AI Tools for Cloud Architects
AI tools that help cloud architects research architecture patterns, audit security configs, diagram infrastructure, and check DNS and SSL health.
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Cloud platform architecture research
Get evidence-based comparisons of AWS, GCP, and Azure services for specific use cases — multi-region databases, serverless compute, managed Kubernetes — with latency benchmarks and compliance certifications cited.
Spanner: true external consistency across regions, 5ms p50 read globally, native PCI-DSS. Aurora Global: 1s RPO cross-region, 5ms local reads (primary region) + ~100ms secondary region reads — not truly synchronous. Cosmos DB: configurable consistency levels, 10ms SLA globally, PCI-DSS certified. For strong global consistency: Spanner is the only option. For cost-sensitive PCI app with regional primacy: Aurora Global.
Infrastructure architecture diagrams
Generate multi-region cloud architecture diagrams, VPC network topologies, and data flow diagrams for RFCs, customer trust documentation, and engineering onboarding. Get Mermaid output that renders in GitHub PRs.
Generated Mermaid diagram with 12 nodes. Route 53 latency policy shown as conditional branch to us-east-1 vs eu-west-1 stacks. Aurora Global cross-region replication shown with dashed arrow and RPO annotation. CloudFront distribution shown as shared layer above both regions. ElastiCache shown per-region with no cross-region replication.
Security posture auditing
Audit your cloud-hosted endpoints for security header misconfigurations, TLS version weaknesses, and information disclosure in response headers. Catch gaps before your SOC 2 or ISO 27001 audit does.
myapp.com: HSTS max-age 3600 (too low, should be 31536000), Server header exposes nginx/1.24. api.myapp.com: CORS allows * on /webhook endpoints, missing X-Content-Type-Options. admin.myapp.com: TLSv1.0 still enabled (should be disabled), missing CSP. Priority: disable TLS 1.0 on admin, tighten CORS on API, set HSTS max-age to 1 year.
SSL and DNS health monitoring
Check SSL certificate expiry dates, DNS record accuracy, and WHOIS registration status across all your cloud-hosted domains. A certificate that expires over a holiday weekend causes the same outage as a server failure.
myapp.com: SSL expires in 12 days (URGENT). api.myapp.com: healthy, 87 days. admin.myapp.com: CNAME points to deleted ALB DNS name (dangling record). cdn.myapp.com: healthy. staging.myapp.com: SSL expired 3 days ago. Actions: renew myapp.com cert, remove admin CNAME, renew staging cert.
Infrastructure CVE scanning
Check Terraform providers, Helm charts, and Kubernetes operators for CVEs before deploying updates. Infrastructure tools run with elevated permissions — a vulnerability in a Terraform provider can expose cloud credentials.
ingress-nginx@1.10.0: CVE-2024-7646 (CVSS 8.8) — annotation injection allowing cluster-level privilege escalation. Upgrade to 1.11.2 immediately. Others: clean. Terraform, cert-manager, external-secrets all pass. Ingress-nginx is a critical upgrade — it runs as a privileged DaemonSet.
IaC framework documentation
Fetch version-specific Terraform, Pulumi, and CDK documentation without digging through outdated blog posts. Get exact resource configurations, provider API changes, and migration guides for the version you are running.
Terraform 1.7 import block: add import { to = aws_instance.example, id = "i-1234567890abcdef0" } to any .tf file, then run terraform plan to see generated config. Use -generate-config-out=generated.tf to write the resource config. Requires provider support for resource type. No state manipulation needed — state updated on apply.
Ready-to-use prompts
Compare AWS Aurora, Google Cloud Spanner, and Azure Cosmos DB for a global SaaS app requiring strong consistency, <10ms reads in 3 regions, 99.999% uptime, and SOC 2 / PCI-DSS compliance.
Generate a Mermaid diagram for a 2-region active-active AWS setup: Route 53 latency routing → CloudFront → ALB → ECS Fargate → Aurora Global (primary us-east-1, replica eu-west-1) + ElastiCache per region.
Audit https://myapp.com, https://api.myapp.com, and https://admin.myapp.com for: HSTS max-age, Content-Security-Policy, CORS configuration, TLS version, X-Frame-Options, and whether Server headers expose software versions.
Check SSL expiry dates and DNS records for myapp.com, api.myapp.com, cdn.myapp.com, admin.myapp.com. Flag any certs expiring in 30 days, dangling CNAMEs, or missing DNSSEC.
Check for CVEs in: ingress-nginx@1.10.0, cert-manager@1.14.4, external-secrets@0.9.12, kube-prometheus-stack@58.0, cluster-autoscaler@1.29. Flag anything with CVSS 7+.
Fetch Terraform 1.7 documentation on the import block feature: how to generate config for existing resources, required provider support, and how it interacts with terraform state.
Compare AWS Lambda vs Fargate vs ECS on EC2 for a microservices API handling 2K req/sec with p99 latency requirement of <200ms, variable traffic patterns (10x daytime vs nighttime), and Docker-based workloads.
Generate a Mermaid diagram for a zero-trust network architecture: users → Cloudflare Access (IdP + device posture) → private tunnel → VPC private subnet → internal services. No public internet to app servers.
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Architecture decision record (ADR)
Research technology options, generate the architecture diagram, and validate security and dependency health before finalizing an ADR.
Pre-production infrastructure audit
Before promoting infrastructure to production, audit security headers, SSL/DNS health, and infrastructure CVEs.
Incident post-mortem documentation
After an infrastructure incident, diagram the failure mode, research the root cause, and document the remediation.
Frequently Asked Questions
Does Deep Research cite specific cloud vendor benchmarks and compliance certifications?
Yes. Deep Research synthesizes official vendor documentation, independent benchmarks, and engineering blog posts. For compliance questions, it cites certification pages and audit scope documentation from AWS, GCP, and Azure directly.
Can Diagram Generator produce AWS, GCP, or Azure architecture diagrams with service-specific icons?
Diagram Generator outputs Mermaid and PlantUML source code. Mermaid diagrams use shapes and labels rather than vendor icons. For AWS icon-style diagrams, the output can be imported into draw.io where AWS icon libraries are available. The diagram structure and relationships are the primary value.
How often should I run the DNS and SSL health check?
Set up a weekly automated check of all production domains, and a daily check on domains with certificates expiring within 45 days. The DNS & Domain tool catches cert expirations and dangling DNS records that your monitoring systems may not alert on.
Can the Vulnerability Database scan Helm chart dependencies, not just the chart version?
The Vulnerability Database searches by package name and version. For Helm charts, you can check both the chart version (e.g., ingress-nginx@1.10.0) and the underlying Docker image packages. For container image scanning, list the system package names and versions from your image manifest.
Does Library Docs cover all major Terraform providers, not just the AWS provider?
Library Docs fetches documentation from the official Terraform Registry and provider documentation. It covers all major providers including AWS, GCP, Azure, Kubernetes, Helm, and Datadog. Specify the provider name and version for accurate, version-matched docs.
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