// about
We build Forge-native apps that bring operational intelligence to Atlassian Cloud. Our suite helps teams answer critical questions: How much does Jira actually cost? Is our Confluence knowledge base healthy? Are we meeting security compliance standards? What does each service cost to run?
Founded by a FinOps-certified practitioner with deep experience in IT cost management and cloud governance, every app is designed around real operational workflows — not just dashboards. All our apps run entirely on Atlassian Forge, meaning your data never leaves the Atlassian platform.
// apps
Analyze license costs, detect inactive users, and attribute spending to teams. Built around the FinOps Foundation's Crawl/Walk/Run maturity model.
Coming SoonMonitor user activity, detect anomalies, and generate compliance reports for HIPAA, PCI DSS, SOC 2, and custom frameworks — without external SIEMs.
Coming SoonAI-powered label suggestions, duplicate detection, and tag governance. Uses Atlassian-hosted AI — your data never leaves the platform.
Coming SoonAuto-classify pages with AI-powered labels, enforce taxonomy standards, and visualize knowledge relationships. Fixes Confluence's #1 problem: findability.
Coming SoonContinuous health monitoring — stale content detection, broken link checking, engagement analytics, and automated review cycles. Keep your knowledge base alive.
Coming SoonMap cloud costs to Compass components and teams. Track spending, allocate budgets, run what-if scenarios, and add cost efficiency to scorecards.
Coming Soon// why forge
Every Samurai Labs app runs on Atlassian Forge — Atlassian's cloud-native development platform. This means your data never leaves Atlassian infrastructure. No external servers, no third-party dependencies, no data egress.
Your data stays within Atlassian. No external API calls, no third-party servers, no data leaving your tenant.
Each installation stores data in its own isolated Forge SQL database. No cross-tenant data access.
SmartTag apps use Forge LLMs (Atlassian-hosted Claude). AI analysis happens within Atlassian — no external AI services.
Comprehensive test coverage across all apps. Backend and frontend test suites validated with every change.
// founder
Samurai Labs is founded by Krisztian Banhidy — a Senior Lead DevOps Engineer with 17+ years in cloud infrastructure, FinOps cost optimization, and security operations. A FinOps Foundation contributor with 7 published articles on cloud cost optimization, Kubernetes-certified engineer (CKA + CKAD), and active open-source builder.
// contact