Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Read-only VMware incident correlation: timeline, spikes, root-cause routing. 2 MCP tools.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"vmware-debug": {
"command": "uvx",
"args": [
"vmware-debug"
]
}
}
}在终端中运行这条命令
claude mcp add vmware-debug -- uvx vmware-debug粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"vmware-debug": {
"command": "uvx",
"args": [
"vmware-debug"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"vmware-debug": {
"type": "stdio",
"command": "uvx",
"args": [
"vmware-debug"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 zw008 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(1.8.7)于4个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Python (uv)。
同一分类中有:Spec Driven Development, Remote Desktop Commander, LickityClick
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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.