lock, so every machine sharing a case directory must upgrade. See SECURITY.md.
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-debug
By default vmware-debug 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-debug 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-debug https://mcp.example.com:8443/mcp \
--header "Authorization: Bearer $VMWARE_MCP_TOKEN"
{
"mcpServers": { "vmware-debug": { "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-debug mcp --expose read --allow-write close_case
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-debug/references/setup-guide.md ("Serving MCP over HTTPS", "Limiting which tools are offered").
MIT.