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Gineesh Madapparambath
founderAuthor of "Ansible for Real Life Automation" and "The Kubernetes Bible - Second Edition" | Founder & editor at techbeatly.com
Public projects
e-commerce-multi-agent-system
ShopBot - e-Commerce Multi-Agent System
Python
blog-gineesh-ml
Test Repo for ml fonts
ansible-aap-sizing-skill
Agent skill for sizing Red Hat Ansible Automation Platform deployments — maps your use case to topology, node BOM, Automation Mesh design, component resource specs, OCP pod limits, and indicative cost. Works with Claude Code, Cursor, Codex, and any agentskills.io-compatible assistant.
Python
mcp-stateless-demo
Live demo: MCP Goes Stateless — proving stateful MCP breaks on Kubernetes while stateless MCP just works. Same image, one flag. (CNCF Cloud Native Singapore Meetup 2026)
Shellai-agentscloud-nativecncf
ansible-maya
AI-powered Ansible playbook generator with built-in validation - transform infrastructure events into production-ready automation using Claude, OpenAI, or custom LLMs.
Likely stack
ClaudeOpenAICursorMCP
