Click Analyze to start AI-powered root cause analysis
Remediation Plan
○
Rollback deploy #4521
git revert abc1234 && git push
○
Apply hotfix: batch query
SELECT * FROM preferences WHERE user_id IN (...)
○
Scale connection pool temporarily
max_connections: 100 → 200
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Verify service recovery
p99 latency < 500ms for 5 min
Waiting for AI analysis...
Service Status
api-gateway
2,340mscritical
user-service
890mswarning
db-primary
—critical
auth-service
12mshealthy
payment-service
45mshealthy
notification-svc
23mshealthy
client→api-gw→user-svc→db
→auth-svc✓
→payment-svc✓
Live Log Stream
12:03:24ERRapi-gatewayupstream timeout after 30000ms on POST /api/users/preferences
12:03:25WRNuser-serviceconnection pool utilization at 95% (95/100)
12:03:26ERRdb-primarymax_connections reached: 100/100 — rejecting new connections
12:03:27ERRapi-gatewayupstream timeout after 30000ms on GET /api/users/12847
12:03:28WRNuser-serviceconnection pool utilization at 98% (98/100)
12:03:29ERRdb-primarytoo many connections for role "app_user"
12:03:30ERRapi-gatewaycircuit breaker OPEN for user-service — 23 failures in 60s
12:03:31INFauth-servicehealth check OK — no anomalies detected
12:03:32ERRuser-serviceconnection pool exhausted — 0 available connections
12:03:33WRNapi-gatewayresponse time p99 = 28,400ms (threshold: 500ms)
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Traditional monitoring alerts when thresholds are exceeded — but only an LLM can read unstructured logs, understand code semantics, correlate events across services, and reason about causality to identify the actual root cause.
C
Mockup Agent
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║Skills-Native Application● local║
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This panel embeds Claude Code via xterm.js + node-pty.
Everything runs locally — no API calls, no cloud.
Skills ready:
/devlog-collect· scan git repos → SQLite
/devlog-analyze· analyze patterns
/devlog-report· generate weekly report
/ops-collect· aggregate logs & metrics
/ops-analyze· AI root cause analysis
/ops-remediate· auto-remediation plan
/inbox-scan· scan emails & calendar
/daily-brief· AI daily briefing
/auto-respond· draft replies & actions
[ This is a Mockup Agent — click a skill button above ]