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Production stability reviewer
Give it a service. Get weak spots found and fixes like timeouts, retries and circuit breakers, so outages stay small.
Production stability reviewer is a free AI skill for the job "Ship and host your app". Give the instructions to an AI assistant that supports the required files and tools, then review its output.
Free · No account · MIT licence · Made by Wondel.ai · Level: advanced · Thinking: high
Made by Wondel.ai. See the original on GitHub; we copied it as it is, with its licence.
What it does
Find the places where your service will fall over in production, and fix them before an outage spreads. The review turns vague worry into a list of weak spots with specific fixes. The skill walks through eight checks: timeouts on every outside call, circuit breakers, bulkheads that isolate failures, zero-downtime deploys, deep health checks, linked logs and metrics, load tests past peak traffic, and deliberate failure testing. Each answered yes earns a point, and the score shows how exposed you are. For each gap it recommends a pattern, such as a retry with backoff or a breaker that stops a retry storm, and explains where to put it.
You give it
- Description of the service and what it depends on
- Past outages or crash reports (optional)
- Current deploy and monitoring setup
- Expected peak traffic
You get
- Score out of 8 on stability checks
- List of weak spots ranked by risk
- Fixes such as timeouts, retries and circuit breakers
- A rollout order for the changes
Use it when
- Your service keeps crashing under load and you do not know which call is the cause.
- A slow partner API has taken your whole app down before.
- You are planning a launch and want to know how it behaves at peak.
- You want to deploy without taking the site offline.
How to use it
- Add it to your AI once: download it and add the folder to Claude, ChatGPT or Codex as a skill.
- Ask for the job in your own words. Your AI opens the skill when it fits.