nw-production-readiness SKILL.md skillA

nw-production-readiness from nwave-ai/nwave is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nwave-ai/nwave/nw-production-readiness@git:20260320.d98f3cb

Pins git:20260320.d98f3cb in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
nwave-ai/nwave
Path
nWave/skills/nw-production-readiness/SKILL.md
Versions recorded
3
Latest version
git:20260320.d98f3cb, committed Mar 20, 2026
First version recorded
Mar 17, 2026
Size
2,718 bytes
Repository stars
633
License
MIT

Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence.

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

# Production Readiness

## Monitoring and Observability

### Application Monitoring
- **Performance**: response time | throughput | latency percentiles (P50, P95, P99)
- **Resources**: CPU | memory | database connections | cache hit rates
- **Errors**: exception tracking | error rate trends | integration failure detection
- **Business**: KPI tracking | conversion funnels | feature usage | revenue impact

### Infrastructure Monitoring
Server/container health and resource utilization | Network performance and connectivity | Storage capacity and I/O performance | Security event detection.

### Alerting Tiers
| Tier | Condition | Response |
|------|-----------|----------|
| Page | Service down, data loss risk, security breach | Immediate response |
| Urgent | Error rate >2x baseline, latency SLA breach | Response within 15 min |
| Warning | Capacity >80%, error rate trending up | Response within 1 hour |
| Info | Deployment complete, metric threshold crossed | Review next business day |

## Operational Procedures

### Incident Response
1. Detect: automated alerting identifies issue
2. Triage: classify severity, assign responder
3. Communicate: notify stakeholders per severity level
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nwave-ai/nwave/nw-production-readiness@sha256:e0ed73d019d81de5

The line at the top of this page pins the label git:20260320.d98f3cb, 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_3azwv5ey4hurnv3m.svg)](https://markdownregistry.com/a/art_3azwv5ey4hurnv3m)

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

Versions

The registry has recorded 3 versions of this file, between Mar 17, 2026 and Mar 20, 2026, about one every day.

versioncommittedcommitsizeaudit
git:20260320.d98f3cb latest2026-03-20 d98f3cb 2,718 BA view · diff
git:20260318.e6a0e192026-03-18 e6a0e19 2,696 BA view · diff
git:20260317.1d161472026-03-17 1d16147 2,687 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 (2718 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

nwave-ai/nwave · 633 stars · license MIT · pushed 2026-11-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_3azwv5ey4hurnv3m
GET https://markdownregistry.com/api/v1/resolve?ref=nwave-ai/nwave/nw-production-readiness
GET https://markdownregistry.com/api/v1/blob/e0ed73d019d81de5c1c2ba502aa22ae03fefc2c02179f2def9d57cec409f1c04

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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