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  3. AIOps Field Notes
AIOps Field Notes logo
Health: ActiveRecent health check succeeded.Last checked 9/7/2026, 9:08:12 PM

AIOps Field Notes

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View RepositoryVisit Website

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

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag β€” we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "aiops-field-notes": {
      "command": "npx",
      "args": [
        "-y",
        "github"
      ]
    }
  }
}

πŸ’‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing Alternatives🧠 More in Knowledge & Memory

Documentation Overview

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 β€” see audit_mcp_config for why.

Claude Code

Terminal
claude mcp add aiops-field-notes -- npx -y github:labaccessnow/aiops-field-notes-mcp#v0.1.1

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

config.json
{
  "mcpServers": {
    "aiops-field-notes": {
      "command": "npx",
      "args": ["-y", "github:labaccessnow/aiops-field-notes-mcp#v0.1.1"]
    }
  }
}

Docker

config.json
{
  "mcpServers": {
    "aiops-field-notes": {
      "command": "docker",
      "args": ["run", "-i", "--rm", "ghcr.io/labaccessnow/aiops-field-notes-mcp:0.1.1"]
    }
  }
}

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

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 β€” 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 β€” 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:

Code
6 servers reviewed β€” 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 β€” "@modelcontextprotocol/server-filesystem@<version>" for npm, "@modelcontextprotocol/server-filesystem==<version>" for uvx β€” and bump deliberately.
  [high] Filesystem root is wide open
    files is granted "/" β€” 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 β€” "some-random-notes-mcp@<version>" for npm, "some-random-notes-mcp==<version>" for uvx β€” 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 β€” "NOTES_API_KEY": "${NOTES_API_KEY}" β€” 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 β€” 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 β€” network, security, and automation engineer β€” and tested in a live multi-vendor lab. Contributions and corrections welcome.

Read the full README β†’View source on GitHub β†’

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Reviews

No reviews yet β€” be the first to share how this listing worked for you.

Frequently Asked Questions about AIOps Field Notes

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "aiops-field-notes": { "command": "npx", "args": ["-y", "AIOps Field Notes"] } }

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Technical Specs & Signals

Category🧠Knowledge & Memory
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimeNode.js
Last updatedSep 7, 2026
Views0
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Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars0
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36Quality signal: Fair Β· 36/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools16/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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