A protocol for standardized context sharing and negotiation across language model components.

Compact, extensible example persisting notes, exposing latest item, and summarizing content via prompts.

Distinct, modular server enabling deterministic, context-aware prompts and seamless tool integrations for scalable AI workflows.

A lightweight, protocol-agnostic framework enabling stable model-context interactions and modular prompt composition.

Model Context Protocol

Real-time stock quotes, profiles, and symbol search with Finnhub, enhanced by caching for efficient LLM access.

Model Context Protocol

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

Backend proxy that lists tools publicly and authenticates only upon execution, enabling discovery with secure on-demand access.

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.

CloudWatch Logs MCP server exposing log group/stream/event tools, Insights queries, and optional read-only mode for safe AI access.

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.

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

TypeScript-based integration gateway enabling PayPal payments, invoicing, subscriptions, and product management via a standardized interface.

Express-based integration enabling AI assistants to search Spotify data, fetch artists, tracks, and playlists with user authentication.

Model Context Protocol Servers written in different languages by me to use along with Claude, Cursor, and other apps

AI-powered analysis of git commits that summarizes changes, extracts metadata, and automates structured insights for teams and release workflows.

An open bridge connecting Pokemon data to language models via the Model Context Protocol with fast access and rich details.

Lightweight, privacy-first context routing with modular adapters and secure pluggable deployments.

A marketplace for Model Context Protocol (MCP) services that integrates with Claude and other AI assistants

Enables AI agents to access Fireflies transcripts, perform retrieval, advanced search, and concise summarization.

Secure, scalable Claude MCP bridge enabling seamless context sharing and adaptable routing across diverse MCP deployments.