
AIOps Field Notes
io.github.labaccessnow由 GitHub 帳號 labaccessnow 發布v0.1.1更新於 Oct 24, 2026
Audit an MCP config, price a model, size a GPU, explain network config drift. Key-free.
概覽
一個在本機執行、免金鑰的 MCP 伺服器,可估算 LLM 成本、檢查 GPU 記憶體是否足夠、稽核 MCP 設定並解釋網路設定變更。
- 可以做什麼
- 提供七個工具:estimate_llm_cost 由低到高比較各模型的每月成本;check_vram_fit 判斷某模型與上下文能否放進指定 GPU;audit_mcp_config 審查貼上的用戶端設定,指出未固定版本、檔案系統根目錄過寬、明文密鑰、特權容器等風險;lookup_mcp_server 說明某伺服器及其維護者;explain_config_diff 摘要兩份網路設備快照之間的變化;check_config_compliance 檢查 CIS/PCI 基本項目;latest_field_note 取得每週 AI 維運筆記。
- 適用情境
- 適合規劃 AI 部署或審查代理設定時使用:編列模型預算、評估硬體規格、在信任某份 MCP 用戶端設定前先做審查,或檢視路由器與設備設定的變更與合規情況。
- 執行需求
- 透過 stdio 在本機執行。npx 方式需要 Node 18 或更新版本,也可使用 Docker 映像。不需要帳號、API 金鑰、環境變數或標頭。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 AIOps Field Notes,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
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.labaccessnow/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. Written by James Son — network, security, and automation engineer — and tested in a live multi-vendor lab. Contributions and corrections welcome.
來源:README.md,提交 d2a8b59
工具
0版本歷史
1- v0.1.1最新Sep 16, 2026
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