feedback-one is an open-source MCP server that facilitates interactive user feedback and command execution for AI-assisted development. It supports both web and desktop interfaces, features intelligent environment detection, and is cross-platform compatible. Ideal for developers integrating feedback loops into AI workflows.
In the Infrastructure & Backend space, feedback-one takes a focused approach. Enabling developers to collect interactive feedback and execute commands in AI-assisted development environments. feedback-one is an open-source project aimed at developers. The project is open source (MIT License). It runs on the command line, the web, macOS, Windows, and Linux, and it can be self-hosted.
Minidoracat builds and maintains feedback-one, and the product first shipped in 2026. Across PulseGate's embedding index, feedback-one has few near neighbours, marking it as relatively distinct. Among its 7 catalogued features are interactive feedback, command execution, and dual interface. It exposes integrations via an MCP server.
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