DevOps AI Toolkit

# Roadmap This document outlines the planned direction and priorities for DevOps AI Toolkit. This roadmap is a living document and may change based on community feedback and project priorities. ## Short-term (Next 1-3 Months) - AI provider comparison and benchmarking infrastructure (PRD #139) - Parallel capability analysis for 10x faster cluster scanning (PRD #155) - Guided setup system to simplify onboarding (PRD #165) - CNCF Foundation Sandbox submission (PRD #173) - Amazon Bedrock provider support (PRD #175) - Standardized embedding architecture on Vercel AI SDK (PRD #176) - Project website with documentation portal (PRD #179) - Dynamic credential management for multi-user MCP deployments (PRD #180) ## Medium-term (3-6 Months) - Vector database infrastructure with Qdrant integration (PRD #38) - Capability scanning performance optimization (PRD #51) - Two-pass AI recommendation system with pattern enhancement (PRD #53) - Resource schema question generation fixes (PRD #58) - Remediation playbooks system for knowledge capture (PRD #107) - Recommendation pattern learning system (PRD #108) - OpenTelemetry tracing for production-grade observability (PRD #137) - Remediation observability integration (PRD #150) - AI model comparison platform for informed provider selection (PRD #151) ## Long-term (6-12 Months) - Code analysis engine for automated deployment recommendations (PRD #22) - CRD-based solution tracking beyond session storage (PRD #25) - Advanced AI memory system with pattern learning (PRD #5) - Advanced memory learning algorithms (PRD #7) - Application lifecycle management and operations (PRD #4) - Infrastructure deployment documentation and user experience (PRD #45) - Web UI for MCP server interaction (PRD #109) ## How to Contribute We welcome contributions toward any roadmap items: 1. Check the [issue tracker](https://github.com/vfarcic/dot-ai/issues) for related work 2. Comment on issues or open discussions 3. See [CONTRIBUTING.md](../CONTRIBUTING.md) for guidelines --- *This roadmap reflects current plans but is subject to change.*