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Detect duplicate, near-duplicate, and stolen content across text, code, images, audio, and video. Reliably. At scale.
UCFP is a production-grade content fingerprinting framework that lets you identify exact matches and perceptual similarity—even when content is cropped, paraphrased, compressed, trimmed, or lightly edited
UCFPDeterministic fingerprints for text, media, and docs.
Ashutosh Kumarleft a comment
Hey Product Hunt 👋 I built UCFP because most “content similarity” tools stop at either string matching or embeddings — and real systems need both. UCFP is structured as a clear pipeline (ingest → canonical → perceptual → semantic → index → match) so exact matches, paraphrases, and semantic similarity are handled explicitly, not conflated. It’s text-only for now by design. Other modalities come...
UCFPDeterministic fingerprints for text, media, and docs.
BlipMQ is a blazing-fast, embeddable message bus built in Rust. Designed for modern infra and microservices.
BlipMQUltra-light rust message bus