Audit an MCP config, price a model, size a GPU, explain network config drift. Key-free.
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io.github.labaccessnow/aiops-field-notes-mcp is an MCP server that audit an MCP config, price a model, size a GPU, explain network config drift. Key-free. Its tool list has not been published yet over stdio and sse, requires no API key, and scores 92/100 on MCPpedia's security, maintenance and efficiency rubric.
Config is the same across clients - only the file and path differ.
{
"mcpServers": {
"aiops-field-notes": {
"args": [
"-y",
"github:labaccessnow/aiops-field-notes-mcp#v0.1.1"
],
"command": "npx"
}
}
}Are you the author?
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Audit an MCP config, price a model, size a GPU, explain network config drift. Key-free.
This server supports HTTP transport. Be the first to test it - help the community know if it works.
Five weighted categories - click any category to see the underlying evidence.
No known CVEs.
Checked github against OSV.dev.
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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.
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
{
"mcpServers": {
"aiops-field-notes": {
"command": "npx",
"args": ["-y", "github:getlarkwright/aiops-field-notes-mcp#v0.1.2"]
}
}
}
Docker
{
"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.
| Tool | What it answers |
|---|---|
estimate_llm_cost | What does this workload cost per month on each model, cheapest first? |
check_vram_fit | Does a 70B model at Q4 fit on my 4090 with a 32K context? |
audit_mcp_config | Is this MCP config safe to trust — what can each server actually reach? |
lookup_mcp_server | What is this server, who maintains it, and is it reference, vendor or community? |
explain_config_diff | What changed on this router between two snapshots, and how bad is it? |
check_config_compliance | Does this device config pass the CIS/PCI basics? |
latest_field_note | What happened in AI ops this week? |
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 i