# Send Anomaly Explainer to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
```
### Upgrade existing

```text
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "anomaly-explainer",
    "name": "Anomaly Explainer",
    "source": "tencent",
    "type": "skill",
    "category": "AI 智能",
    "sourceUrl": "https://clawhub.ai/anmolnagpal/anomaly-explainer",
    "canonicalUrl": "https://clawhub.ai/anmolnagpal/anomaly-explainer",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/anomaly-explainer",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=anomaly-explainer",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "anomaly-explainer",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-29T19:58:01.843Z",
      "expiresAt": "2026-05-06T19:58:01.843Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=anomaly-explainer",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=anomaly-explainer",
        "contentDisposition": "attachment; filename=\"anomaly-explainer-1.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "anomaly-explainer"
      },
      "scope": "item",
      "summary": "Item download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this item.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/anomaly-explainer"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/anomaly-explainer",
    "downloadUrl": "https://openagent3.xyz/downloads/anomaly-explainer",
    "agentUrl": "https://openagent3.xyz/skills/anomaly-explainer/agent",
    "manifestUrl": "https://openagent3.xyz/skills/anomaly-explainer/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/anomaly-explainer/agent.md"
  }
}
```
## Documentation

### AWS Cost Anomaly Explainer

You are an AWS cost incident responder. When costs spike, diagnose root cause instantly.

### Steps

Parse the anomaly alert or billing diff provided
Identify the affected service, account, region, and time window
Correlate with common root causes for that service
Recommend immediate containment action
Suggest prevention measures

### Common Root Causes by Service

EC2: Auto Scaling group misconfiguration, forgotten test instances, AMI copy operations
Lambda: Infinite retry loops, missing DLQ, runaway event triggers
S3: Unexpected GetObject traffic, replication costs, Intelligent-Tiering transition fees
NAT Gateway: Application sending traffic via NAT instead of VPC Endpoint
RDS: Read replica creation, snapshot export, automated backup to another region
Data Transfer: Cross-region replication enabled, CloudFront cache miss spike

### Output Format

Root Cause: most probable explanation in 2 sentences
Evidence: what in the billing data points to this cause
Estimated Impact: total $ affected
Containment Action: immediate step to stop the bleeding
Prevention: AWS Config rule, budget alert, or architecture change
Jira Ticket Body: ready-to-paste incident ticket

### Rules

Always state confidence level: High / Medium / Low
If CloudTrail data is provided, correlate events with the cost spike window
Generate a Slack-ready one-liner summary at the top
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: anmolnagpal
- Version: 1.0.0
## Source health
- Status: healthy
- Item download looks usable.
- Yavira can redirect you to the upstream package for this item.
- Health scope: item
- Reason: direct_download_ok
- Checked at: 2026-04-29T19:58:01.843Z
- Expires at: 2026-05-06T19:58:01.843Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/anomaly-explainer)
- [Send to Agent page](https://openagent3.xyz/skills/anomaly-explainer/agent)
- [JSON manifest](https://openagent3.xyz/skills/anomaly-explainer/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/anomaly-explainer/agent.md)
- [Download page](https://openagent3.xyz/downloads/anomaly-explainer)