
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
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
在 SourceWeft 中
- 打开 控制台中的 AIOps Field Notes,将其添加到工作区。
- 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 Desktop, Cursor, or any client with a JSON config
Docker
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
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:
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_configtakes the config as text, so the server never reads your disk. - One network call in the whole package:
latest_field_notefetches 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
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1- v0.1.2最新Nov 7, 2026
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