AI adoption & MCP servers
Make your coding team AI-ready.
Practical, hands-on adoption of AI tooling for engineering teams. Claude Code rollout, custom MCP servers grounded in your private documentation, RAG, agent rules, and AI-augmented workflows.
Offerings
What I deliver.
Claude Code rollout
End-to-end adoption: install, configure, agent rules per repo, MCP server inventory, team conventions.
Custom MCP servers in Swift
Build MCP servers grounded in your private docs, internal APIs, or knowledge base. Cupertino-grade discipline.
RAG over private docs
Indexing pipeline, retrieval evaluation, ranking strategies, cost ceilings. Output is a working RAG, not a slide deck.
Agent rules & governance
CLAUDE.md, AGENTS.md, repo-scoped rules, no-go lists, attribution policies. Audited against actual usage.
AI-readiness audit
Fixed-scope $3,000 engagement: workflow assessment, Claude Code rollout plan, MCP scoping, 30/60/90-day roadmap.
Team training & workshops
Hands-on workshops for engineering teams. Bilingual delivery (EN, HR) where useful.
Rate & engagements
$300 / hour
USD, hands-on implementation. AI-readiness audit at $3,000 fixed.
- AI-readiness audit at $3,000 fixed-scope, 1-week delivery
- Hourly implementation at $300/hour, retainers available
- Custom MCP servers quoted by project (typically $15k–$40k)
Reference asset
Cupertino
Cupertino is my open-source MCP server delivering 22,000+ Apple documentation pages to AI assistants. 713 GitHub stars, featured in iOS Dev Weekly, ranked #2 in its category.
github.com/mihaelamj/cupertino →