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ops-inspector

AIOps-style one-click inspection skill for CloudBase resources. Use this skill when users need to diagnose errors, check resource health, inspect logs, or run a comprehensive health check across cloud functions, CloudRun services, databases, and other CloudBase resources.

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The canonical home for this skill is ops-inspector in TencentCloudBase/CloudBase-AI-Toolkit

SKILL.md
Quality
Evals
Security

Standalone Install Note

If this environment only installed the current skill, start from the CloudBase main entry and use the published cloudbase/references/... paths for sibling skills.

  • CloudBase main entry: https://cnb.cool/tencent/cloud/cloudbase/cloudbase-skills/-/git/raw/main/skills/cloudbase/SKILL.md
  • Current skill raw source: https://cnb.cool/tencent/cloud/cloudbase/cloudbase-skills/-/git/raw/main/skills/cloudbase/references/ops-inspector/SKILL.md

Keep local references/... paths for files that ship with the current skill directory. When this file points to a sibling skill such as cloud-functions or cloudrun-development, use the standalone fallback URL shown next to that reference.

Activation Contract

Use this first when

  • The user wants to check the health or status of CloudBase resources (cloud functions, CloudRun, databases, storage, etc.).
  • The user reports errors, failures, or abnormal behavior and wants a quick diagnosis.
  • The user asks for an "inspection", "health check", "巡检", "诊断", or "troubleshooting" of their CloudBase environment.
  • The user wants to review recent error logs across services.

Read before writing code if

  • The inspection reveals code-level issues in cloud functions or CloudRun services — then read the relevant implementation skill before suggesting fixes.
  • The user wants to fix a problem found during inspection rather than just diagnose it.

Then also read

  • Cloud function issues -> ../cloud-functions/SKILL.md (standalone fallback: https://cnb.cool/tencent/cloud/cloudbase/cloudbase-skills/-/git/raw/main/skills/cloudbase/references/cloud-functions/SKILL.md)
  • CloudRun issues -> ../cloudrun-development/SKILL.md (standalone fallback: https://cnb.cool/tencent/cloud/cloudbase/cloudbase-skills/-/git/raw/main/skills/cloudbase/references/cloudrun-development/SKILL.md)
  • Database issues -> ../postgresql-development-cloudbase/SKILL.md for CloudBase PG / PostgreSQL (standalone fallback: https://cnb.cool/tencent/cloud/cloudbase/cloudbase-skills/-/git/raw/main/skills/cloudbase/references/postgresql-development-cloudbase/SKILL.md), ../relational-database-mcp-cloudbase/SKILL.md for MySQL (standalone fallback: https://cnb.cool/tencent/cloud/cloudbase/cloudbase-skills/-/git/raw/main/skills/cloudbase/references/relational-database-mcp-cloudbase/SKILL.md), or ../cloudbase-document-database-web-sdk/SKILL.md for NoSQL (standalone fallback: https://cnb.cool/tencent/cloud/cloudbase/cloudbase-skills/-/git/raw/main/skills/cloudbase/references/cloudbase-document-database-web-sdk/SKILL.md)
  • Platform overview -> ../cloudbase-platform/SKILL.md (standalone fallback: https://cnb.cool/tencent/cloud/cloudbase/cloudbase-skills/-/git/raw/main/skills/cloudbase/references/cloudbase-platform/SKILL.md)

Do NOT use for

  • Deploying new resources or writing application code. This skill is read-only and diagnostic.
  • Replacing proper monitoring/alerting infrastructure. It provides point-in-time inspection, not continuous monitoring.
  • Directly fixing problems — it diagnoses and recommends; actual fixes should use the appropriate implementation skill.

Common mistakes / gotchas

  • Running a full inspection without first confirming the environment is bound (auth tool must show logged-in and env-bound state).
  • Ignoring CLS log service status — if CLS is not enabled, queryLogs will fail; always check first with queryLogs(action="checkLogService").
  • Searching logs without a time range — this can return excessive or irrelevant results. Always scope searches to a relevant time window.
  • Treating a single error log as the root cause without correlating across resources. A function error may stem from a database or config issue.

Minimal checklist

  • Environment is bound and accessible (envQuery(action="info"))
  • CLS log service is enabled (queryLogs(action="checkLogService"))
  • All target resources are listed before diving into details
  • Time range is specified for any log searches
  • Findings are summarized with severity levels and actionable recommendations

How to use this skill (for a coding agent)

Inspection Modes

The skill supports two modes based on user intent:

ModeWhen to useScope
Full inspectionUser asks for a general health check / 巡检 / 全面检查All resource types in the environment
Targeted inspectionUser reports a specific error or asks about a specific resourceOne resource type or a specific resource

Full Inspection Workflow

Follow these steps in order for a comprehensive environment health check:

Step 1 — Environment Check

envQuery(action="info")

Confirm the environment is accessible. Record the envId for console link generation.

Step 2 — Log Service Status

queryLogs(action="checkLogService")

If CLS is not enabled, note this as a warning — log-based diagnosis will be unavailable. Recommend enabling CLS in the console: https://tcb.cloud.tencent.com/dev?envId=${envId}#/devops/log

Step 3 — Cloud Functions Inspection

queryFunctions(action="listFunctions")

For each function, check:

  • Status: Is the function in an active/deployed state?
  • Recent errors: queryFunctions(action="listFunctionLogs", functionName="<name>", startTime="<recent>")
  • Common issues:
    • Timeout errors (execution exceeded limit)
    • Memory limit exceeded
    • Runtime errors (unhandled exceptions)
    • Cold start frequency

Step 4 — CloudRun Services Inspection

queryCloudRun(action="list")

For each service, check:

  • Status: Is the service running?
  • Detail: queryCloudRun(action="detail", detailServerName="<name>")
  • Common issues:
    • Service not running (scaled to zero or crashed)
    • Image pull failures
    • OOMKilled events
    • Health check failures

Step 5 — Error Log Aggregation (if CLS is enabled)

queryLogs(action="searchLogs", queryString="ERROR", service="tcb", startTime="<24h-ago>", limit=50)
queryLogs(action="searchLogs", queryString="ERROR", service="tcbr", startTime="<24h-ago>", limit=50)

Look for patterns:

  • Repeated error messages (same error many times)
  • Cascading failures (errors in multiple services around the same time)
  • Timeout patterns

Step 6 — Summary Report

Generate a structured report:

# CloudBase Resource Inspection Report

**Environment**: ${envId}
**Inspection Time**: ${timestamp}

## Overall Health: ✅ Healthy / ⚠️ Warnings Found / ❌ Issues Found

### Cloud Functions
| Function | Status | Recent Errors | Severity |
|----------|--------|---------------|----------|
| ... | ... | ... | ... |

### CloudRun Services
| Service | Status | Issues | Severity |
|---------|--------|--------|----------|
| ... | ... | ... | ... |

### Error Log Summary
- Total errors in last 24h: N
- Top error patterns: ...

## Recommendations
1. ...
2. ...

## Console Links
- Cloud Functions: https://tcb.cloud.tencent.com/dev?envId=${envId}#/scf
- CloudRun: https://tcb.cloud.tencent.com/dev?envId=${envId}#/platform-run
- Logs: https://tcb.cloud.tencent.com/dev?envId=${envId}#/devops/log

Targeted Inspection Workflow

When the user specifies a resource type or a specific resource:

  1. Cloud function errors: queryFunctions(action="listFunctionLogs", functionName="<name>") then queryLogs(action="searchLogs", queryString="* AND functionName:<name> AND level:ERROR", ...)
  2. CloudRun errors: queryCloudRun(action="detail", detailServerName="<name>") then queryLogs(action="searchLogs", queryString="ERROR", service="tcbr", ...)
    • If logs show DB / Redis connection failures (ECONNREFUSED, timeout, "could not connect"): check whether VpcConf is set and matches the database VPC. See cloudrun-development/references/vpc-and-database.md.
  3. Database issues: Check queryPgDatabase(action="context"|"metadata"|"objects") for CloudBase PG, queryMysqlDatabase for MySQL, or readNoSqlDatabaseStructure for NoSQL depending on type
  4. General error search: queryLogs(action="searchLogs", queryString="<error-keyword>", ...)

AIOps Methodology

This skill follows AIOps principles for intelligent inspection:

  1. Data Collection: Gather logs and resource states via MCP tools
  2. Pattern Recognition: Identify recurring errors, anomaly patterns, and correlations across services
  3. Root Cause Hypothesis: Based on error patterns, suggest likely root causes (e.g., a function timeout may be caused by a database query bottleneck)
  4. Actionable Recommendations: Provide specific, prioritized remediation steps with links to relevant skills and console pages

Severity Levels

LevelIconMeaning
CriticalService is down or data is at risk; requires immediate action
Warning⚠️Errors detected but service is still partially functional; investigate soon
Infoℹ️No errors found; informational status only
HealthyResource is operating normally

Preferred Tool Map

OperationMCP Tool Call
Check environmentenvQuery(action="info")
Check CLS statusqueryLogs(action="checkLogService")
List cloud functionsqueryFunctions(action="listFunctions")
Get function detailqueryFunctions(action="getFunctionDetail", functionName="<name>")
Get function logsqueryFunctions(action="listFunctionLogs", functionName="<name>", startTime="<time>", endTime="<time>")
Get function log detailqueryFunctions(action="getFunctionLogDetail", requestId="<id>")
List CloudRun servicesqueryCloudRun(action="list")
Get CloudRun detailqueryCloudRun(action="detail", detailServerName="<name>")
Search CLS logsqueryLogs(action="searchLogs", queryString="<query>", service="tcb|tcbr", startTime="<time>", endTime="<time>")
Check NoSQL structurereadNoSqlDatabaseStructure(action="listCollections")
Check PostgreSQL contextqueryPgDatabase(action="context")
Check PostgreSQL metadataqueryPgDatabase(action="metadata", limit=20)
Check MySQL statusqueryMysqlDatabase(action="getContext")

Common CLS Query Patterns

ScenarioqueryString
All errorsERROR
Function timeouttimeout OR 超时
Function OOMOOM OR out of memory OR 内存超限
CloudRun crashcrash OR OOMKilled OR Error
Specific function errorsfunctionName:<name> AND level:ERROR
5xx HTTP errorsstatusCode:>499
Cold start issuescoldStart OR 冷启动

Time Range Guidance

  • Quick check: Last 1 hour (startTime = 1 hour ago)
  • Standard inspection: Last 24 hours
  • Trend analysis: Last 7 days
  • Specific incident: Narrow to the reported time window

Always use ISO 8601 format for startTime/endTime, e.g., "2025-01-15 00:00:00".

Related Skills

  • cloud-functions — Cloud function development, deployment, and debugging
  • cloudrun-development — CloudRun backend deployment and management
  • cloudbase-platform — General platform knowledge and console navigation
  • postgresql-development-cloudbase — CloudBase PostgreSQL / PG diagnostics and schema/RLS checks
  • relational-database-mcp-cloudbase — MySQL database management and diagnostics
Repository
TencentCloudBase/CloudBase-AI-Toolkit
Last updated
First committed

Canonical home

TencentCloudBase/CloudBase-AI-Toolkit
In sync

since Jul 28, 2026

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