Tools

Flux.2-4B-Decoder-Comparator is a local testing application that runs two versions of the FLUX.2-klein-4B image model at the same time to highlight visual differences. It places output from a standard decoder […]

Tidbit is a command-line utility that converts articles, research papers, ebooks, and images into structured text files and training-ready data logs. The tool processes user-provided templates to pull exact information […]

Webmcp connects local language models directly to online data without routing queries through paid cloud services. AuthBits released the project for users who prefer private automation on personal hardware. Running […]

Bordair-multimodal is an open-source test suite featuring over half a million labeled prompts built to evaluate defenses against prompt injection attacks. The collection proves that splitting harmful instructions across multiple […]

Locally Uncensored is a desktop program that runs text, image, and video creation on personal hardware. The tool handles model downloads, detects installed backends, and operates without content restrictions. Developers […]

Model-Database-Protocol (MDBP) provides a secure middle layer that stops large language models from writing raw SQL commands. Instead of generating database queries directly, AI tools now send structured JSON requests […]

OpenEyes is an open-source vision framework designed to give edge devices real-time environmental awareness without relying on cloud servers. The system runs detection, tracking, depth mapping, and control tasks entirely […]

Abook is a self-hosted web application designed to automate the book writing process through coordinated artificial intelligence agents. Four specialized digital workers manage outlining, drafting, editing, and cross-referencing chapters while […]

Scrapedown is a lightweight coding package that turns raw website markup into clean text files while attaching location markers for every visible element. These tags allow language models to draft […]