# 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)
- Standardized embedding architecture on Vercel AI SDK (PRD #176)
- Dynamic credential management for multi-user MCP deployments (PRD #180)
- Deployment documentation & example-based learning (PRD #228)
- GitOps tool with Argo CD support - standalone package detection and Application generation (PRD #264)
- Flux support for GitOps tool (PRD #265)
- GitOps integration in recommend workflow (PRD #266)
- Documentation validation system - crawling, readability, syntax validation (PRD #262)
- Consolidate duplicated constants and messages to eliminate code duplication (PRD #323)
- Fix feedback message display - move from JSON to separate content block (PRD #326)
## Medium-term (3-6 Months)
- Elicitation enhancement across MCP tools - systematic review and improvement of confirmation, clarification, and adaptive questioning (PRD #307)
- Skills distribution via MCP - install-skills prompt and enhanced skill format (PRD #290)
- 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)
- Agent-to-Agent (A2A) protocol support for multi-agent orchestration (PRD #199)
- Native visualization in AI agents - inline rendering without browser navigation (PRD #322)
## 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.*
