March 2026 monthly summary for rancher/stackstate-product-docs focusing on delivering an AI Assistant experience and strengthening MCP security, with targeted bug fixes and comprehensive documentation. The AI Assistant now ships with a user-facing UI, MCP-based tool integrations, and cloud-provider backends (AWS Bedrock and Anthropic), accompanied by usage guidance, cost transparency, and visuals. MCP authentication is hardened with service tokens, token requirements, and standardized headers. Reliability improvements were achieved through targeted fixes to UI/workflow flows. Documentation was expanded to cover Anthropic API Key usage as an alternative to Bedrock. These efforts deliver measurable business value by accelerating AI-enabled workflows, reducing security risk, and improving onboarding and cost visibility. Notable commits and scope: - AI Assistant and UI integration (STAC-24457): 766898fcffbef4d7d4eebfe6748181868697ecd2 - Document AI Assistant configuration a5520b63391a2880801587850993a5858423793d - MCP usage 7031bc230ed68a14e09e6a864206b4597d133bd1 - Use UI a2d6c3b623c4aa03caeee3d078c084a2c7f5337f - Enable AWS Bedrock Anthropic models dd808d579c3b053f1427e64f186211eb594b064d - Add information about additional costs eaa7ca381bd24feb9f4133a462932e99b5ad792d - Added UI images 0fef016667ea245d469273ab3fb9e8e6787a247f - Fixes f3d46eaaf2920f15ed0460cb6ce0a7c32fdc91ef - Fixes ef10f6e2a08ec0f6e3ca05d5efb1a16d2bbae0da - Documented how to use AI Assistant with Anthropic API Key instead of AWS Bedrock - MCP authentication and token management (STAC-24457): dd77724157d6e27a5879d922d32315d69222eab9 - Added X-API-Key for MCP server d7810732fde8d6d04da2503306cc26cd0d1ffdd8 - Explain API token requirements for MCP 9ddd8f0408a19335ae14e560e4a46ff1886c3d0d - Rename X-API-TOKEN to X-API-Token

In Sep 2025, delivered a focused feature improvement in StackVista/stackstate-docs to clarify Elasticsearch Snapshot Restore prerequisites and warnings, strengthening data safety in restore workflows. The change documents that existing Elasticsearch indices must be deleted before restoring a snapshot; restoration will fail if prerequisites are not met, and explicit data-loss warnings are shown before indices are recreated from the snapshot. Updated Kubernetes backup documentation to reflect the new restore workflow. This work reduces the risk of unintended data loss and improves disaster-recovery readiness for customers. Key commits include c5bb54c30a423ea43eb424085d504840613530dc (STAC-23332) and a7723b28e985672fd481577acdcc76048ae5a323 (docs update).

Monthly summary for 2025-04 (StackVista/stackstate-docs): Key features delivered include RBAC Security Hardening and Analytics/Metrics UI Documentation Updates. RBAC Security Hardening involved removing execute-scripts and access-analytics permissions from roles, plus documenting the process to disable SecurityContext for ClickHouse on OpenShift with Helm upgrade steps to ensure runAsUser is null for sidecars. Analytics and Metrics UI Documentation Updates involved documenting how to enable Analytics in the SUSE Observability self-hosted product, including permissions and deprecation guidance, and updating MetricBinding layouts to reflect new field names and sorting logic. Major bugs fixed: no critical defects reported this month; security hardening addresses potential misconfigurations and reduces risk. Overall impact and accomplishments: strengthened security posture for the self-hosted stack, clearer deployment and upgrade guidance, and improved onboarding documentation for customers deploying Analytics. Technologies/skills demonstrated: RBAC configuration and OpenShift SecurityContext management, Helm upgrade workflows, and professional technical writing/product documentation for analytics features and data models.

February 2025 monthly summary for StackVista/stackstate-docs focused on documentation improvements for Cloud Observability onboarding. Delivered a Cloud Observability Quick Start Guide and Onboarding flow for SUSE Cloud Observability on AWS, including updated README links and new screenshot assets to guide users through the setup process. These changes enhance documentation discoverability, accelerate onboarding, and shorten time-to-value for cloud observability features.

Month: 2024-11 — Key feature delivered: Documentation: Update Memory Requirements to Reflect Increased Resource Allocation. This included updating memory requests and limits across various node counts and linked to commit d861d227739a683229ff7e71bc6669ccfb7128ec (STAC-21923). Impact: documentation now accurately reflects system capacity, improving deployment planning and reducing resource-related questions. No major bugs fixed this month. Technologies/skills demonstrated: documentation best practices, Git version control, capacity planning alignment, and cross-team collaboration.