Model Context Protocol

Open protocol unifying LLMs with diverse data sources and tools via streamlined middleware.

model context protocol

LangChain-powered toolkit coordinating web search, weather, and file operations through Docker-based tools for advanced reasoning.

An intelligent MCP agent leveraging LlamaIndex and GPT-4o, with real-time web search via Serper for up-to-date answers.

Tool-driven AI chat enabling external actions like Twitter posting via a registered tool, with real-time communication and external API integration.

Minimal, secure, bidirectional data integration enabling data exposure and AI tool connectivity with cross-tool context preservation.

Model Context Protocol experiments

Natural-language data operations with Cassandra via Claude Desktop, enabling safe CQL execution and schema management.

Public tool discovery with lazy authentication and a Canvas data proxy to fetch courses, assignments, discussions, and PDF text extraction.

Modular TypeScript framework enabling LLMs to access data, perform actions, and craft prompts via a standards-based context protocol.

Flask-based gateway enabling Spotify playback, volume, and playlist management with OAuth and command execution.

Lightweight, modular context platform enabling smooth actor communication and extensibility through plugins.

Bridge enabling AI assistants to access Onspring data via Model Context Protocol, supporting app discovery, records, queries, reports, and file retrieval.

Puente entre Processing y Claude mediante MCP para control de sketches por conversación natural, con creación y actualización de sketches.

Local content hub exposing Mike Creighton's website pages as reusable resources for AI collaboration and content strategy.

All-in-one Solana access toolkit empowering AI agents with 38 tools, DeFi, NFTs, and Web3 capabilities.

Offers a standardized interface to manage CloudWatch Logs via AI assistants, supporting groups, streams, events, and Insights queries with optional read-only mode.

Exposes Go docs and module listings through MCP, offering official Go references with simple setup for AI-assisted code understanding.

Model Context Providers Dynamic Discovery, MCP-Discovery is a network protocol suite and specifications describing computational models proactive dynamics to discover distributed endpoints of context providers operating on messages containing either document-oriented or procedure-oriented information.

Fetches web pages through a Model Context Protocol bridge, converts them to Markdown for clean viewing in Zed, and exposes configuration for user agents and robots.txt handling to balance accessibility, privacy, and compliance across diverse sites. It also supports custom headers, caching hints, and graceful fallbacks when content is unavailable.

A lightweight protocol-based data provider exposing current week dates and today’s date.

Minimal toolkit for Model Context Protocol servers, offering utilities and adapters to streamline integration.

Exposes weather workflow as tools with SSE transport and a simple direct API, enabling conversational weather summaries via LLMs.