$ annie askMCPThe foundation:
Your Prod as a Graph.
A versioned infrastructure graph is a continuously-synced map of your entire production environment: cloud, Kubernetes, codebases, and monitoring. Every state change is tracked with full history, so you can ask “what changed?”
What’s in the graph
Cloud, K8s, code, monitoring, ops, all on one continuously-synced topology.
Every resource, every change, every signal across your stack — connected, versioned, and remembered.
Resources, services, dependencies
Cloud accounts and Kubernetes clusters, mapped down to the EC2 instance, RDS, deployment, and HPA, with dependencies between them.
Linked back to the commit
Repositories, deployments, and config changes link to the resources they shape. Every deploy ties to a commit, every drift to a diff.
Alerts wired to services
Datadog monitors, PagerDuty routes, Jira tickets, Slack channels, and post-mortems on the same graph. An alert points at the service, the deploy, and the ticket that owns it.
Every state change, kept
Not a snapshot. Every state change is timestamped, so Annie can diff “what was true 4 hours ago” against now and pin the change that broke it.
Walk from any change to what it touched.
Every state change is on the graph, wired to the resources it shaped. Annie hops forward from a config edit to the services it broke and the alerts it raised, and backward from an alert to the change behind it.
- T − 6hDeploy api-service @ 7af3a91
- T − 3hHPA threshold lowered to 65%
- T − 1hRDS provisioned IOPS reduced
- T − 15mFirst 500s appear
- NowAnnie pinpoints the HPA edit
What Annie does on top of it
Investigation, knowledge, and prevention.
Automated Root Cause
Root cause in seconds, not hours. Annie traverses your versioned resource graph to pinpoint exactly what broke and why.
Knowledge Base
Ask Annie “what changed?” She queries a versioned graph of your entire stack and delivers senior-SRE-level insight, with sources, in seconds.
Proactive Annie
Stop firefighting, start preventing. Annie scans your versioned resource graph for missing monitors, node pool upgrades or degradation. And warns you before it matters.
Root Cause Analysis
From alert to root cause in seconds.
When an incident fires, Annie traverses the versioned resource graph across code deploys, infrastructure changes, and monitoring signals to isolate the exact failure point. No more log diving: just the answer.
Alert correlation across deploys, configs, and infrastructure
When an incident fires, Annie correlates the alert against recent code deploys, config changes, and infrastructure faults automatically. No manual triage step.
Cascade tracing through the versioned graph
Annie follows the dependency chain from symptom to source, walking the versioned resource graph across services to surface the cascade root rather than the loudest alert.
Commit-level pinpointing
The result is the exact commit, config diff, or resource change that caused the incident, not a list of suspects. Mean-time-to-root-cause drops from hours to seconds.
Intelligent Infrastructure Assistant
One question replaces ten console tabs.
Annie is a queryable assistant over your entire production environment. Ask plain-English questions about deployments, commits, dependencies, config changes, and monitoring data, all backed by a versioned graph that remembers every state change. She draws on historical incidents, Jira tickets, Slack threads, and post-mortems, and can generate Mermaid diagrams to visualize dependencies and blast radius.
Live state queries across cloud, Kubernetes, code, and monitoring
Annie queries live infrastructure state directly: cloud accounts, Kubernetes clusters, deployments, source repos, and monitoring backends, without console-hopping or stitched-together CLI sessions.
Plain-English Q&A with full context
Ask in natural language. Answers come back enriched with historical incidents, runbooks, and post-mortems, and adapt to your team’s architecture patterns and custom terminology.
CLI, MCP, web, and Slack surfaces
Available where engineers already work: as a CLI, an MCP server, a web dashboard, and a Slack app. No tab-switching to ask a question.
Continuous Protection
Fix it Tuesday, not 3 AM Saturday.
Annie continuously scans your versioned resource graph for missing monitors, node pool upgrades, and early signs of degradation, flagging risks while there is still time to act.
Missing monitors and observability gaps
Annie continuously scans your versioned resource graph for services without alerts, dashboards without owners, and observability gaps that hide degradation until it becomes an incident.
Pending upgrades, EOL versions, and misconfigurations
Node pool upgrades, EOL Kubernetes versions, drifted Terraform state, and resource misconfigurations get flagged with enough lead time to fix on a Tuesday rather than a Saturday.
Actionable recommendations, not just alerts
Each finding ships with a specific recommendation: the manifest to update, the IAM policy to tighten, the alert to add. Not a generic “you have a problem.”
Integrations
Plugs into your stack in minutes.
Read-only access via secure IAM roles. Simple setup, no complex networking required.
Ready to build resilient systems?
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