ml4t-monitoring-alerting SKILL.md skillA
ml4t-monitoring-alerting from ml4t/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ml4t/skills/ml4t-monitoring-alerting@git:20260901.830d7a8Pins git:20260901.830d7a8 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ml4t/skills
- Path
production/monitoring-alerting/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260901.830d7a8, committed Sep 1, 2026
- First version recorded
- Sep 1, 2026
- Size
- 5,480 bytes
- Repository stars
- 41
- License
- Apache-2.0
Real-time monitoring and alerting for live trading systems. Use when building observability for data pipelines, model drift, or execution quality.
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
# Monitoring and Alerting
Checking performance at end-of-day is too late. A stuck data feed, a rejected order, or a flash crash can cause irreversible losses in minutes. Automated real-time monitoring catches problems when they are still small.
## The Problem
A strategy runs in production. The data feed silently stalls at 10:15 AM - the strategy stops generating signals but nobody notices until 4 PM. By then, the portfolio has drifted and missed the day's best opportunities. Worse: a position limit was breached because a partial fill was not tracked, and the strategy doubled down. End-of-day review catches the problem 6 hours too late.
## The Pattern
### WRONG
```python
# End-of-day check - too late for anything but damage assessment
def daily_report():
pnl = portfolio.value() - portfolio.start_of_day_value()
if pnl < -10_000:
send_email("Bad day", f"Lost ${abs(pnl):,.0f}")
schedule.every().day.at("16:30").do(daily_report) # 6+ hours after it started
```
### CORRECT
```python
import time
from dataclasses import dataclass
from datetime import UTC, datetime
@dataclass
class AlertThresholds:
max_drawdown: float = 0.05 # 5% intraday drawdown
…Read the whole file at its exact version.
How to install
mdr add ml4t/skills/ml4t-monitoring-alerting@sha256:5b955314a4b14f30The line at the top of this page pins the label git:20260901.830d7a8, 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.
[](https://markdownregistry.com/a/art_lvz3sir3bd7n3qsg)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, all committed on Sep 1, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260901.830d7a8 latest | 2026-09-01 | 830d7a8 | 5,480 B | A | view · diff |
| git:20260901.297789f | 2026-09-01 | 297789f | 5,204 B | A | view · diff |
| git:20260901.3c85a54 | 2026-09-01 | 3c85a54 | 5,172 B | A | view · diff |
| git:20260901.85fc79b | 2026-09-01 | 85fc79b | 5,124 B | A | view · diff |
| git:20260901.c415df0 | 2026-09-01 | c415df0 | 4,995 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5480 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
ml4t/skills · 41 stars · license Apache-2.0 · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lvz3sir3bd7n3qsg GET https://markdownregistry.com/api/v1/resolve?ref=ml4t/skills/ml4t-monitoring-alerting GET https://markdownregistry.com/api/v1/blob/5b955314a4b14f30f441dca557361d78b8ccf8efd68190a4d89bb3ba6c3f8069
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.