content-matching

UCFP is a high-performance, multimodal content fingerprinting framework written in Rust

[THIS PROJECT IS NO LONGER MAINTAINED] Fighting against piracy on the web

The strsrch function is a JavaScript and Node.js function that is part of the DropSuit NLP library. It is designed to search and match patterns in arrays of question and answer inputs and outputs using equality or substring inverse content matching. It's open-source and available under the Apache License 2.0.

A new package enables users to provide text inputs and receive reliably structured responses that clearly present key information with confidence indicators, reducing misunderstanding and overconfiden

AI image understanding & content matching — Vision metadata, semantic embeddings, mismatch guard, and article-to-image ranking with cost tracking.

AI-powered tool to match brand-approved images with content using CLIP embeddings

VisiParse is a Python-based AI system that matches images to blog content. Using Gemini Flash and Ollama embeddings, it extracts structured metadata, runs dense vector searches, and applies multi-layer validation to filter low-confidence or mismatched images. It also features cost tracking and REST APIs for human-in-the-loop audit review.