GitHub PR management toolkit with session-aware workflows, smart caching, GraphQL-driven state, and automated review tools, enabling efficient review cycles with direct links and configurable repo access.

Laravel toolkit for Model Context Protocol integration with streaming, memory, and authentication, tailored for Laravel deployments.

A test MCP demonstrating Claude IA 2025 integration with dynamic context handling and prompt orchestration, highlighting Claude-specific tooling and flow.

Java Spring Boot app with OAuth2 and Keycloak, WebSocket real-time messaging, PostgreSQL with migrations, robust testing, and OpenAPI docs.

An asynchronous Python service providing Amazon SP API access for product data, pricing, and optimized listing recommendations. Multi-user ready with a German marketplace default, it streamlines AI assistant integrations and SaaS workflows while offering straightforward auth, error handling, and testing utilities.

Compact dual-application demo showcasing core protocol concepts with a built-in GPT chat tester.

Solves TSP with DP for small sets and NN plus 2-opt for larger ones, with named inputs, distance calculations, and SVG visuals.

Lightweight Python MCP implementation focusing on AI sticky notes, enabling quick prototyping and flexible context management with SDK integration.

WordPress plugin exposing a single HTTP endpoint with app-password authentication and extensible MCP tools.

Lightweight Node.js client designed to connect to context networks and streamline model context exchange.

A hands-on MCP server exercise focusing on task lifecycle, AI-assisted issue handling, and delete task workflow.

A comprehensive TikTok Ads toolkit offering full campaign, creative, and analytics capabilities with standardized authentication, rate limiting, and strong typing.

CRM-driven data access with customer health, orders, and revenue analytics using artificial data for rapid demonstrations and safe experimentation.

Unified integration enabling Lucene and DataPrime queries with Claude Desktop, templates, context retrieval, and advanced log analytics.

Lightweight TypeScript sample demonstrating context-aware data integration with type-safe adapters and event-driven data flow.

A demonstration project showcasing Model Context Protocol (MCP) server implementation

Scenario-driven host coordinating Model Context Protocol actors with dynamic scenario scripting and cross-environment orchestration. Pluggable backends and lifecycle management enable flexible experimentation.

Lightweight, modular platform enabling scalable model-context sharing with pluggable backends and policy-driven routing.

Minimal OAuth2 implementation for Model Context Protocol usage, storing clients and tokens via WordPress custom post types and REST endpoints.

Lightweight Python tool for generating single or batch UUIDv7 strings via stdin/stdout, ideal for quick workflow integration and testing in development environments.

Python-powered interface bridging AWS Bedrock with MCP, offering a web chat, multi-model access, and MCP-formatted responses for streamlined integration.

An open, modular Claude-based integration enabling secure, scalable context sharing across plugins with extensible connectors and developer-friendly tooling.

Privacy-first, on-device context management for local AI agents with offline operation and persistent state.

A collection of Awesome Projects leveraging Model Context Protocol