AIOps Field Notes

io.github.getlarkwright由 GitHub 账号 getlarkwright 发布v0.1.2更新于 Nov 7, 2026

Audit an MCP config, price a model, size a GPU, explain network config drift. Key-free.

概览

AI 生成的概览

免密钥的本地 MCP 服务器,提供 AI 运维计算工具:模型成本估算、GPU 显存测算、MCP 配置审计,以及网络配置差异与合规检查。

可以做什么
  • 按模型估算每月 LLM 工作负载成本,从最便宜排起,并判断模型在指定量化与上下文下能否装进 GPU 显存
  • 审计粘贴的 MCP 客户端配置:未锁定版本、明文密钥、过宽的文件系统根目录、特权容器、shell 入口与明文 HTTP
  • 查询某个 MCP 服务器的发布者,以及它属于参考、厂商还是社区
  • 对比两份网络设备配置快照,并按 CIS/PCI 基础项检查配置
  • 从公开 RSS 源获取最新一期 AI 运维笔记
适用场景
适合在规划 AI 预算或采购 GPU 时使用,在把 MCP 客户端配置接入生产前做审查时使用,或需要说明网络设备两份快照之间改了什么时使用。
运行要求
以 stdio 方式在本机运行。npx 方式需要 Node 18 或更高版本,也可使用 Docker 镜像。无需账号、API 密钥或环境变量;README 建议锁定版本。
安装前请注意
审计工具以文本形式接收配置,粘贴的配置中可能含明文密钥(如 API 密钥),服务器会指出但不会读取你的磁盘。仅 latest_field_note 会发起网络请求,读取公开 RSS 源。成本与 GPU 数据为参考值,价格会变动,承诺预算前请向厂商核实。

安装

在 SourceWeft 中

  1. 打开 控制台中的 AIOps Field Notes,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。

其他 MCP 客户端

参照 仓库 中的启动说明。

README

AIOps Field Notes MCP server

Four things I kept doing by hand while running AI in production, turned into tools an agent can call: price a model before committing a budget, size a GPU before ordering one, review an MCP config before trusting it, and explain what changed in a network device config.

Free, MIT, no account, no telemetry.

Install

Pin the version — see audit_mcp_config for why.

Claude Code

claude mcp add aiops-field-notes -- npx -y github:getlarkwright/aiops-field-notes-mcp#v0.1.2

Claude Desktop, Cursor, or any client with a JSON config

json
{  "mcpServers": {    "aiops-field-notes": {      "command": "npx",      "args": ["-y", "github:getlarkwright/aiops-field-notes-mcp#v0.1.2"]    }  }}

Docker

json
{  "mcpServers": {    "aiops-field-notes": {      "command": "docker",      "args": ["run", "-i", "--rm", "ghcr.io/getlarkwright/aiops-field-notes-mcp:0.1.2"]    }  }}

Node 18 or newer for the npx route; nothing else to configure either way. The server is also in the official MCP registry as io.github.getlarkwright/aiops-field-notes-mcp.

Tools

ToolWhat it answers
estimate_llm_costWhat does this workload cost per month on each model, cheapest first?
check_vram_fitDoes a 70B model at Q4 fit on my 4090 with a 32K context?
audit_mcp_configIs this MCP config safe to trust — what can each server actually reach?
lookup_mcp_serverWhat is this server, who maintains it, and is it reference, vendor or community?
explain_config_diffWhat changed on this router between two snapshots, and how bad is it?
check_config_complianceDoes this device config pass the CIS/PCI basics?
latest_field_noteWhat happened in AI ops this week?

audit_mcp_config

The one I use most. Paste a client config and it reads it the way a reviewer would — every server entry is an access grant, so the questions are what it can reach, who publishes it, and what happens the next time it auto-updates:

6 servers reviewed — 7 high, 6 medium, 0 low.
files  [high] Package version is not pinned    files runs "@modelcontextprotocol/server-filesystem" at whatever version is published when it launches.    fix: Pin it — "@modelcontextprotocol/server-filesystem@<version>" for npm, "@modelcontextprotocol/server-filesystem==<version>" for uvx — and bump deliberately.  [high] Filesystem root is wide open    files is granted "/" — that is the whole home directory or the whole disk, including keys and browser profiles.    fix: Scope the server to the project directories the agent actually works in.  [medium] Installs without prompting    files passes -y, so a new release installs and runs with no confirmation.    fix: Keep the flag only alongside a pinned version, so what installs is what you reviewed.
notes  [high] Package version is not pinned    notes runs "some-random-notes-mcp" at whatever version is published when it launches.    fix: Pin it — "some-random-notes-mcp@<version>" for npm, "some-random-notes-mcp==<version>" for uvx — and bump deliberately.  [high] Secret is stored in the config file    notes has NOTES_API_KEY written out in plaintext; config files get committed, synced and screenshared.    fix: Reference the environment instead — "NOTES_API_KEY": "${NOTES_API_KEY}" — and keep the value in your secret store.  [medium] Installs without prompting    notes passes -y, so a new release installs and runs with no confirmation.    fix: Keep the flag only alongside a pinned version, so what installs is what you reviewed.  [medium] Publisher not in the tracked set    "some-random-notes-mcp" is not one of the reference or vendor servers this directory tracks.    fix: Read the source and check the publisher before wiring it into an agent that touches production.

It also flags shell entrypoints, privileged containers, host-root mounts, credentials on the command line, database access that is not read-only, unauthenticated remote servers, and anything reached over plain HTTP.

What it does not do

  • No account, no signup, no key.
  • No telemetry. Nothing about your usage leaves your machine.
  • No filesystem access. audit_mcp_config takes the config as text, so the server never reads your disk.
  • One network call in the whole package: latest_field_note fetches a public RSS feed. Skip that tool and this server never opens a socket.

The cost table, GPU list and server directory match the calculators at aiopsfieldnotes.com/tools and get re-verified with each weekly episode. Pricing moves — check the vendor's page before you commit a budget to it.

Where the network tools come from

explain_config_diff and check_config_compliance are the read-only core of DriftWatch, which runs the same rules nightly across a fleet and keeps the history. Here you get the single-shot version, on two snapshots you paste, with no storage and no scheduler. That is deliberate: the rules are the useful part, and they work fine on their own.

Licence

MIT © Larkwright LLC. Written by James Son — network, security, and automation engineer — and tested in a live multi-vendor lab. Contributions and corrections welcome.

来源:README.md,提交 9d033c4

工具

0
SourceWeft 尚未在沙箱中启动过该软件包,因此其工具未知。

版本历史

1
  1. v0.1.2最新Nov 7, 2026

评分

已满足适用检查项的 50%

该评分衡量此收录条目的完整程度,依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价,也不表示服务器安全或当前可用:可连通性是带日期的检查结果,评分也不包含安装量或用户评价。

  • 近 30 天内可连通25 分

    请保持端点能够响应 MCP 握手;SourceWeft 每 30 天探测一次。

  • 已声明认证方式10 分

    请在注册中心条目中声明凭据请求头,或保持端点能够响应探测,以便判定其认证方式。

  • 已列出工具15 分

    请让服务器在无凭据时响应 tools/list,或发布可在沙箱中无凭据启动的软件包。

  • 描述必需15 分
  • 图标10 分
  • 文档15 分
  • 许可证10 分