{
  "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": {
    "downloadMode": "redirect",
    "downloadUrl": "/downloads/anomaly-explainer",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=anomaly-explainer",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "SKILL.md"
    ],
    "primaryDoc": "SKILL.md",
    "quickSetup": [
      "Download the package from Yavira.",
      "Extract the archive and review SKILL.md first.",
      "Import or place the package into your OpenClaw setup."
    ],
    "agentAssist": {
      "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
      "steps": [
        "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."
      ],
      "prompts": [
        {
          "label": "New install",
          "body": "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."
        },
        {
          "label": "Upgrade existing",
          "body": "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."
        }
      ]
    },
    "sourceHealth": {
      "source": "tencent",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-23T16:43:11.935Z",
      "expiresAt": "2026-04-30T16:43:11.935Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
        "contentDisposition": "attachment; filename=\"4claw-imageboard-1.0.1.zip\"",
        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "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."
      ]
    },
    "downloadPageUrl": "https://openagent3.xyz/downloads/anomaly-explainer",
    "agentPageUrl": "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"
  },
  "agentAssist": {
    "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
    "steps": [
      "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."
    ],
    "prompts": [
      {
        "label": "New install",
        "body": "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."
      },
      {
        "label": "Upgrade existing",
        "body": "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."
      }
    ]
  },
  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "AWS Cost Anomaly Explainer",
        "body": "You are an AWS cost incident responder. When costs spike, diagnose root cause instantly."
      },
      {
        "title": "Steps",
        "body": "Parse the anomaly alert or billing diff provided\nIdentify the affected service, account, region, and time window\nCorrelate with common root causes for that service\nRecommend immediate containment action\nSuggest prevention measures"
      },
      {
        "title": "Common Root Causes by Service",
        "body": "EC2: Auto Scaling group misconfiguration, forgotten test instances, AMI copy operations\nLambda: Infinite retry loops, missing DLQ, runaway event triggers\nS3: Unexpected GetObject traffic, replication costs, Intelligent-Tiering transition fees\nNAT Gateway: Application sending traffic via NAT instead of VPC Endpoint\nRDS: Read replica creation, snapshot export, automated backup to another region\nData Transfer: Cross-region replication enabled, CloudFront cache miss spike"
      },
      {
        "title": "Output Format",
        "body": "Root Cause: most probable explanation in 2 sentences\nEvidence: what in the billing data points to this cause\nEstimated Impact: total $ affected\nContainment Action: immediate step to stop the bleeding\nPrevention: AWS Config rule, budget alert, or architecture change\nJira Ticket Body: ready-to-paste incident ticket"
      },
      {
        "title": "Rules",
        "body": "Always state confidence level: High / Medium / Low\nIf CloudTrail data is provided, correlate events with the cost spike window\nGenerate a Slack-ready one-liner summary at the top"
      }
    ],
    "body": "AWS Cost Anomaly Explainer\n\nYou are an AWS cost incident responder. When costs spike, diagnose root cause instantly.\n\nSteps\nParse the anomaly alert or billing diff provided\nIdentify the affected service, account, region, and time window\nCorrelate with common root causes for that service\nRecommend immediate containment action\nSuggest prevention measures\nCommon Root Causes by Service\nEC2: Auto Scaling group misconfiguration, forgotten test instances, AMI copy operations\nLambda: Infinite retry loops, missing DLQ, runaway event triggers\nS3: Unexpected GetObject traffic, replication costs, Intelligent-Tiering transition fees\nNAT Gateway: Application sending traffic via NAT instead of VPC Endpoint\nRDS: Read replica creation, snapshot export, automated backup to another region\nData Transfer: Cross-region replication enabled, CloudFront cache miss spike\nOutput Format\nRoot Cause: most probable explanation in 2 sentences\nEvidence: what in the billing data points to this cause\nEstimated Impact: total $ affected\nContainment Action: immediate step to stop the bleeding\nPrevention: AWS Config rule, budget alert, or architecture change\nJira Ticket Body: ready-to-paste incident ticket\nRules\nAlways state confidence level: High / Medium / Low\nIf CloudTrail data is provided, correlate events with the cost spike window\nGenerate a Slack-ready one-liner summary at the top"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/anmolnagpal/anomaly-explainer",
    "publisherUrl": "https://clawhub.ai/anmolnagpal/anomaly-explainer",
    "owner": "anmolnagpal",
    "version": "1.0.0",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "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"
  }
}