# Anyshift

> Anyshift connects infrastructure, code and observability data in a production graph. Query that graph with your own agent, or ask Annie to investigate an incident.

## Start here

- [Anyshift for agents](https://anyshift.io/for-agents.md): Product capabilities, MCP endpoints, access and evidence boundaries.

- [Documentation index](https://docs.anyshift.io/llms.txt)

- [Graph API specification](https://raw.githubusercontent.com/anyshift-io/anyshift-graph-sdk/main/openapi/graph-api.v1.json)

- [Security and access](https://docs.anyshift.io/pages/privacy_security/faq)

- [Quickstart](https://docs.anyshift.io/pages/onboarding/quick_start)

## Connect

- [Graph MCP](https://docs.anyshift.io/pages/product/integration/graph_mcp): Read topology, dependencies and change events with your own agent.

- [Annie Remote MCP](https://docs.anyshift.io/pages/product/integration/remote_mcp): Delegate an investigation to Annie and retrieve its analysis and next steps.

## Page-specific guides

- [Graph](https://anyshift.io/markdown/product/context.md): Interfaces, authentication and a first read.

- [Annie](https://anyshift.io/markdown/product/remote-agents.md): Start and retrieve an incident investigation.

- [Integration catalog](https://anyshift.io/markdown/integrations.md): Availability and setup guides by data source.

- [Pricing](https://anyshift.io/markdown/pricing.md): Graph queries, agent runs and data history by plan.

## Product

- [Could this PR expose another team’s secrets?](https://anyshift.io/use-cases/review-kubernetes-permissions): Use your coding agent and Anyshift Graph MCP to compare Helm and Kubernetes RBAC changes with live roles, bindings and workloads before merge.

- [Why did errors rise after the deployment?](https://anyshift.io/use-cases/investigate-deployment-alert): Use Anyshift’s Annie to investigate a PagerDuty alert with Kubernetes changes, Datadog signals and infrastructure dependencies.

- [Incident Investigator](https://anyshift.io/product/remote-agents): Delegate an incident investigation to Annie.

- [Integrations](https://anyshift.io/integrations): Available data sources.

- [Pricing](https://anyshift.io/pricing): Current graph query and agent run allowances.