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operating-production-services

17.3
A

SRE patterns for production service reliability: SLOs, error budgets, postmortems, and incident response.Use when defining reliability targets, writing postmortems, implementing SLO alerting, or establishingon-call practices. NOT for initial service development (use scaffolding skills instead).

Also in: api monitoring

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Installation for Agentic Skill

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skilz install mjunaidca/mjs-agent-skills/operating-production-services
skilz install mjunaidca/mjs-agent-skills/operating-production-services --agent opencode
skilz install mjunaidca/mjs-agent-skills/operating-production-services --agent codex
skilz install mjunaidca/mjs-agent-skills/operating-production-services --agent gemini

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Extract and copy to ~/.claude/skills/ then restart Claude Desktop

1. Clone the repository:
git clone https://github.com/mjunaidca/mjs-agent-skills
2. Copy the agent skill directory:
cp -r mjs-agent-skills/.claude/skills/operating-production-services ~/.claude/skills/

Need detailed installation help? Check our platform-specific guides:

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Agentic Skill Details

Type
Technical
Meta-Domain
cloud infrastructure
Primary Domain
kubernetes
Market Score
17.3

Agent Skill Grade

A
Score: 97/100 Click to see breakdown

Score Breakdown

Spec Compliance
12/15
PDA Architecture
27/30
Ease of Use
24/25
Writing Style
10/10
Utility
19/20
Modifiers: +5

Areas to Improve

  • File is 189 lines but lacks table of contents despite exceeding 100-line threshold

Recommendations

  • Add trigger phrases to description for discoverability
  • Add table of contents for files over 100 lines

Graded: 1/24/2026

Developer Feedback

Found your operating-production-services skill while browsing the registry—the way you've structured the progressive disclosure for such a dense topic (97/100 for a reason) makes me curious how you'd handle even more edge cases around observability and incident response.

Links:

The TL;DR

You're at 97/100, solidly in A-grade territory. This is based on Anthropic's skill best practices rubric. Your strongest area is Writing Style (10/10)—the skill reads like documentation written by someone who actually runs production systems, not a marketing pamphlet. Weakest spot is Spec Compliance (12/15), mostly because you're leaving discoverability points on the table with trigger phrases.

What's Working Well

  • Blameless postmortem framework - The 5 Whys template and postmortem meeting checklist give Claude concrete structure for handling incidents. That's the kind of thing teams actually need.
  • Token economy is chef's kiss - slo-alerting.md delegates heavy technical details while SKILL.md stays lean. You're not dumping a 200-line reference file on someone; you're layering it thoughtfully.
  • Practical burn rate guidance - The multi-window alerting patterns with specific Prometheus queries and Grafana dashboard structure mean Claude can actually implement this, not just read philosophy.
  • Clear scope boundaries - Your description explicitly calls out SLO alerting and postmortems while noting what you don't cover (deployment strategies, team structure). That's rare and helpful.

The Big One

slo-alerting.md (189 lines) is missing a table of contents. This hurts your navigation score because at 100+ lines, readers need an anchor point. Right now someone has to scroll through Prometheus rules, Grafana templates, and example YAMLs without knowing what's coming.

Add this at the top:

## Contents
- [Prometheus Recording Rules](#prometheus-recording-rules)
- [Multi-Window Burn Rate Alerts](#multi-window-burn-rate-alerts)
- [Burn Rate Reference](#burn-rate-reference)
- [Grafana Dashboard](#grafana-dashboard)
- [SLO Definition Template](#slo-definition-template)
- [Common Mistakes](#common-mistakes)

Impact: +1 point to PDA (gets you to 28/30).

Other Things Worth Fixing

  1. Expand trigger phrases in your frontmatter description - You're only hitting 1-2 right now. Add "error budget", "incident response", "reliability metrics" to catch more discovery queries. (-3 points on Spec Compliance; this could recover that easily).

  2. Add one more example template - You've got postmortem templates and SLO YAML. A quick Alertmanager config snippet showing how to route burn rate alerts would give Claude another angle to work from.

  3. Reference section could name-check - slo-alerting.md is good but it's generic. Could use a line in SKILL.md like "See references/slo-alerting.md for Prometheus query patterns and Grafana dashboard templates" to make the connection explicit.

Quick Wins

  • Add TOC to slo-alerting.md → +1 point
  • Expand trigger phrases (error budget, incident response, reliability) → +2-3 points
  • One more config example (Alertmanager routing) → +0-1 point

These three things could realistically push you to 99-100.


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