WA State Legislature data hub offering bill tracking, schedules, sponsor lookups, and AI-friendly bill content access.

PostgreSQL-focused data access tool enabling AI models to query tables and schemas via structured JSON.

Cross-platform C++20 SDK delivering simple and advanced MCP APIs with support for tools, prompts, resources, sampling, and real-time messaging over Stdio and StreamableHTTP transports; highlights protocol compliance, rich tooling, and seamless integration with Poco and JSON libraries for scalable, production-grade implementations. Ideal for enterprise-grade agents, clients, and tooling today.

Google Scholar data discovery and author profiling via Model Context Protocol tooling, enabling LLMs to search articles, fetch author data, reconstruct citation graphs, locate arXiv mirrors, and explore profiles, all with a lightweight front-end and Docker-ready deployment for quick experimentation and MCP client integration.

Node.js-based MCP server delivering contextual product data, policies, and FAQ-driven AI assistance for ecommerce workflows.

Unified framework to bind diverse tools, APIs, and platforms to chat agents via a single interface, enabling consistent access and cross-model collaboration.

Schema-driven access to ACC Issues API with 3-legged OAuth, smart field mapping, and caching for efficient NL issue management.

Experimental Model Context Protocol integration for AKHQ enabling AI assistants to connect and collaborate within Kafka monitoring workflows.

Demo integration enabling LLMs to query ERDDAP search, retrieve metadata, and access tabledap data via a Python-based workflow.

Java-based MCP server providing Excel-focused operations with consistent header-to-column mapping, multi-sheet support, and on-demand caching for faster repeated access. Enforces workspace isolation via MCP_WORKSPACES and exposes a compact API surface for reading headers, rows, and sheet metadata. Designed for scalable deployment and easy integration with clients like Claude Desktop.

Compact weather data demo featuring an LLM-powered chatbot, Cursor/Claude integration, and cross-platform build guidance for rapid experimentation.

MCP 模板和指南集合，用於快速開發 Model Context Protocol (MCP) 服務器（server）。

Modular Python tool automating Red Hat KB searches with Playwright, enabling login, configurable queries, and Claude Desktop integration.

Experimental bridge enabling Claude-based LLMs to query SpiceDB permissions, schemas, and relationships via HTTP API with tracing and write validation.

Android-based healthcare app delivering FHIR SDC forms and AI-guided chat with Model Context Protocol for secure, efficient clinical data handling.

An Aseprite plugin enabling AI-guided drawing via a lightweight LLM bridge, featuring basic drawing operations and cross-language orchestration.

Lightweight, Ainu-focused translation tool with plug-and-play npx setup and extensible vocab via a simple JSON config.

Modular Elixir toolkit enabling LLMs to call tools and access contextual data via pluggable adapters.

Unified MCP server enabling AI-driven access to Kaltura's media tools with Docker-ready deployment and comprehensive media, category, and user management.

German-language agent example showcasing tool provisioning via web and Wikipedia search plus daytime lookup.

Fetches RubyGems metadata via rubygems.org API, offering gem info, versions, dependencies, and owners for seamless integration.

Vendor-agnostic Python client enabling standardized prompts, structured responses, and chain-of-thought reasoning across multiple LLM backends.

Custom MCP servers

Playwright MCP server