Mm – Unix tools (find/cat/grep) rebuilt for the multimodal era
Fast, multi-modal context for agents. Familiar UNIX tools (find, grep, cat, wc) with multi-modal powers. Rust-core speed, Python dev-ex.
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mm-ctxFast, multi-modal context for agents.Familiar UNIX tools (find, grep, cat, wc) with unfamiliar multi-modal powers. A Rust-core CLI that indexes, searches, and extracts content from images, video, audio, and documents at speed.$pip install mm-ctxInstall from PyPIRead the Docsmm · multi-modal cliv0.5.3mmbench-tiny · 700 files · rust core · pyo3 bindings98ms3.59Gbpsmean latency · peak throughput · mm find · 700 filesCommandPurposeMeanBpsmm find .list files, like fd98.2 ms3.6 Gbpsmm wc .count tokens for LLM context109 ms3.2 Gbpsmm sqlquery metadata + chunks151 ms2.3 Gbpsmm greptext + semantic search143 ms2.3 Gbpsmm cat <img>image caption + object detection1.76 s4.2 Mbpsmm cat <video>video keyframe captioning + summary1.58 s172.1 Mbpsmm cat <pdf>PDF text extraction1.75 s1.6 Mbpsmm cat…
Excerpt limited to ~120 words for fair-use compliance. The full article is at Vlm.