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  "text": "We tested whether coding agents with CLI tools are all you need for complex document search and analysis tasks 🧪\n\nOur new SemTools benchmark used 1000 @arxiv papers to compare agents with and without semantic search capabilities:\n\n🔍 Agents with semantic search provided more detailed, comprehensive answers across all question types\n⚡ CLI-based approach proves incredibly powerful relative to the effort - Unix tooling gives agents grep, find, and file system navigation out of the box\n📊 Complex cross-referencing and temporal analysis tasks showed the biggest improvement with semantic search tools\n🛠️ SemTools adds parse (via LlamaParse) and semantic search capabilities directly to command-line agents like @claudeai Code and Gemini CLI\n\nThe combination of existing Unix tools plus semantic search capabilities can often replace more complex RAG setups while being faster to implement and more flexible to use.\n\nRead the full benchmark results and methodology: https://t.co/3LeaejfRWc",
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