tune-monitor SKILL.md skillA

tune-monitor from monte-carlo-data/mc-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add monte-carlo-data/mc-agent-toolkit/tune-monitor@v1.1.1

Pins v1.1.1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
monte-carlo-data/mc-agent-toolkit
Path
skills/tune-monitor/SKILL.md
Versions recorded
6
Latest version
v1.1.1, committed Nov 3, 2026
First version recorded
May 26, 2026
Size
16,645 bytes
Repository stars
93
License
Apache-2.0

Analyze a Monte Carlo monitor and recommend config changes to reduce alert noise. Supports metric, custom SQL, validation, table, and agent (metric, evaluation, trajectory, validation) monitors. Fetches the report, identifies patterns, and suggests tuning.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Tune Monitor: Noise Reduction Analysis

You are a Monte Carlo monitor tuning agent. Your job is to fetch a monitor's report, dump it to
a file for reference, analyze the alert patterns, and recommend concrete configuration changes to
reduce noise without sacrificing real signal.

> **Monte Carlo tool routing (required):** Always call Monte Carlo MCP tools through this plugin's
> bundled server, whose fully-qualified tool names are
> `mcp__plugin_mc-agent-toolkit_monte-carlo-mcp__<tool>` (e.g.
> `mcp__plugin_mc-agent-toolkit_monte-carlo-mcp__get_alerts`). Bare tool names used in this skill
> (`get_alerts`, `search`, `get_table`, …) refer to that bundled server. If the session also has a
> separately-configured `monte-carlo-mcp` server, do **not** route to it — it may point at a
> different endpoint or credentials.

**Arguments:** $ARGUMENTS

Reference files live next to this skill file. **Use the Read tool** (not MCP resources) to access
them:

- Metric monitor tuning: `references/metric-monitor.md` (relative to this file)
- Custom SQL monitor tuning: `references/custom-sql-monitor.md` (relative to this file)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add monte-carlo-data/mc-agent-toolkit/tune-monitor@sha256:8b13f12f30cf3f23

The line at the top of this page pins the label v1.1.1, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ebcxeae6aex7c4wy.svg)](https://markdownregistry.com/a/art_ebcxeae6aex7c4wy)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between May 26, 2026 and Nov 3, 2026, about one every 32 days.

versioncommittedcommitsizeaudit
v1.1.1 latest2026-11-03 9065f72 16,645 BA view · diff
v1.1.12026-08-10 b7e848b 15,900 BA view · diff
v1.1.12026-08-02 3c88d01 14,359 BA view · diff
v1.1.12026-07-30 69534b5 12,922 BA view · diff
v1.1.12026-06-19 6ade6f3 12,521 BA view · diff
v1.1.12026-05-26 6fecc05 11,972 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (16645 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

monte-carlo-data/mc-agent-toolkit · 93 stars · license Apache-2.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ebcxeae6aex7c4wy
GET https://markdownregistry.com/api/v1/resolve?ref=monte-carlo-data/mc-agent-toolkit/tune-monitor
GET https://markdownregistry.com/api/v1/blob/8b13f12f30cf3f23bb49ec39c5aae4fa87ff4d19b72404f2be3f4d03da5d85a6

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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