Unified access to Superops GraphQL docs with search, type insights, and automatic request generation.

Lightweight Go library to expose AI-accessible tools via HTTP with a simple, extensible tool API.

Hybrid real-time voice assistant enabling local and remote tool access with Home Assistant on Raspberry Pi.

Proof-of-concept toolchain enabling AI assistants to interact with CockroachDB—querying data, managing schemas, and monitoring clusters via JSON-RPC.

Privacy-first, offline OS control via natural language, with sandboxed execution and no data leaves device.

Practical MCP server starter with tool discovery, capability negotiation, and streaming results across stdio, HTTP, or WebSocket.

Type-safe address validation and standardization using USPS with OAuth2, designed for AI tool integration and reliable error handling.

Exercise: Integrate Model Context Protocol with GitHub Copilot

Exercise: Integrate Model Context Protocol with GitHub Copilot

Exercise: Integrate Model Context Protocol with GitHub Copilot

Exercise: Integrate Model Context Protocol with GitHub Copilot

Prototype MCP-based RAG chatbot with modular agents coordinating ingestion, retrieval, and LLM responses across multi-format documents.

Developer Guide on Model Context Protocol

Demonstrates MCP integration with Copilot for richer prompts, context sharing, and persistent session state.

Exercise: Integrate Model Context Protocol with GitHub Copilot

Exercise: Integrate Model Context Protocol with GitHub Copilot

Exercise: Integrate Model Context Protocol with GitHub Copilot

FastMCP 2.0 demo server with minimal boilerplate, showcasing system metrics, mock data, and ready-made templates for prompts and reports.

Research Model Context Protocol

Model Context Protocol

MCP presentation

Open standard connecting LLMs with tools and data via JSON-RPC 2.0; multi-transport, tooling, and developer-friendly inspector.

Java-based framework enabling modular context sharing and seamless agent collaboration with pluggable memory and a lightweight API.

Cloudflare Workers-based MCP server offering auditable mathematical tools and safe URL extraction for offline or restricted LLM workflows.