@llama_index
Command-line agents can get you really far in document search and analysis! We tested SemTools, our CLI toolkit for parsing and semantic search, with coding agents like @claude_code on 1000 @arxiv papers. The results show that combining Unix tools with semantic search capabilities creates surprisingly capable knowledge workers. π SemTools adds parse and search commands that let agents handle complex documents with fuzzy semantic keyword search π Agents with semantic search provided more detailed, accurate answers across search, cross-reference, and temporal analysis tasks β‘ CLI access proves incredibly powerful relative to effort - leveraging existing Unix tooling instead of building custom RAG infrastructure π οΈ The combination of grep, find, and semantic search handles a wide variety of document tasks at high fidelity Learn about our SemTools experiment and see the full benchmark results: https://t.co/3LeaejfRWc