Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
git clone --depth 1 https://github.com/lyarwood/kubevirt-ai-helpersWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/commands/lyarwood/kubevirt-ai-helpers/ci-triage)<a href="https://agentmods.dev/commands/lyarwood/kubevirt-ai-helpers/ci-triage"><img src="https://agentmods.dev/badge/commands/lyarwood/kubevirt-ai-helpers/ci-triage/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/commands/lyarwood/kubevirt-ai-helpers/ci-triage"><img src="https://agentmods.dev/badge/commands/lyarwood/kubevirt-ai-helpers/ci-triage.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00013 | $0.01938 |
| Opus 5 | $0.00006 | $0.00969 |
| Sonnet 5 | $0.00003 | $0.00388 |
| Haiku 4.5 | $0.00001 | $0.00194 |
Grade A, and why
ci-triage scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 239 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Name
kubevirt:ci-triage
Synopsis
/kubevirt:ci-triage <job-or-category> [--context <context>] [--deep-analysis]
Description
The kubevirt:ci-triage command performs intelligent CI failure triage using AI-powered analysis capabilities from the healthcheck MCP server. It goes beyond simple failure counting to provide root cause analysis, impact assessment, and prioritized recommendations for addressing CI failures.
This command leverages multiple healthcheck MCP tools to:
- Fetch comprehensive failure data for the target job or category
- Analyze failure trends and detect flakiness patterns
- Perform cross-job correlation to identify systemic issues
- Assess business impact based on context (production, development, pre-release)
- Generate prioritized triage recommendations with resource allocation guidance
Advanced Analysis Features
Root Cause Analysis
- Parse failure logs and stack traces
- Identify common error patterns
- Distinguish infrastructure vs code issues
- Extract file locations and error messages
- Generate GitHub URLs for source code review
Trend & Flakiness Detection
- Historical trend analysis (improving, stable, degrading)
- Flakiness scoring (10-90% failure rate patterns)
- Frequency analysis over time
- Regression detection
Cross-Job Correlation
- Identify failures affecting multiple jobs
- Environment-specific patterns (ARM64 vs x86)
- Kubernetes version correlation
- Resource issue detection (CPU, memory, disk)
Impact Assessment
- Context-aware prioritization (production vs development)
- Business impact scoring (critical path vs edge cases)
- Urgency classification (urgent, normal, low)
- Resource allocation recommendations (senior engineer vs standard triage)
Quarantine Intelligence
- Effectiveness scoring for current quarantines
- Recommendations for quarantine decisions (add, remove, extend)
- Active vs stale quarantine identification
- CI health impact analysis
Implementation
Phase 1: Data Collection
- Determine target scope (specific job or category)
- Fetch failure data using appropriate healthcheck command:
# For specific job healthcheck lane <job-name> --since 7d --output json # For category healthcheck merge <category> --output json - Parse JSON output for baseline analysis
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 239 lines · 13 tokens per session scan A 955be923e4cd
ci-triage is a command published in the GitHub repository lyarwood/kubevirt-ai-helpers (2 stars, last pushed 10d ago), licensed Apache-2.0. It adds 13 tokens to every session and 1,938 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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proxy-logs
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traces
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add-debug-wait
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pr-quality-gate-reliability
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