embeddings-cli is a command-line tool that transforms embedding vectors from language models into an explorable semantic landscape. It enables users to survey a corpus, inspect semantic regions, neighborhoods, directions and gaps, and compare different embedding models. It also supports a Surveyor agent that runs structured experiments against the embedding space and generates an evidence-backed Atlas of findings.
embeddings-cli is an AI & ML product. It focuses on understanding and exploring the geometry of meaning in high-dimensional embedding spaces produced by different models. embeddings-cli is an open-source project aimed at developers. The project is open source (Apache-2.0). The product ships for the command line.
embeddings-cli first shipped in 2026. Among its 5 catalogued features are Semantic Mapping, Corpus Survey, and Model Comparison.
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