Mapbox-powered geospatial toolkit enabling AI agents to geocode, search POIs, route, isochrones, and visualize maps with seamless integrations.

A TypeScript MCP server powering SARS AI Space helper, enabling model context streaming and client integrations with fast development reloads.

A comprehensive API-powered search tool enabling natural language queries for people and companies with rich filters, TypeScript safety, and flexible authentication.

Comprehensive Opsgenie alert management with multi-transport support, notes, logs, and custom details, built on the MCP SDK.

Python toolkit delivering client libraries, utilities, and plugins for MCMAP with auto-discovery and flexible tool execution.

Lightweight Python implementation enabling seamless model-context sharing, dynamic tool integration, and extensible plugin support for AI workflows.

Python-based platform delivering fast context-aware retrieval for diverse inputs, enabling effective spaced repetition with LLM-assisted insights.

A simple workshop which aims to explore usecases of model context protocol (MCP)

NLP engine combining GEMINI 2.5 with a contextual protocol to orchestrate tasks and external tools.

Two-component WhatsApp integration enabling AI assistants to exchange messages, media, and contacts securely through a local bridge.

AI-powered context-driven monetization engine tailored for Qortrola's gaming platform, offering modular prompts and real-time decisioning.

Unified Harvest data access with time tracking, projects, users, and reporting through a modular, well-tested integration interface.

Modular MCP-powered chatbot routing queries to math, weather, and research servers with config-driven extensibility.

AI-powered Wikipedia article summaries delivered through a context-aware workflow. It combines OpenAI capabilities with LangChain adapters to produce concise, context-aware briefs tailored to each article, enabling reliable knowledge extraction for assistants, educators, and research workflows.

Azure DevOps MCP Server - Python package for Model Context Protocol server implementation

Kakao Maps-powered MCP server offering geocoding, place search, and traffic-aware routing with multi-destination optimization for Korea.

Programmatic PowerPoint creation via HTTP with slide layouts, bullets, and metadata, container-ready for Azure deployment with MCP integration.

Generate AEM components, templates, dialogs using LLM prompts via Model Context Protocol

Enterprise-grade Gmail integration in Java leveraging Spring Boot and Spring AI for secure automation and enterprise workflows.

CLI-driven integration harness leveraging Summer of Making's unofficial API for fast project search, cloning, and content retrieval.

Python MCP exposing Airtable operations through a gateway to enable LLM-driven data orchestration and record management.

AI-powered semantic and keyword hybrid search across Documenters data with real-time sync and rich city-level context.

Delivers three specialized web search tools for timely results, developer depth, and intelligent debugging guidance.

Public API integration example combining weather and tourism data through a Java/Spring workflow with simple JSON-based configuration.