Automates AWS Lightsail provisioning with DNS via Cloudflare, Docker Compose, and real-time progress updates.

Prototype toolkit enabling LangChain integration for multi-tool orchestration with secure data handling and containerized deployment.

Curated collection of reference implementations demonstrating secure, SDK-driven access to tools and data for LLMs.

Reference implementations in TypeScript and Python demonstrating secure data access and tool integration for AI agents.

Modular plugin framework delivering transport-agnostic, context-aware messaging with standardized interfaces for rapid integration and testing.

mcp servers

Modular, context-routing and orchestration for AI agents, enabling scalable workflows with plug-and-play adapters.

mcp servers

mcp_servers

mcp servers

A modular MCP framework enabling context-driven AI middleware with pluggable components and scalable orchestration.

mcp servers

mcp_servers

Modular, plugin-ready framework enabling advanced protocol interactions with async I/O, auto-discovery, and type-safe extensions.

A curated collection of MCP reference implementations illustrating secure, SDK-powered tool access for LLMs.

Modular, pluggable backend framework enabling scalable context-aware agents with streaming, authentication, and multi-tenant support.

MCP-based HR leave workflow enabling apply, track, and approve requests with clear records and Claude Desktop integration.

mcp servers with docker

Personal-use toolchain exposing functions as accessible tools for flexible automation and rapid experimentation.

MCP Servers Demo

A place where MCP server infra for ECT will be located along with some of the code for it

A triad of modular data tools powering weather, AWS news, and pricing insights via Amazon Q CLI.

Some MCP Servers written in Kotlin

Python-based toolkit enabling secure remote shell access via MCP, with Docker support and Claude integration.