A developer describes how Model Context Protocol (MCP) servers have transformed their AI workflow, enabling AI models to interact with external systems like GitHub, filesystems, PostgreSQL, Slack, and…
A developer shares five patterns for designing tools that large language models can reliably call, based on lessons from the Claude Certified Architect Foundations exam. The patterns include writing t…
Anthropic's Model Context Protocol (MCP) aims to become a universal standard for connecting AI models with data sources and tools, analogous to USB for chargers. The protocol separates architecture in…
Cambium AI launches an open-source research orchestration platform that turns one researcher into a team of AI agents while enforcing human checkpoints at eight critical gates. The system, built as a …
A developer built and published three production-ready MCP servers to PyPI and GitHub: crewai-web-search-mcp, code-review-automation, and document-intelligence-server. The servers enable AI agents to …
A developer found that using Claude Code to generate Godot 4.x game code, as demonstrated in a Qiita tutorial, leads to 'Skeleton Implementation'—code that works initially but becomes unmaintainable d…
A developer discovered a critical access control vulnerability in their own MCP governance layer, Warden, where redacted fields could leak through query filters. Existing security scanners failed to d…
A developer built a complete RAG system from scratch using pgvector, Gemini embeddings, and MCP, covering setup, indexing, ingestion, search, and multi-step agents. The series concluded with deploymen…
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…
GitHub Copilot for Jira went generally available on June 25, 2026, enabling developers to assign a Jira ticket to Copilot and receive a pull request without leaving Jira. The agent reads tickets, link…
A developer released Ocarina, an open-source tool that allows users to automate and test MCP servers using YAML-based playbooks called Rondos, without requiring an LLM. The tool enables step-by-step e…
A developer detailed how they configured Claude Code with 26 production subagents, a CLAUDE.md contract, MCP servers, and hooks to transform the AI from a forgetful junior into a reliable senior team.…
Linear lacks an official command-line interface, leaving the ecosystem to community-built CLIs like schpet/linear-cli and linctl, which track an API they don't own. Radial, a competing issue tracker, …
Nirnam, a browser-native message bus and AI agent framework for micro-frontends, has been released as an open-source npm package. It provides a three-layer hybrid message bus enabling pub/sub, request…
APX, the local runtime and tooling layer for the APC portable context layer, introduces `apx mcp check` to debug shadowed MCPs by showing source files, active entries after merge, and conflicts. The c…
Developer Sorin launched Tamadoggo, a warm AI-powered pet journal app that logs health, food, and memories without clinical guilt. The free tier is complete, with Pro offering extras like multi-pet su…
Mcpify, a new open-source CLI tool, lets developers turn any REST API with an OpenAPI spec into an MCP server with a single command, eliminating the need for hand-written tool wrappers. The tool autom…
A developer released hypequery, a type-safe semantic layer for ClickHouse that compiles to SQL and runs as a library without additional infrastructure. The tool allows defining metrics once and reusin…
Meta released Astryx, an open-source React design system in beta, featuring a CLI and MCP server that enable AI agents to scaffold and document UIs. Built on StyleX and tested internally for eight yea…
A developer built devops-mcp, a mode-based MCP server that lets AI assistants like Claude Desktop, Cursor, and Windsurf operate Linux servers with restricted permissions. The tool enforces a consent g…