CLUSTER CLOUD-ACROSS-COST · 13 ENTRIES · EARLIEST ENTRY 2026-05-09
AI multi-cloud observability tools
This cluster covers AI-powered tools that unify monitoring, management, and analysis across AWS, GCP, and Azure, combining cost, performance, security, telemetry, resource usage, service health, topology maps, cost analytics, and anomaly alerts. Its dated history shows one entry in December 2019 and then entries in March, May, June, and July 2026. Two members have no source date. Greenops-reliabilix leads on traction, followed by auto-cloud-atlas-insight-dashboard and Agen-sdk-work-.
Entry timeline
ENTRY TIMELINE
Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.
Members by activity
Activity signals, not revenue.
Build origin · 1 ai-built · 6 hand-coded · 6 unlabelled
Operator · 1 hobby · 2 indie · 3 commercial · 7 unlabelled
Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 13 listed below. Unlabelled means nothing has decided yet — not that the answer is small.
- 01greenops-reliabilix0★9 days—hand-codedcommercialCloud cost and carbon monitoring platform unifying FinOps and GreenOps metrics across multi-tenant environments.
- 02TJ_Monitor0★2 mo—AI-driven uptime monitoring service that checks cloud services, analyzes incidents, and automatically restarts or redeploys them.
- 03auto-cloud-atlas-insight-dashboard0★7 days—Web app that unifies telemetry, resource usage, and service health across multi-cloud infrastructure with topology maps, cost analytics, and anomaly alerts.
- 04Agen-sdk-work-1★26 dayslivehand-codedindieLive inspection and reporting system with AI integration, deployed on Cloudflare with a React frontend.
- 05opsly0★1 mo—hand-codedAI-powered platform for monitoring, managing, and analyzing applications deployed across multiple cloud providers from a single unified interface.
- 06azure-cloud-cost-detective0★1 mo—hobbyAI-powered web app that scans Azure resource groups, detects cost issues like over-provisioning, and provides actionable fixes.
- 07cloud-metrics-backend0★1 molivehand-codedindieA backend API for CloudMetrics, a SaaS platform for monitoring and analyzing cloud infrastructure metrics, with Stripe integration.
- 08AutoInfraGuard-11★5 mo—AI-powered multi-cloud monitoring tool that unifies AWS, GCP, and Azure for cost, performance, and security analysis.
- 09capacitylens0★3 mo—hand-codedcommercialCloud infrastructure capacity monitoring and forecasting SaaS that predicts resource exhaustion and sends alerts based on historical data.
- 10quantic-encoder1★7 mostale—Cloud platform that classifies web application firewall logs using proximity matching and AI fallback, provisioning on-demand GPU compute for security teams.
- 11aiops-center0★4 mo—hand-codedMulti-tenant IT operations platform that unifies infrastructure monitoring, alert management, automation, and AI-assisted troubleshooting.
- 12Domotz Pro Agent0★unknownlivecommercialCloud-based network monitoring platform that discovers, maps, and alerts on connected devices for IT teams managing distributed networks.
- 13Ai Tor — Real-Time AI Intelligence Terminal & Web3 DAO0★unknownliveai-builtWeb platform that aggregates real-time OSINT, blockchain analytics, and global monitoring data through multiple AI oracles for decentralized research.
Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.