Sponsored by Deepsite.site

File Search Assistant with LLM Integration

Created By
Code-Trees7 months ago
Learn how to: ✅ Build a file-search AI using natural language queries ✅ Create embeddings from local Linux files using Hugging Face models ✅ Integrate Gemini API (Google AI Studio) into your local apps ✅ Use MCP to control multiple agents with server-client architecture ✅ Apply cosine similarity, asyncio Python, and more!
Overview

Agentic_search is a file search assistant that integrates Large Language Models (LLM) to enable intelligent file searching using natural language queries in Linux systems.

To use Agentic_search, clone the repository, install the dependencies, configure your environment variables with the Gemini API key, and run the main application to start searching for files using natural language queries.

  • Natural language file search queries
  • Semantic search using BERT embeddings
  • Integration with Gemini LLM for enhanced query understanding
  • MCP server for efficient file system operations
  • Automatic inference of file extensions
  1. Finding specific files based on natural language descriptions.
  2. Searching for documents or scripts in a Linux environment.
  3. Enhancing productivity by quickly locating files without remembering exact names.
  • What programming language is used for Agentic_search?

The project is developed in Python.

  • Do I need a GPU to run Agentic_search?

A CUDA-compatible GPU is optional but recommended for faster processing.

  • How does the semantic search work?

It uses BERT embeddings to understand the context of the search queries.

Recommend Servers
TraeBuild with Free GPT-4.1 & Claude 3.7. Fully MCP-Ready.
Zhipu Web SearchZhipu Web Search MCP Server is a search engine specifically designed for large models. It integrates four search engines, allowing users to flexibly compare and switch between them. Building upon the web crawling and ranking capabilities of traditional search engines, it enhances intent recognition capabilities, returning results more suitable for large model processing (such as webpage titles, URLs, summaries, site names, site icons, etc.). This helps AI applications achieve "dynamic knowledge acquisition" and "precise scenario adaptation" capabilities.
Amap Maps高德地图官方 MCP Server
Tavily Mcp
Serper MCP ServerA Serper MCP Server
MCP AdvisorMCP Advisor & Installation - Use the right MCP server for your needs
Howtocook Mcp基于Anduin2017 / HowToCook (程序员在家做饭指南)的mcp server,帮你推荐菜谱、规划膳食,解决“今天吃什么“的世纪难题; Based on Anduin2017/HowToCook (Programmer's Guide to Cooking at Home), MCP Server helps you recommend recipes, plan meals, and solve the century old problem of "what to eat today"
AiimagemultistyleA Model Context Protocol (MCP) server for image generation and manipulation using fal.ai's Stable Diffusion model.
Jina AI MCP ToolsA Model Context Protocol (MCP) server that integrates with Jina AI Search Foundation APIs.
EdgeOne Pages MCPAn MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.
MiniMax MCPOfficial MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.
Visual Studio Code - Open Source ("Code - OSS")Visual Studio Code
Playwright McpPlaywright MCP server
TimeA Model Context Protocol server that provides time and timezone conversion capabilities. This server enables LLMs to get current time information and perform timezone conversions using IANA timezone names, with automatic system timezone detection.
CursorThe AI Code Editor
WindsurfThe new purpose-built IDE to harness magic
ChatWiseThe second fastest AI chatbot™
BlenderBlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender. This integration enables prompt assisted 3D modeling, scene creation, and manipulation.
Baidu Map百度地图核心API现已全面兼容MCP协议,是国内首家兼容MCP协议的地图服务商。
DeepChatYour AI Partner on Desktop
Context7Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors