# 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)
- Standardized embedding architecture on Vercel AI SDK (PRD #176)
- Dynamic credential management for multi-user MCP deployments (PRD #180)
- Controller-based autonomous capability scanning with event-driven updates (PRD #216)
- Deployment documentation & example-based learning (PRD #228)
- Helm/Kustomize packaging for recommendations (PRD #248)
- Argo CD integration for third-party Helm charts (PRD #254)
- Argo CD integration for packaged recommendations (PRD #255)
- Flux integration for GitOps deployments (PRD #256)
## Medium-term (3-6 Months)
- Multi-step workflow distributed tracing (PRD #197)
- Remediation observability integration (PRD #150)
- Integrate patterns & policies into remediation tool (PRD #227)
- Pattern & policy learning system with AI-driven suggestions (PRD #218)
## Long-term (6-12 Months)
- Code analysis engine for automated deployment recommendations (PRD #22)
- Web UI for MCP server interaction (PRD #109)
- Agent-to-Agent (A2A) protocol support for multi-agent orchestration (PRD #199)
- Remove Anthropic SDK, consolidate on Vercel AI SDK (PRD #238)
## 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
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*This roadmap reflects current plans but is subject to change.*