Hands-on experiments exploring context-rich AI workflows with Gemini integration, inspector tooling, and practical notebooks.

intro into model context protocol

RailTel Model Context Protocol Model

model context protocol demo

Lightweight, extensible platform for standardized model context exchange with pluggable adapters and secure communications.

A full-stack demo showcasing a model-context workflow with SSE transport, Claude integration, and tool calls for guitar recommendations.

A scalable framework for dynamic model context management with pluggable backends and LangGraph integration.

Lightweight inspector toolkit enabling quick initialization, port management, and debugging for model-context workflows.

AI-powered resume analysis and email outreach within a sleek Next.js dashboard.

Real-time quotes extraction with async requests, SSE updates, and structured JSON endpoints for paginated results.

Extends Umbraco with MCP server capabilities to chat with the CMS, manage content, and automate publishing using LLM-driven workflows.

Model Context Protocol

Solana wallet and token balance actions exposed to Claude Desktop via a plugin-enabled agent, with environment-driven config.

ModelContextProtocol_Sample

A read-only data access endpoint for Flight Control leveraging Kubernetes-style selectors and OAuth2 authentication to securely query devices, fleets, and events.

In-memory translation layer that maps memory references to stable identifiers, enabling fast, cache-backed lookups and cross-context consistency for MCP deployments.

Unified A2A-MCP integration enabling seamless intent routing, data access, and modular experimentation.

Fetches Kubernetes docs, converts them to Markdown, and surfaces related pages for fast, contextual exploration.

Type-safe TypeScript starter with sample tool and Zod-based configuration for rapid tool development.

Spring Boot demo fetching Kraken OHLC data with configurable intervals, integrated with Spring AI for AI-assisted data workflows.

An IMAP Model Context Protocol server implementation that enables email interaction through MCP.

Rust-based Kubernetes operator orchestrating protocol contexts with a unified HTTP gateway, automating lifecycles and pool limits.

Productiv-specific MCP server bridging LLMs with Productiv for automated workflows and data access.

Cursor Model Context Protocol (MCP) 配置和管理仓库