Agent skill

Operating Production Services

by aiskillstore in aiskillstore/marketplace

SRE patterns for production service reliability: SLOs, error budgets, postmortems, and incident response.

No licenceAuto-check passedDevOps & Cloud

Install Operating Production Services

skills CLI
$ npx skills add aiskillstore/marketplace --skill operating-production-services -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install aiskillstore/marketplace operating-production-services --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/asmayaseen/operating-production-services .claude/skills/operating-production-services && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
operating-production-services
GitHub stars
433
Token cost
~1.2k tokens
SKILL.md length
298 words
Files
4 (incl. scripts, references)
Skills in repo
1,044
Repo updated
First seen
Licence
None found

At a glance

SRE patterns for production service reliability: SLOs, error budgets, postmortems, and incident response.

  • Works in 5 steps: Opening (5 min) - Remind: "We're here to… → Timeline (15 min) - Walk through events… → Analysis (20 min) - What failed? Why?… → …
  • Defining reliability targets
  • SKILL.md covers Quick Reference, SLOs & Error Budgets, Postmortem Templates and Postmortem Meeting Guide, plus 3 more sections
  • Runs Python scripts from its folder; calls python

What it does

Operating Production Services is an agent skill from aiskillstore/marketplace. SRE patterns for production service reliability: SLOs, error budgets, postmortems, and incident response. Use when defining reliability targets, writing postmortems, implementing SLO alerting, or establishing on-call practices. NOT for initial service development (use scaffolding skills instead).

Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including scripts and reference files (for example `references/slo-alerting.md`, `scripts/verify.py` and `skill-report.json`).

It sits in DevOps & Cloud, covering Site reliability engineering and Runbooks and postmortems. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.

When your agent uses it

  • Defining reliability targets
  • Writing postmortems
  • Implementing SLO alerting
  • Establishing on-call practices

Example prompts

  • “/operating-production-services”

Requirements

  • Python 3

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Opening (5 min) - Remind: "We're here to learn, not blame"
  2. Timeline (15 min) - Walk through events chronologically
  3. Analysis (20 min) - What failed? Why? What allowed it?
  4. Action Items (15 min) - Prioritize, assign owners, set dates
  5. Closing (5 min) - Summarize learnings, confirm owners

What it can do on your machine

Read from SKILL.md and the folder at commit 44923f3. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Operating Production Services loads about 1.2k tokens when it runs, and up to ~2.8k if it reads all its reference files. Until then it costs about 82 tokens; SKILL.md has 298 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~82
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~2.8k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 298 words (~1,235 tokens).

“Production reliability patterns: measure what matters, learn from failures, improve systematically.”

— opening of SKILL.md by aiskillstore
name
operating-production-services

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files (scripts, references) in skills/asmayaseen/operating-production-services of aiskillstore/marketplace.

  • SKILL.md
  • references/slo-alerting.md
  • scripts/verify.py
  • skill-report.json

Open the folder on GitHubat commit 44923f3

Compare with similar skills

Operating Production Services next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Operating Production Services compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Operating Production Services this skillaiskillstore/marketplace433—~1.2kAutomated safety check: PassNone
Chaos EngineerJeffallan/claude-skills12k—~1.8kAutomated safety check: PassMIT
Error HandlerEliasOulkadi/shokunin114—~3.6kAutomated safety check: NotesMIT
SRE EngineerJeffallan/claude-skills12k—~1.7kAutomated safety check: PassMIT
Incident ResponderDokhacgiakhoa/Agent-Skills-4-Vibe-Coding-CLI508—~706Automated safety check: PassCustom licence
Mint Enrollfullsend-ai/fullsend149—~3.6kAutomated safety check: NotesApache-2.0

Similar skills

  • Chaos Engineer

    Jeffallan/claude-skills

    Designs chaos experiments, failure injection and game days for distributed systems, with blast radius limits, rollback plans and written learnings.

    12k GitHub stars~1.8k tokensUpdated 6 days ago
    DevOps & CloudAuto-check passed
  • Error Handler

    EliasOulkadi/shokunin

    Design error handling, structured logging, and observability with OpenTelemetry (traces, metrics, logs), error classification, recovery patterns (retry with jitter, circuit breaker, bulkhead…

    114 GitHub stars~3.6k tokensUpdated 5 days ago
    DevOps & CloudAuto-check: notes
  • SRE Engineer

    Jeffallan/claude-skills

    Defines SLIs, SLOs and error budgets, and sets up golden-signal monitoring, blameless postmortems, toil automation and chaos experiments for production systems.

    12k GitHub stars~1.7k tokensUpdated 6 days ago
    DevOps & CloudAuto-check passed
  • Incident Responder

    Dokhacgiakhoa/Agent-Skills-4-Vibe-Coding-CLI

    Expert SRE incident responder specializing in rapid problem resolution.

    508 GitHub stars~706 tokensUpdated 4 mo ago
    DevOps & CloudAuto-check passed
  • Mint Enroll

    fullsend-ai/fullsend

    SRE runbook for enrolling new GitHub repos into the fullsend token mint service using go run ./cmd/fullsend from this checkout.

    149 GitHub stars~3.6k tokensUpdated today
    DevOps & CloudAuto-check: notes
  • Knowledge Ops

    alirezarezvani/claude-skills

    A skill your agent uses when a Head of Ops, Knowledge Manager, or TPM-Internal needs to author, validate, or clean up company SOPs and internal runbooks (procurement intake, vendor offboarding…

    28k GitHub stars~4.1k tokensUpdated 1 mo ago
    DevOps & CloudAuto-check passed

More from aiskillstore/marketplace

All 1,044 skills in this repo
  • Code Stats

    aiskillstore/marketplace

    Analyze codebase with tokei (fast line counts by language) and difft (semantic AST-aware diffs).

    433 GitHub starsUsed in 1 repo~697 tokens
    Auto-check: notes
  • Data Processing

    aiskillstore/marketplace

    Process JSON with jq and YAML/TOML with yq. An agent skill from aiskillstore/marketplace.

    433 GitHub starsUsed in 1 repo~720 tokens
    Auto-check: notes
  • Doc Scanner

    aiskillstore/marketplace

    Scans for project documentation files (AGENTS.md, CLAUDE.md, GEMINI.md, COPILOT.md, CURSOR.md, WARP.md, and 15+ other formats) and synthesizes guidance.

    433 GitHub starsUsed in 1 repo~644 tokens
    Auto-check: notes
  • File Search

    aiskillstore/marketplace

    Modern file and content search using fd, ripgrep (rg), and fzf.

    433 GitHub starsUsed in 1 repo~598 tokens
    Auto-check: notes
  • Find Replace

    aiskillstore/marketplace

    Modern find-and-replace using sd (simpler than sed) and batch replacement patterns.

    433 GitHub starsUsed in 1 repo~527 tokens
    Auto-check: notes
  • Project Planner

    aiskillstore/marketplace

    Detects stale project plans and suggests session commands. An agent skill from aiskillstore/marketplace.

    433 GitHub starsUsed in 1 repo~504 tokens
    Auto-check passed

Categories

Questions about Operating Production Services

What does Operating Production Services do?

SRE patterns for production service reliability: SLOs, error budgets, postmortems, and incident response. Operating Production Services is an agent skill from aiskillstore/marketplace. SRE patterns for production service reliability: SLOs, error budgets, postmortems, and incident response.

When should I use Operating Production Services?

Operating Production Services fits situations like: defining reliability targets; writing postmortems; implementing SLO alerting; establishing on-call practices.

How do I install Operating Production Services in Claude Code?

Run `npx skills add aiskillstore/marketplace --skill operating-production-services -a claude-code`. Or copy the skill folder (skills/asmayaseen/operating-production-services in aiskillstore/marketplace) into .claude/skills/operating-production-services in your project. Claude Code loads it when a task matches its description.

How do I install Operating Production Services in Codex?

Run `npx skills add aiskillstore/marketplace --skill operating-production-services -a codex`. Or copy the skill folder (skills/asmayaseen/operating-production-services in aiskillstore/marketplace) into .agents/skills/operating-production-services in your project. Codex loads it when a task matches its description.

Can I use Operating Production Services in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aiskillstore/marketplace --skill operating-production-services -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/operating-production-services, .gemini/skills/operating-production-services, .github/skills/operating-production-services and .opencode/skills/operating-production-services in your project.

What does Operating Production Services need to run?

Going by SKILL.md and its folder, Operating Production Services needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.

Does Operating Production Services access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Operating Production Services safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Operating Production Services use?

No licence was found for Operating Production Services or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Operating Production Services use?

About 1.2k tokens (SKILL.md is roughly 4.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.5k tokens, read only when the agent opens those files.

What are the alternatives to Operating Production Services?

Skills that share tags, products or a category with Operating Production Services: Chaos Engineer (Jeffallan/claude-skills, 12k stars), Error Handler (EliasOulkadi/shokunin, 114 stars), SRE Engineer (Jeffallan/claude-skills, 12k stars) and Incident Responder (Dokhacgiakhoa/Agent-Skills-4-Vibe-Coding-CLI, 508 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Operating Production Services?

aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 433 GitHub stars. The repository holds 1,044 skills in this directory. The repository was last updated on October 10, 2026.

Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.