Composable, pure tool factories with HTTP and stdio transports, unified config, and EDN-backed proxies.

Formally verified high-dimensional algebra toolkit enabling zero-divisor analysis and Cayley-Dickson/Clifford computations.

FastMCP-driven, metadata-rich audio ingestion with embeddings and production-ready Cloud Run deployment, setting itself apart through robust architecture and A2A integration.

Standalone data dictionary toolset for Mozilla Glean telemetry with app discovery, metric search, and full metric definitions.

Lightweight Python demo showcasing dynamic tool usage and agent orchestration via the Model Context Protocol for practical experimentation.

Auto-generates 665+ FMC API tools at runtime from OpenAPI, enabling Claude-based control with zero manual coding.

Exercise: Integrate Model Context Protocol with GitHub Copilot

A practical guide integrating MCP with GitHub Copilot for context-aware code generation and modular JavaScript workflows.

Ready-to-run services with per-namespace isolation, device-flow authentication, and reusable tools for GitHub, Outlook, Slack, browser, and desktop integrations.

Lightweight Model Context Protocol-inspired framework enabling dynamic context management, modular prompts, and Sabrina AI integration.

Model Context Protocol

A modular .NET MCP server suite offering NoAuth, API Key, and EntraID Bearer auth with ready-to-run sample tools.

Lightweight Python-based protocol hub enabling flexible model-context exchanges with multi-transport testing.

Exercise: Integrate Model Context Protocol with GitHub Copilot

Model Context Protocol clients and servers examples

Education-focused integration enabling Artifex Engine to interact with LLMs via Ollama bridge and a REPL client for experimentation.

Natural-language access to Datadog data with secure defaults, multi-transport support, and region-aware customization.

Rust-based MCP server offering time tools, dual transport (stdio/http), MCP 2025 compliance, and optional OAuth2 authentication with rich timezone support.

Vercel-based template for model context protocol integration with sample tools, TypeScript SDK, and Fluid compute for scalable prototyping.

TypeScript implementations exposing US weather, global forecasts, and greeting utilities for Claude Desktop, Cursor, and VS Code.

Unified, documentation-first tooling for Spica data management across buckets, identities, policies, keys, and functions with IDE integrations.

Unified AI desktop workspace blending cloud and local models with visual MCP management and RAG.

MCP server enabling AI models to query location attestations via Astral GraphQL with persistent context and flexible endpoints.

Safety-focused MCP server enforcing strict path validation, protected patterns, and atomic batch deletions within allowed directories.