A developer shows how to wire Claude Code to a Google Search MCP server from Ace Data Cloud, enabling terminal-based searches without breaking workflow. The setup uses the `serp_google_search` tool vi…
AWS released the open-source Agent Toolkit for AWS, bundling an MCP server and plugins for Claude Code, Codex, and Cursor that give coding agents sandboxed Python execution, IAM-scoped API calls, and …
A developer running a personal agent fleet on a single machine rejected an event bus architecture in favor of a pull-based design, arguing that state is truth while events are rumors. The pull-based a…
Pustak, an open-source MCP server for interactive HTML explainers, demonstrates that developers are misusing the Tools primitive by registering reads as Tools instead of Resources, wasting context and…
Loop Engineering introduces a six-layer architecture for building self-improving AI agents that compound knowledge over time, contrasting closed-loop systems with traditional open-loop agents. The app…
A wave of GitHub issues reveals that Anthropic's Claude Code agent is misreporting its internal state, including hallucinating user messages, ignoring configured models, and reassuring users while run…
A developer built AI2Web, an open-source interoperability layer that lets websites describe their capabilities once in a machine-readable manifest and expose them through multiple AI protocols such as…
An Oracle Apps DBA built a personal 'Agentic OS' that runs AI agents for database administration work with approval gates, audit trails, and cost accounting. The system enforces trust via tool tiers (…
A developer's scan of 4,356 reachable MCP servers found only one compliant with the 2026-07-28 spec, which introduces a stateless core and removes the initialize handshake. The tool mcp-spec-check pro…
E2LLM has open-sourced SiFR (Salience-Indexed Flat Relations), a deterministic browser capture format under MIT license. The format provides structured page perception for AI models without granting a…
An engineer explains why directly wrapping REST APIs as MCP tools is a bad default, highlighting key differences in runtime environments. REST encodes control in application logic, while MCP moves con…
Anthropic's February 2026 study classified 11 collaboration behaviors across 9,830 Claude conversations, forming the AI Fluency Index. A developer built skill-tree, a tool that analyzes Claude Code or…
A developer building a customer support bot encountered context loss issues and adopted the ReAct pattern to maintain conversation state. The pattern, implemented with LangGraph and MCP, uses Reasonin…
A developer explains how to build real AI applications by connecting large language models to external tools via function calling, memory, and the Model Context Protocol (MCP). The LLM acts as a decis…
A developer describes how to turn optimal RAG configurations into a production-ready assistant using RAGFlow, an open-source tool with 80,000+ GitHub stars. RAGFlow's DeepDoc engine preserves document…
A developer built a $0 local AI automation stack combining agentic coding and market data analysis using Aider, Ollama, OpenBB, and MCP servers. The stack runs entirely on free and local infrastructur…
Geludobre released Sovereign AgentOps Community Edition, a self-hosted MCP governance server for AI agents that enforces constitutional policies, generates Ed25519-signed audit trails, and provides EU…
Microsoft is pushing deeper into agentic operating systems with Copilot, MCP-powered agents, and Windows 365 automation, prompting a shift in desktop app architecture. Developers must design apps that…
OpenAI revealed the Codex App Server, a bidirectional JSON-RPC protocol that powers all Codex products including the CLI, VS Code extension, and macOS app, after rejecting MCP for its inability to han…
AlphaAvatar v0.6.4, an open-source self-hostable runtime for realtime multimodal AI assistants, has been released with a new architecture separating core perception, RTC adapters, and agent orchestrat…