... benchmark to see how well @Claude Code actually refactors legacy code alone and then redid the same test, but this time with code-health guidance via MCP server. To limit any vendor bias, we used a public data set of 25,000 source code files from competitive programming, including carefully crafted unit tests.  We assessed agent correctness by running those tests.  We measured the Code Health impact using CodeScene. (See our research  Code for Machines, Not just ... ... Humans  for more details on the methodology and data) Claude Code that was MCP-guided

... months, our most requested feature at Murror was a chat function. Users wanted to talk to the AI the way they talk to a friend. It seemed obvious. Every competitor had it. Every feedback form mentioned it. So we built it. And within two weeks, our core metrics started dropping. Session length went down. Return rate went down. The thing users said they wanted was actively making the product worse. Here is what we discovered when we dug into ... ... emotions, they started treating it like a customer service bot. "Fix my anxiety." "Tell me why I'm sad." The entire dynamic shifted from self-discovery to outsourcing their emotional processing. The original experience, which was more structured and guided

... Tools & Video Marketing After helping over 15 million creators optimize their channels since 2014, we've distilled our most effective approach into this comprehensive framework. Based on our Audience Understanding methodology and validated by YouTube's official creator guidelines , this guide

... Exploring a new city is exciting, but what if you could have a personal guide in your pocket one that tells the best stories, shares hidden gems, and makes every trip unforgettable? That s exactly what Wingman Studio enables. It helps influencers, tour guides

... will use in our launch next week - decide your favorite below Interested in seeing the USP in action? Follow our launch by signing up here: https://www.producthunt.com/prod... Key USPs 1. Finish your first book with our AI-guided platform that mirrors your writing style 2. Helping first-time writers finish their first book with our easy to use AI-guided