{"repo":"jina-ai/jina-grep-cli","free":true,"listed":false,"github":"https://github.com/jina-ai/jina-grep-cli","clone":"git clone https://github.com/jina-ai/jina-grep-cli.git","description":"Semantic grep powered by Jina embeddings v5 (MLX on Apple Silicon)","language":"Python","stars":241,"topics":["apple-silicon","cli","embeddings","grep","jina","mlx","natural-language-search","semantic-search","vector-search","jina-embeddings-v5"],"license":"Apache-2.0","category":"cli-tools","readme_excerpt":"jina-grep Semantic grep powered by Jina embeddings, running locally on Apple Silicon via MLX. Four modes: pipe grep output for semantic reranking, search files directly with natural language, zero-shot classification, or code search. Model Params Dims Max Seq Matryoshka Tasks ------- -------- ------ --------- ------------ ------- jina-embeddings-v5-small 677M 1024 32768 32-1024 retrieval, text-matching, clustering, classification jina-embeddings-v5-nano 239M 768 8192 32-768 retrieval, text-matching, clustering, classification jina-embeddings-v5-omni-small 1.74B 1024 32768 32-1024 retrieval, text-matching, clustering, classification jina-embeddings-v5-omni-nano 1.04B 768 8192 32-768 retrieval, text-matching, clustering, classification jina-code-embeddings-1.5b 1.54B 1536 32768 128-1536 nl2code, code2code, code2nl, code2completion, qa jina-code-embeddings-0.5b 0.49B 896 32768 64-896 nl2code, code2code, code2nl, code2completion, qa Unified MLX checkpoints with dynamic LoRA adapter switching (v5/omni) or single checkpoint with instruction prefixes (code). One base model in memory for all tasks, adapter switching in 20ms. The omni models include vision, audio, and video towers for multimodal embeddings. No PyTorch, no transformers - pure MLX on Metal GPU. Install Requirements: Python 3.10+, Apple Silicon Mac. Usage Two modes: Serverless (default): Model loads in-process, runs the query, exits. No server, no background processes. Uses a unified MLX checkpoint with dynamic LoRA adap","default_branch":null,"files":null,"tree":[],"storefront":"/r/jina-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/jina-ai/jina-grep-cli/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}