AI-powered DevOps

DevOps Chatbot

Unified Infrastructure Overview Platform including JIRA Ticket creation.

View Kestra
Checking API
API Pending FastAPI command plane
API
Workflow Kestra codedeploy-monitor
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Model Bedrock OpenAI gpt-oss-120b
aws
Evidence MCP AWS, GitLab, Jira ready
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Workspace Overview

Live summaries from each operational area.

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Workspace Areas

Open a focused workspace for investigation, monitoring, or follow-up.

AI Operations Overview

Core components that power operational evidence and AI-assisted response.

APILiveCommand PlaneFastAPI service health and rate limitingServes the operational workspace and connected analyzers
WFLinkedWorkflow EvidenceKestra runs and verificationsSupports workflow execution and release monitoring evidence
AWSReadyCloud EvidenceAWS MCP and AWS service APIsProvides infrastructure, security, cost, and deployment signals
AIActiveRelease CorrelationGitLab, Jira, and Observe contextConnects release evidence with incident and follow-up workflows
One place debugging

SRE Investigation Workspace

Correlate an application trace across Observe, AWS request paths, runtime metrics, dependencies, deployments, GitLab, and Jira.

Trace-led triage

Follow one request through the stack

Use the application trace ID for Observe. Add the ALB request trace ID when you also want native load-balancer access-log evidence.

Observe logs ALB access logs CloudWatch CodeDeploy GitLab Jira
Teams alerting

Notify SRE in Microsoft Teams

Send a channel card through a Teams Workflow webhook for SRE log spikes and test delivery.

Checking Teams
Set TEAMS_WEBHOOK_URL to your Teams Workflow webhook URL, then send a test alert.
Ready for a trace ID The investigation view will keep direct evidence separate from contextual AWS leads.
Observe log radar

Compare application logs hour over hour

Group Observe ERROR, WARN, and INFO counts by application for the last hour and compare them with the previous hour.

CodeDeploy Insights

Recent deployment evidence and release traces for the last 7 days.

Recent Deployments

AppName GitLab Pipeline Pipeline Status CodeDeploy Status Observe Logs Respective Jira Tickets
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Infrastructure

AWS health signals, active alerts, cost evidence, and operational AI insights.

System Health

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Active Alerts

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Cost Insights

$4,287.45 8.4% vs last month

AI Insights

Workspace recommendationsOpen AI Insights for evidence-led remediation across infrastructure, deployments, monitoring, and security.Live

Application Load Balancers

Traffic, target health, latency, connection, HTTP error, and native access-log evidence.

ALB Metrics

CloudWatch operational signals for the last 30 minutes.

Open Load Balancers to load ALB metrics.

ALB Access Logs

Latest 50 native access-log records for the selected Application Load Balancer.

Open Load Balancers to load access-log tiles.

Security

Security Hub compliance, Inspector vulnerability evidence, WAF protection, and recommendations.

Security Standards

AWS Foundational Security Best Practices v1.0.0Loading Security Hub controls...
CIS AWS Foundations Benchmark v1.2.0Loading Security Hub controls...
CIS AWS Foundations Benchmark v1.4.0Loading Security Hub controls...

Amazon Inspector Findings

Active vulnerability findings and current scan coverage from AWS Inspector.

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Security Health

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AI Insights

Control coverageTrack standards with disabled controls firstPriority
Release evidenceCorrelate security-related Jira work with deployed commitsTrace
Alert triageAsk for Security Hub findings when a standard driftsReview

Recommendations

Resolve disabled controlsUse standards counts to focus remediation by control gap.
Inspect failed controlsOpen Security Hub findings for high-impact account and IAM issues.
Link release riskTrace vulnerable changes back through GitLab and Jira evidence.

Monitoring

Inspect Eureka service health, release evidence, AWS runtime signals, and Observe log counts.

Open Monitoring to load Eureka services.

Database Monitoring

Inspect slow-query activity for AWS RDS MySQL and Aurora MySQL databases.

MySQL Slow Queries

RDS health signals and actual available slow-query log samples for the last 30 minutes.

Open Databases to load slow-query signals.

Jira Tickets

Create INFRA action items and search existing work with the bot.

Infrastructure request

Create INFRA Ticket

Capture the work, route it to an owner, and attach supporting evidence.

INFRA project linked
Project INFRA
Status To Do
Description INFRA request template
Work definition
2. Application At least one required
4. Resources At least one required
Routing & Approval Ownership and sign off
9. Sign Off
Ready to submit? Jira creates the selected INFRA work type with default To Do status.
AI ticket search

Find Jira tickets with the bot

Search INFRA tickets by status, work type, assignee, update window, or ticket key.

Try:

Results show tickets assigned to or reported by this user.

Confluence Search

Find operational documentation and runbooks across all accessible spaces.

Knowledge search

Search all Confluence spaces

Find runbooks, deployment procedures, architecture notes, and incident documentation.

Suggested

Search your knowledge base

Enter keywords such as deployment check list to retrieve matching pages from every space you can access.

AI Insights

Focused prompts and current operational opportunities.

Recommended Actions by Workspace

Evidence-led remediation and follow-up suggestions from the current dashboard signals.

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AI

DevOps AI Assistant

Ready to correlate AWS, GitLab, Jira, and incidents

AWS MCP CodeDeploy GitLab Jira
AI

How can I help?

Ask in plain English. I can inspect deployment health, trace master branch pipelines, pull Jira context, and summarize AWS signals for incident response.

Failure rate Pipeline owner Jira lead AWS health