Model Context Protocol MCP

Structured, flexible context exposure for LLMs with resources, tools, prompts, and data sources, plus Claude Desktop integration and debugging tooling.

model context protocol intro

A secure, real-time, bidirectional interface that standardizes connectivity between AI systems and external tools, APIs, and data sources.

JavaScript-based client for exchanging structured model context data with backends, emphasizing lightweight updates and extensible schema.

Demo Bun-based MCP server showcasing time-aware, model-agnostic data linkage for dynamic, context-driven conversations.

TypeScript implementation offering PayPal payments, subscriptions, invoices, and user profiles with automatic token refresh and robust validation.

Python-based, async WebSocket integration using FastAPI and Pydantic for context-aware AI interactions, designed for clarity and educational experimentation.

Lightweight Python-based framework for exchanging model-context data with pluggable handlers and extensible pipelines.

Python-first toolkit for presenting and demoing model context across AI workflows with cross-language samples and ready-to-run demonstrations.

Extensible, modular protocol suite that empowers AI assistants to access external data and orchestrate tasks with TypeScript and Node.js.

Open, secure two-way connections between data sources and AI tools with a Ruby-first integration and strong developer tooling.

model_context_protocol

Intelligent routing system that selects specialized AI models per query, boosting efficiency, cost-effectiveness, and accuracy through context-aware orchestration.

model context protocol

Open MCP Server endpoints unify access to tools, resources, and prompts, delivering dynamic context to AI clients. It enables federated architectures, remote servers, and registry-driven discovery for scalable, secure agent workflows.

Unified collection of ready-to-run MCP components spanning task, search, data, and local storage with production-ready Dart and Python variants.

ModelContextProtocol

Python-based context tool with a browser-use component, offering customizable logging redirection to stderr for seamless browser integration.

MCP Experimentation

Unified server enabling dynamic context handling and memory routing with privacy-aware envelopes for multi-agent interactions.

Malaysia prayer times using JAKIM data with city, zone, and coordinates support.

Connect Claude with MongoDB to run queries, aggregates, and CRUD operations directly from conversations.

Chat-friendly discovery of NIH-funded projects and publications with granular filters and rich abstracts.