Anthropic introduced and open-sourced the Model Context Protocol (MCP), an open standard that enables AI applications to communicate with external tools, resources, and systems in a standardized manne…
A developer built and deployed a Retrieval-Augmented Generation (RAG) system to the cloud using Render and Supabase. The system uses pgvector for vector search and is accessible via an MCP server host…
A developer built a reusable tool server using the Model Context Protocol (MCP) to expose pgvector search functions as a standalone server that any LLM client can connect to. The implementation uses F…
A developer built an MCP server in under 100 lines of Python that connects Claude to GitHub and DEV.to APIs, enabling natural language commands to manage repositories and articles. The server exposes …
A developer built a Python MCP server from scratch that integrates with the GitHub API, demonstrating how to define tools, resources, and prompts using the Model Context Protocol. The server, which ca…
A tutorial demonstrates how to build a Python MCP server using FastMCP that wraps a corporate REST API into three typed tools—search_customers, get_order, and create_support_ticket—enabling LLMs like …
A developer built health4.ai, an open-source iOS app and MCP server that gives Claude Code and other AI agents access to Apple Health data. The app syncs HealthKit data to a user-controlled Postgres d…
A developer built a bridge to connect ChatGPT's custom MCP connectors with the local web scraping tool CrawlForge, since ChatGPT requires remote servers. The solution uses a thin FastMCP wrapper that …
Anthropic's Model Context Protocol (MCP) standardizes how LLM-powered applications connect to data sources, replacing custom integrations with a single interface. The protocol uses JSON-RPC 2.0 and su…
A developer built a read-only SQLite MCP server in Python to allow AI agents like Claude Desktop to query databases without write access. The server uses two independent layers of protection: opening …
A developer and their team built a functional MCP server prototype using FastMCP to let AI assistants interact with an accounting API through natural language queries. The server wrapped API endpoints…
The Model Context Protocol (MCP) is an open-source standard built on JSON-RPC 2.0 that unifies how AI agents connect to external systems, eliminating the need for custom integrations for each data sou…
A developer has built a "render-html-mcp" tool, an MCP server that pops up a standalone desktop browser window to display HTML or Markdown content. The Python-based server uses the FastMCP framework a…
Semble Cloud, a tool that adds semantic code search to Claude Code via a single command line, requiring no setup, API keys, or configuration. It wraps the open-source Semble semantic search engine int…