Protobuf representation of Model Context Protocol specification

Lightweight FastAPI bridge that attaches contexts to Asana task comments with automatic OAuth, token refresh, and context retrieval.

Python implementation enabling fast, transport-agnostic development for resources, tools, and prompts with secure lifecycle management.

Local MCP-enabled IIS management server delivering real-time updates and seamless MCP host integration for development, testing, and automation.

A .NET MCP server tool exposing serial-number validation via MCP transport, enabling testable, docker-ready workflows.

Lightweight Node.js variant with complete protocol support, versatile STDIO and HTTP/SSE paths, quick start, and extensible resources, tools, and prompts.

Automates discovery of Azure AI Foundry agents and dynamically exposes them as MCP tools with flexible local or web transport.

Open-source platform to centrally manage MCP services with unified endpoints and cross-protocol support.

Real-time context streaming powered by SSE with FastAPI, docker-ready deployment, and simple startup.

Zero-friction ETDI security adds cryptographic tool verification and OAuth-based permissions while preserving compatibility with existing MCP deployments.

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

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.

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

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.

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.