Specification-driven JavaScript wrapper offering external AI services with source-first execution and multi-environment testability.

Unified, interoperable context management enabling dynamic, secure sharing and orchestration across AI components.

Client exposed ecosystem that shares tools and data with LLM apps using flexible transports and prompt templates.

A scalable MCP server enabling structured model-context exchange and context-aware routing across AI workloads.

MCP Client and Servers Implementation

Standardized interface linking LLMs to diverse data sources and tools via a secure, observable gateway.

MCP demos

Unified MCP-driven agent with memory and dynamic tool usage (web search, weather, database access) paired with a FastAPI-backed MongoDB store.

ModelContextProtocol Demo

A Model Context Protocol server that provides read-only access to PostgreSQL databases via Server-Sent Events (SSE). This server enables LLMs to inspect database schemas and stream read-only query results in real time using the SSE protocol.

A powerful NestJS backend that bridges OpenAI's Agent framework with MCP (Model Context Protocol) servers, enabling AI assistants to execute real-world actions through natural language requests.

Dual REST and MCP server unifies traditional data access with AI-driven queries using SSE, streamlining sports data for developers and agents.

Template enabling modular agent collaboration via MCP and A2A, with local STDIO and remote HTTP transport for tool access and memory integration.

Comprehensive toolkit with 50+ AI-powered tools for text analysis, writing, translation, and business tasks, built on .NET 9.

Real-time MMK exchange rates exposed via a lightweight MCP server with live data from the Central Bank of Myanmar.

Modular CMF tooling with Docker-ready deployment, exposing pipelines, executions, artifacts, and model metadata as reusable AI-friendly tools.

Real-time stock data with ticker lookup, powered by A2A-integrated reasoning and a distributed Python stack.

CLI tool enabling GitHub operations and OpenAI queries leveraging contextual protocol with secure environment key management.

Spring Boot application demonstrating a Model Context Protocol client with chat request handling and configurable endpoints.

Lightweight Vanilla PHP implementation enabling streamable HTTP transport for Model Context Protocol with Docker-ready setup and no frameworks.

AI-powered Google Drive integration with MCP for smart file discovery, content analysis, and organization insights.

Model Context Protocol-based sarcastic quotes delivery with easy integration to AI assistants, including random and all-quote access.

Go-based temperature tool that proxies location queries to a local HTTP service via MCP.

FreelanceMate MCP enables freelancers to generate proposals, schedule meetings, and create invoices through a unified MCP-enabled workflow.