Overview
Annie Knowledge transforms your infrastructure data into an intelligent, queryable assistant. Instead of jumping between AWS consoles, Terraform files, and monitoring dashboards, simply ask Annie questions in plain English. Annie understands context. When you ask “Why can’t I access this RDS?”, Annie doesn’t just list RDS instances—she traces security groups, IAM policies, VPC configurations, and network ACLs to find the actual blocker.Data Sources
Annie correlates data from all your connected integrations:| Source Type | Examples | What Annie Knows |
|---|---|---|
| Cloud Providers | AWS, GCP | Live resource state, configurations, relationships |
| Infrastructure as Code | GitHub, GitLab repos | Terraform modules, resource definitions, variables |
| Terraform State | S3, HCP Terraform | Actual deployed state, outputs, dependencies |
| Monitoring | Datadog | Monitors, dashboards, host mappings |
| Containers | Kubernetes | Pods, deployments, services, RBAC |
Cross-Source Insights
Annie’s real power comes from correlating across these sources. Ask questions like:- “Show me EC2 instances that exist in AWS but aren’t in Terraform” — finds orphaned resources
- “Which Datadog monitors are watching this EC2 instance?” — links cloud to monitoring
- “What Terraform module manages this Kubernetes deployment?” — traces code to containers
Example Use Cases
Onboarding a New Engineer
Onboarding a New Engineer
- “What are our core services and how are they connected?”
- “Who is responsible for the payment service?”
- “What dashboards should I bookmark for on-call?”
- “Draw a map of our cloud architecture”
Incident Response
Incident Response
- “What changed in production in the last 2 hours?”
- “Show me the history of this RDS instance since yesterday”
- “Which services depend on the database that’s having issues?”
- “Why can’t the API reach the database?”
Pre-Change Impact Analysis
Pre-Change Impact Analysis
- “What would be affected if I update this security group?”
- “List all resources that depend on this VPC”
- “Which Terraform modules reference this IAM role?”
- “Show me the blast radius for this change”
Security Audit
Security Audit
- “List all S3 buckets with public access”
- “Which IAM roles have admin privileges but no MFA?”
- “Find security groups allowing 0.0.0.0/0 on port 22”
- “Are there any unencrypted databases?”
Cost Investigation
Cost Investigation
- “Which EC2 instances aren’t managed by Terraform?”
- “Find resources without cost-center tags”
- “List idle resources in the staging environment”
- “What GPU instances do we have running?”
How to Access Annie
Slack
Ask Annie questions directly in Slack. Just mention
@Annie with your question.MCP (IDE Integration)
Access Annie from Cursor, Claude Desktop, or Claude Code while you work.
Key Benefits
Instant Answers
Get answers in seconds instead of hours of manual investigation across consoles.
Always Current
Annie continuously syncs with your infrastructure—no stale documentation.
Complete Context
Understand relationships across cloud, code, containers, and monitoring in one query.
7-Day History
Ask about infrastructure state at any point in the last 7 days.