Sample MCP suite showcasing STDIO and HTTP streaming servers and a Next.js frontend to consume an OpenAI-backed MCP.

Cross-language protocol framework enabling chat-like agents with SSE and STDIO integrations, multi-language clients, and test-ready tooling.

Unifies multi-media tracking with cross-type recommendations and secure remote access.

ChartIQ-integrated tool that exposes websocket-backed chart control and CLI commands for symbol search and series management.

Open-source framework enabling modular, secure access to tools and data via a client-host-service architecture.

Real-time, cross-platform system metrics delivered to MCP clients with phase-1 performance and Claude Desktop integration for seamless workflows. It aggregates CPU, GPU, memory, disk, network, and process data with actionable insights and robust diagnostics, enabling efficient monitoring of LLM deployments.

Go-based code search and extraction tool leveraging Elasticsearch and ast-grep for precise pattern matching and block retrieval.

Shows five canonical conversion patterns to expose services as MCP tools with TS schemas and Claude Desktop support.

Real-time, multi-source market data with live quotes, historical data, indicators, and news, featuring intelligent caching and automatic failover.

An insecure demonstration exposing misbehaving tools and dynamic tool behavior to explore edge cases in MCP tool orchestration and discovery.

TypeScript-based framework that blends Playwright with AI-driven test generation, reusable page objects, and environment-driven config for robust end-to-end automation.

CLI-driven tool to discover, configure, and publish AI data connectors with IDE-ready workflows.

BrightData-powered web scraping platform with Google ADK integration, 50+ tools, real-time proxies, and an AI-driven agent for efficient data extraction.

LangGraph-powered multi-agent cover letter generator using MCP fetch, Brave search, vector resume matching, and style-driven writing for tailored applications.

Spring Boot starter enabling read-only PostgreSQL access via a Model Context Protocol over STDIO with dynamic table schema discovery.

Bridge LLMs with Notion pantry to manage inventory, recipes, and shopping lists with auto-updates.

Modular platform automating financial risk and regulatory compliance with autonomous agents, RAG retrieval, and regulation document indexing.

A MCP-powered assistant that searches arXiv, organizes results by topic, extracts metadata, and enables interactive Q&A for efficient literature review.

A principled tooling suite for debugging test failures with structured analysis and standardized error reporting.

Federates and proxies model contexts from multiple upstream sources into a single, unified access interface.

Real-time Solana analytics with token discovery, whale tracking, DeFi intelligence, and sentiment analysis for informed investing.

A fast, token-authenticated MCP server for SonarQube that exposes auth, project data, and metrics via a standardized interface.

Mac-native music control for streamlined playback and volume management via a single, lightweight interface—list tracks, play, and adjust volume with automation-friendly commands.

This project demonstrates how to integrate ChatGPT with the Model Context Protocol (MCP) to extend AI capabilities with external tools.