A developer built their first Model Context Protocol (MCP) server to give Claude Code read access to a local project knowledge base, sharing four lessons about tool design. The server uses the officia…
A developer identified a critical failure mode in the Model Context Protocol (MCP) where agents log success despite tasks never executing. The issue occurs when MCP servers return null results inside …
Testing MCP servers with real AI models is essential because servers that pass wire-level tests can fail when models attempt to use them. A developer explains that the semantic layer—whether a model c…
Agent-mediated commerce is shifting from HTML product pages to structured endpoints like JSON-LD and WebMCP, as agents require efficient, token-saving data access. Google's Universal Commerce Protocol…
BoxAgnts has released a runtime architecture that separates the Model Context Protocol (MCP) layer from a dedicated execution runtime, arguing that protocol standardization alone is insufficient for s…
A developer has published a guide for building a Model Context Protocol (MCP) server from scratch using the bare JSON-RPC 2.0 protocol, bypassing common frameworks to give engineers full control over …
The Model Context Protocol (MCP), an open standard proposed by Anthropic in late 2024, enables websites to expose queryable tools directly to AI agents via JSON-RPC, replacing UI scraping with structu…
A developer built an MCP (Model Context Protocol) server using Spring AI with JSON-RPC and Server-Sent Events (SSE) transport. The implementation enables standardized tool exposure for AI agents by le…
A developer built a local MCP server that provides Claude Code with real PR context, including blame history, linked issues, and structured review formats. The tool reduces PR review time from 90 seco…
Anthropic has developed the Model Context Protocol (MCP), an open-source protocol that enables AI models to directly access external systems such as databases, files, and internal tools for fresh and …
A developer built an AI-orchestrated 3D asset pipeline that converts JPEG images into game-ready GLB files without manual Blender use. The system uses an AI agent operating Blender through the Model C…
A Laravel developer has built a production-grade Model Context Protocol (MCP) server using HTTP+SSE transport, enabling external AI agents to discover, authenticate against, and invoke Laravel-based t…