Intermediatestable00_/_INTERMEDIATE

DevOps Log Analyzer

A 3-agent sequential CrewAI pipeline that analyzes Kubernetes deployment error logs, investigates root causes with online research, and generates actionable remediation plans.

Py_3.12CrewAIOpenRouterEXA_SearchFileReadToolVIEW SOURCE

3-AGENT SEQUENTIAL PIPELINESTRUCTURED OUTPUT + GUARDRAILS

# INPUT_PROMPT // DEVOPS_ANALYSIS

K8S_ERROR_LOG

>>>K8S_ERROR_LOG

2024-10-10T14:32:15.123Z [INFO] Starting deployment of myapp:v1.2.3
2024-10-10T14:32:15.456Z [INFO] Applying deployment configuration...
2024-10-10T14:32:15.789Z [INFO] Creating deployment myapp-deployment in namespace production
2024-10-10T14:32:16.012Z [INFO] Deployment created successfully
2024-10-10T14:32:16.234Z [INFO] Waiting for pods to be ready...
2024-10-10T14:32:16.567Z [WARNING] Pod myapp-deployment-7b8c9d5f4-abc12 is in Pending state
2024-10-10T14:32:17.890Z [ERROR] Pod myapp-deployment-7b8c9d5f4-abc12 failed to start
2024-10-10T14:32:18.123Z [ERROR] Event: Failed to pull image "myapp:v1.2.3": rpc error: code = Unknown desc = Error response from daemon: pull access denied for myapp, repository does not exist or may require 'docker login'
2024-10-10T14:32:18.456Z [ERROR] Pod myapp-deployment-7b8c9d5f4-abc12 status: ImagePullBackOff
2024-10-10T14:32:19.789Z [WARNING] Back-off pulling image "myapp:v1.2.3"
2024-10-10T14:32:20.012Z [ERROR] kubelet: Failed to pull image "myapp:v1.2.3": rpc error: code = Unknown desc = Error response from daemon: pull access denied
2024-10-10T14:32:21.345Z [ERROR] kubelet: Error syncing pod: ErrImagePull
2024-10-10T14:32:22.678Z [WARNING] Pod myapp-deployment-7b8c9d5f4-abc12 has been in ImagePullBackOff state for 5 seconds
2024-10-10T14:32:25.901Z [ERROR] Deployment rollout failed: deployment "myapp-deployment" exceeded its progress deadline
2024-10-10T14:32:26.234Z [ERROR] ReplicaSet myapp-deployment-7b8c9d5f4 has 0 ready replicas out of 3 desired
2024-10-10T14:32:26.567Z [INFO] Current deployment status: 0/3 pods ready
2024-10-10T14:32:27.890Z [WARNING] Deployment health check failed: no healthy pods found
2024-10-10T14:32:28.123Z [ERROR] Service myapp-service has no available endpoints
2024-10-10T14:32:29.456Z [CRITICAL] Production deployment failed - rollback initiated
2024-10-10T14:32:30.789Z [INFO] Rolling back to previous version myapp:v1.2.2
2024-10-10T14:32:31.012Z [INFO] Rollback completed successfully

system@agent-archive:~$

AGENT_01 // LOG_ANALYZER

FileReadTool

IDLE

[IDLE] Waiting for pipeline execution...

AGENT_02 // ISSUE_INVESTIGATOR

EXASearchTool

IDLE

[IDLE] Waiting for pipeline execution...

AGENT_03 // SOLUTION_SPECIALISTCONTEXT ONLY

IDLE

[IDLE] Waiting for pipeline execution...

LIVE_EXECUTION_LOG // devops-log-analyzer0 EVENTS

[STREAM] No active execution. Trigger a run to populate the log.

/SYSTEM_INTERNALS

ARCHITECTURE

SYSTEM_ARCHITECTURE

[01]Log Analyzer

[02]Issue Investigator

[03]Solution Specialist

/BACKEND_CONTRACT

PLUGGABLE RUNTIME

This demo serves a hardcoded fixture today. Set NEXT_PUBLIC_USE_REAL_BACKEND=true and the same UI will POST /api/intermediate/devops-log-analyzer to a real CrewAI service - no UI change required.

/TYPED_INTERFACE

runProject(DEVOPS_ANALYSIS, {
  log_file: string,
}) -> markdown