Proof-of-concept integration with Claude-friendly prompts, featuring quick setup and practical workflow demonstrations via Python tooling.

A suite enabling DANDI search, NWB analysis, OpenNeuro integration, and advanced plot insights within a modular, plugin-driven workflow.

Lightweight data provider exposing Hacker News tools: top/new/best stories, story details with comments, user profiles, and Algolia-based search.

🚀 A starter template for building Prometheus Protocol MCP servers in Motoko. Optimized for one-click deployment on the ICP Ninja online IDE.

Security-focused analyzer and linter tailored for MCP tooling, surfacing vulnerabilities and enforcing best practices.

Weather-focused workflow enabling local LLM calls via FastMCP with Claude and Cursor integration.

Modular platform for intelligent document understanding combining Gemini Vision-based classification with rule-based and LLM approaches, STDIO tooling, and a roadmap toward extraction and knowledge graphs.

CLI tool for discovering, installing, and auto-configuring Model Context Protocol packs with a curated registry and Claude Code integration.

Unified MCP-based security toolkit enabling conversational control of tools with structured, actionable results.

Lightweight observability toolkit delivering real-time metrics, automatic instrumentation, and tool-level analytics for Model Context Protocol deployments.

Versatile integration enabling real-time SpacetimeDB access, live data subscriptions, schema introspection, and reducers with secure auth.

Lightweight MCP server that tracks TODOs by file and line, persisting in JSON and integrating with MCP clients.

A compact MCP server that aggregates Voiceflow and Claude Code documentation for AI assistants. It indexes sources locally, delivers fast full-text search with BM25, and exposes focused tools for finding, retrieving, and exploring content. Ideal for knowledge bases and developer workflows requiring cross-source access.

Automates personalized cold outreach by parsing job postings, generating tailored emails with AI, and managing Gmail drafts and sending.

AI-powered organizer analyzes and categorizes screenshots using OCR and vision, enabling fast, automated folder organization

Fetches GitHub data for Rust and Slint, caches locally, and offers six targeted MCP tools.

Browse AI Hub datasets, fetch details, search by keywords, and guide dataset downloads with Claude Desktop integration.

Diverse edge function examples showcasing Hono, mcp-handler, mcp-lite, and SDK patterns with authentication, streaming, and dynamic tool loading on Supabase.

Comprehensive testing and debugging toolkit with smart snapshots, a test client, and safe logging for Model Context Protocol implementations.

Self-contained robotics knowledge hub with offline data, dual HTTP/stdio interfaces, 15+ frameworks, 13+ robot types, 20+ learning resources, and robust tests.

Exercise: Integrate Model Context Protocol with GitHub Copilot

Exercise: Integrate Model Context Protocol with GitHub Copilot

Generic, extensible MCP server enabling context-aware orchestration with pluggable adapters and privacy-preserving negotiation.

Python-based context orchestration with modular plugins, secure sharing, and policy-driven access, enabling dynamic, auditable interactions across agents and tools.