The latest graphrag interface is used, using the local ollama to provide the LLM interface.Support for using the pip installation

CDoc lets you chat with your documents using local LLMs, combining Ollama, ChromaDB, and LangChain for offline, secure, and efficient information extraction. Perfect for researchers, developers, and professionals seeking quick insights from their documents.

This repository contains a complete pipeline for Fine-Tuning Language Models (LLMs) using the Unsloth/MLX library. The project is structured to facilitate the loading of quantized models.

本项目是一个基于 Koa2、SQL Server 和 Ollama (本地大模型) 构建的智能业务助理系统。它通过三层 (Layer) 语义解析架构，将模糊的自然语言指令精准转化为结构化的数据库操作。

Horizon AI Agent – Local desktop AI assistant with Ollama, long-term memory via video embeddings (memvid), document RAG, web search, modding API, adaptive style, teach & think modes. Python + PyQt6.

Local-first AI memory for your inbox. Index email + Slack into a single SQLite + vector store; ask questions from your CLI, a web UI, or Cursor / Claude via MCP. 100% on-device, BYO model.

A Local-first LLM Interface — desktop-optimized and built for power users running Ollama and beyond.

This is a security-first NL-to-SQL solution designed for enterprises with small to medium-sized databases. It enables natural language querying of data while ensuring that all processing remains fully on-premises. No data is sent to external cloud environments, and no sensitive information is exposed to external LLM services.

a simple spreadsheet automation uisng AI agents

AI-powered code review bot for GitHub PRs — auto-reviews pull requests using open-source LLMs (Llama, DeepSeek) with inline comments, severity analysis, and a React analytics dashboard.

完全ローカル環境（Mac Apple Silicon）で動作する、「通常のVector RAG」と「Microsoft GraphRAG」の比較・検証プラットフォームです。

Streamlit multi-agent hotel scout for 🇭🇰 CityU & PolyU students — Ollama · Qwen, OpenAI Agents SDK, SQLite; EN / 简体中文 reports.

Lightweight Next.js proxy for local Ollama LLM, enabling real-time AI chat with streaming responses and easy model switching.

Find the best quantized LLM for your hardware. Auto-detects GPU, searches models, benchmarks tokens/second, and sets the winner.

Small CLI tool that dynamically recommends the best quantized LLM models for Ollama and LM Studio — tailored to your PC / laptop / Mac hardware and your use case.

AI-powered task management system using Agentic AI with local LLM (Ollama - Llama3). Includes planning, monitoring, risk analysis, and automated communication agents.

AI Model (llava from ollama) used to generate description of a image. A mere 7b Model was used. Documentation PDF : https://drive.google.com/file/d/1dHPw1Z0hPHerkl3kMPB_Inmaaovv0M1r/view?usp=drivesdk

Production-ready microservices banking app with Docker Compose, MySQL, and Ollama, implementing health checks, service orchestration, and secure containerization.

AI based medical insurance claim auditor

A smart GPU-aware proxy designed for Proxmox VE that dynamically manages GPU resources between Ollama and GPU-intensive background processes.