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.

Compare AWS Aurora Global Database, Google Spanner, and Azure Cosmos DB for a financial application requiring strong global consistency, sub-10ms reads in 3 regions, and PCI-DSS compliance.

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.

Create an AWS architecture diagram: 2-region active-active setup, Route 53 latency routing → CloudFront → ALB in each region → ECS Fargate → Aurora Global Database (writer in us-east-1, reader in eu-west-1) + ElastiCache Redis cluster.

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.

ToolRouter render_diagram
Entry Layer
Route 53 latency routing → conditional branch us-east-1 / eu-west-1
US-East-1 Stack
CloudFront → ALB → ECS Fargate → Aurora Global (writer)
EU-West-1 Stack
CloudFront → ALB → ECS Fargate → Aurora Global (reader)
Replication
Aurora cross-region dashed arrow with RPO annotation
Cache
ElastiCache per-region (no cross-region sync)

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.

Audit https://myapp.com, https://api.myapp.com, and https://admin.myapp.com for security headers and TLS configuration issues.

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.

ToolRouter scan_url
myapp.com — HSTS
max-age=3600 — too low (need 31536000)
api.myapp.com — CORS
Wildcard on /webhook — tighten immediately
admin.myapp.com — TLS
TLSv1.0 enabled — disable immediately
admin.myapp.com — CSP
Missing Content-Security-Policy header
Priority
Disable TLS 1.0 on admin → tighten CORS → raise HSTS max-age

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.

Check SSL expiry and DNS health for: myapp.com, api.myapp.com, admin.myapp.com, cdn.myapp.com, staging.myapp.com. Flag anything expiring in 30 days or pointing to stale records.

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.

ToolRouter check_dns
myapp.com
SSL expires in 12 days — URGENT
api.myapp.com
Healthy · 87 days remaining
admin.myapp.com
CNAME → deleted ALB (dangling record)
cdn.myapp.com
Healthy · 142 days remaining
staging.myapp.com
SSL expired 3 days ago

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.

Check these infrastructure packages for CVEs: hashicorp/terraform@1.7.5, helm@3.14.3, cert-manager@1.14.4, ingress-nginx@1.10.0, external-secrets@0.9.12.

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.

ToolRouter search_cves
ingress-nginx@1.10.0
CVE-2024-7646 (CVSS 8.8) — upgrade to 1.11.2 immediately
hashicorp/terraform@1.7.5
Clean — no known CVEs
cert-manager@1.14.4
Clean — no known CVEs
external-secrets@0.9.12
Clean — no known CVEs
helm@3.14.3
Clean — no known CVEs

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.

Fetch Terraform 1.7 docs on the new import block — how to generate config from existing resources and migrate state without a plan change.

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.

ToolRouter fetch_docs
Syntax
import { to = resource.name, id = "resource-id" } in any .tf file
Config Generation
terraform plan -generate-config-out=generated.tf writes resource block
State Update
State updated on apply — no manual state manipulation needed
Provider Support
Requires provider to implement ImportState for resource type
Plan Change
Import runs without a separate plan change cycle

Ready-to-use prompts

Compare managed databases

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.

Multi-region architecture diagram

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 security headers

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 and DNS health

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.

Scan Helm charts for CVEs

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+.

Terraform import block docs

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.

Serverless vs containers

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.

Zero-trust network diagram

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.

1
Deep Research icon
Deep Research
Research and compare candidate cloud services
2
Diagram Generator icon
Diagram Generator
Generate architecture diagram for the proposed design
3
Vulnerability Database icon
Vulnerability Database
Check CVEs in key infrastructure components

Pre-production infrastructure audit

Before promoting infrastructure to production, audit security headers, SSL/DNS health, and infrastructure CVEs.

1
Security Scanner icon
Security Scanner
Audit all endpoints for security header compliance
2
DNS & Domain icon
DNS & Domain
Verify SSL expiry and DNS record accuracy
3
Vulnerability Database icon
Vulnerability Database
Scan infrastructure packages for critical CVEs

Incident post-mortem documentation

After an infrastructure incident, diagram the failure mode, research the root cause, and document the remediation.

1
Diagram Generator icon
Diagram Generator
Generate incident timeline and failure mode diagram
2
Vulnerability Database icon
Vulnerability Database
Check if the incident was caused by a known CVE
3
Deep Research icon
Deep Research
Research remediation patterns and similar incident post-mortems

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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