RAG-powered document search with vector storage via Qdrant using Ollama or OpenAI embeddings.

A visual review tool that compares before/after UI edits via screenshots and AI-driven feedback to verify alignment with user requests.

TypeScript implementation for Canva-driven content creation: data parsing, templates, bulk designs, exports, and scheduling, with strong type safety via Zod.

A collection of reference MCP implementations showcasing secure tool access and extensible prompts for LLM workflows.

A FastAPI MCP server that provides real-time weather data and forecasts for cities worldwide using natural language queries and OpenWeatherMap API.

Playing around with ModelContextProtocol

A Model Context Protocol (MCP) server allowing URL indexing requests via the IndexNow protocol. This server acts as a bridge, enabling MCP-compatible clients (like IDEs or AI assistants) to submit URLs to search engines using the IndexNow protocol for potentially faster content discovery and indexing.

mcpを試す　https://modelcontextprotocol.io/quickstart/server

Standalone tool that runs axe accessibility scans on URLs using Playwright, with configurable options and seamless client integration.

Weather-focused context protocol tool processing climate requests with an inspector for debugging and rapid TSX testing.

Unified access to data.gouv.fr's tabular API with metadata, profiles, paginated data, search, and API documentation.

OpenWeatherMap-powered weather data platform delivering current conditions, 5-day forecast, and city comparisons via scalable AWS workflow.

Semantic search over Typst docs via local embeddings, vector database, and targeted tooling.

Web search via Perplexity API integrated with Claude desktop, featuring recency filters and a simple search prompt.

Dedicated MCP server that scrapes Khaleej Times headlines and full articles via simple tools and CLI integration.

UTC sunrise/sunset calculator with polar day/night detection, Docker-ready PHP 8.4, MCP-compatible.

AI-powered data injection into PostgreSQL with schema-aware generation, validation, and analytics for efficient AI-driven testing workflows.

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

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

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.