CI Failure Diagnosis Harness Agent Pack
Cut the time engineers spend decoding red CI from hours to minutes — a four-prompt harness that reads pipeline logs, separates real failures from infra flake, recommends the concrete fix, and posts the diagnosis to GitHub and Slack automatically.
A 4-step agentic workflow pack for coding built to run with Claude, ChatGPT, Claude Code, and Cursor. It drives an AI agent connected to GitHub and Slack (for example via MCP), and still works without them — paste the relevant data in when the prompt asks. Most buyers get a reviewable result in about 10 minutes.
- Extract the real error signal from noisy CI logs in seconds, not minutes
- Separate genuine code failures from infra timeouts and test flake automatically
- Get a concrete, file-specific fix recommendation instead of a vague error message
- Open a GitHub issue for reproducible failures with pre-filled diagnosis context
- Notify the team on Slack with a one-line summary and a link to the issue
- Requires GitHub and Slack connected to your agent via MCP or equivalent integration
Prompt Customization Service — optional help adapting variables and output to your brand voice. Choose your tier at checkout (not tied to this prompt's price).
Tap a tool for its official setup guide. Connect them to your AI agent (for example via MCP), or paste the data in manually.
This pack is $10 on its own. Buying every pack separately costs $935. The Lifetime Bundle is $149 one-time — you save $786 (84% off) and unlock every future pack free.
Get the Lifetime Bundle — $149Paste the license key from your receipt. It must match this prompt pack.
What ships with your purchase
Prompt files
Plain Markdown files with `{{variables}}` you fill in, ready to paste into ChatGPT, Claude, or Gemini. No setup, no tooling required.
Usage guide
Variable reference, model compatibility, examples, and customization tips so you can adapt the pack to your brand voice.
Lifetime updates
When we improve the pack, you get the new version automatically. Email support included with every purchase.
Models tested: Claude, ChatGPT, Claude Code, Cursor. Connected tools this pack drives: GitHub, Slack.
The workflow inside this pack
4 composable prompts you run in order — each one picks up where the last left off.
- Step 1
CI Log Reader
Paste the pipeline run reference or raw log output; the agent reads the log from GitHub Actions or your CI provider, strips noise, and surfaces the exact failing step with its error message and stack trace.
- Step 2
Failure Classifier
Feed in the extracted log summary; the agent classifies the failure as one of: code bug, test flake, infra timeout, dependency error, or configuration issue — with a confidence score and evidence.
- Step 3
Fix Recommendation
Pass the log extraction and classification into this prompt; the agent identifies the root cause and proposes a specific change — file path, line range, and code pattern — the engineer or coding agent should apply.
- Step 4 · optional
Notify & Track
Feed in the classification and fix recommendation; the agent formats a GitHub comment and, for reproducible failures, opens a labeled issue with the full diagnosis pre-filled.
Perpetual (lifetime) use license
Your one-time purchase includes an ongoing right to use this prompt pack with the AI tools and models you control for your own and your clients' work — not for resale or public redistribution of the files as a product.
We keep the copyright
The prompt files, guides, examples, and bundled assets stay our copyrighted works (or our licensors'). Payment grants the limited license in our Terms only — it does not transfer ownership.
Need help adapting this prompt to your team? Add Prompt Customization Service at checkout.