{"repo":"Neilblaze/portscope","free":true,"listed":false,"github":"https://github.com/Neilblaze/portscope","clone":"git clone https://github.com/Neilblaze/portscope.git","description":"CLI tool to see & manage what's running on your ports ✨","language":"JavaScript","stars":40,"topics":["cli","dev-server","developer-tools","devops","mlops","observability"],"license":"Apache-2.0","category":"cli-tools","readme_excerpt":"A beautiful CLI tool to see & manage what's running on your ports ✨ WTF is this? 🤔 Stop guessing which process is hogging port 3000! 🛑 Eliminate the operational friction of diagnosing port collisions and orphaned workloads. PortScope is an advanced CLI observability suite that aggregates real-time metrics from active development servers, databases, and system daemons into a high-fidelity control plane. Engineered with heuristic framework detection and native Docker container mapping, it accelerates local debugging by providing intelligent context aggregation, interactive process lifecycle management, and integrated AI orchestration for natural language state querying. [!NOTE] ### An important question to ask is: Why not use a skill.md instead? Well, essentially two reasons, 1. A plain skills.md doesn’t behave well with smaller/local models. They don’t have strong instruction hierarchy or long-context discipline, so they either ignore it or overfit to it. In a tool-driven loop (like this CLI setup), that becomes unstable, because the model can’t reliably separate system intent from user intent or tool state. Also, considering slightly larger setups (think sandboxed REPL-style agents), “skills” are usually mediated through structured tool schemas, guarded execution, and controlled context injection. That layer acts like a safety boundary between the model and the runtime ... and a raw skills.md bypasses that and gets dumped straight into the prompt , so there’s no isolation, ","default_branch":null,"files":null,"tree":[],"storefront":"/r/Neilblaze","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Neilblaze/portscope/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}