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.

Modular AI agents enabling math, impact analysis, web crawling, and automated test case generation using Groq models.

Ruby-based, bounded filesystem MCP server with optional authentication and strict root boundaries for secure, scoped operations.

Lightweight GA4 integration component enabling MCP data exchange with pluggable adapters for rapid prototyping and testing.

Anchors agent tools, trust registries, and attestations on-chain using Cosmos SDK and Ignite for scalable Web3 ecosystems.

CLI to chat with Gemini, discover and invoke tools via configurable endpoints, and embed local files for richer prompts.

Docker-ready ARM Data Quality Report integration with Claude Desktop for API-based datastream queries.

Dual-protocol retrieval backend enabling seamless Model Context Protocol and Google Agent-to-Agent workflows with a unified knowledge retrieval layer.

High-performance Word document tool with large-table support, rich text formatting, batch operations, and Chinese-friendly processing.

Open protocol guide showcasing standardized data access, modular integrations, and secure workflows for AI agents.

Albion Online context provider streams in-game data to AI agents, enabling dynamic decisions and seamless data integration.

MacOS-focused clipboard tool enabling text and image capture with AppleScript-backed operations and base64 output.

Create 3D models in Blender using natural language from VSCode via Model Context Protocol (MCP). Includes setup guide and examples.

A TypeScript-based example showcasing multi-plugin processing, full context management, diverse content-type handling, and configurable models with an integrated test client.

Transforms code TODOs into persistent, AI-assisted tasks with local storage and protocol support, featuring a modern UI and external integrations.

MCP service that extracts text from diverse file formats using auto-managed Apache Tika, with strict directory access control and safe deployment.

A locally hosted MCP server enabling secure wallet-based auth, confidential data tooling, and Claude integration with iExec.

Real-time Rust tooling via MCP offering syntax checks, linting, formatting, tests, and builds with workspace support and IDE integration.

Automates context provisioning via Homebrew taps with modular adapters for rapid, reproducible setups.