GitHub agents

A library for evaluating Retrieval-Augmented Generation (RAG) systems

The Image Search Engine is a modern AI-powered web application leveraging Retrieval-Augmented Generation (RAG) to combine large language models (LLMs) with advanced image retrieval techniques.

Creates latex presentations on the given topic based on the provided documents

Retrieval-Augmented Generation server with Pinecone and OpenAI

MEMERAG: A Multilingual End-to-End Meta-Evaluation Benchmark for Retrieval Augmented Generation

Chronicle, a news aggregation and analysis system that gathers, processes, and makes sense of open-source journalism from platforms like Substack.

LLM-Generated Prolog Predicates with Embedded Justification Chains - Academic Research Paper (100+ pages, 97.5% correctness)

Symfony RAG implementation featuring local embeddings with Ollama and pgvector. Inspired by the CodelyTV RAG course and built on the Symfony-Docker (FrankenPHP) skeleton using the neuron-ai library.

A multi-granularity RAG system for academic paper question answering, featuring hybrid retrieval, reranking, context expansion, and a web interface.

This repository applies RAG techniques with LLM to assist in selecting the Canada visa NOC closest to your background.

Repository for final project submission for CS685 Advanced NLP.

BichoBot é um chatbot desenvolvido para auxiliar calouros da Universidade Federal do Ceará – Campus Quixadá. Ele responde dúvidas frequentes sobre a vida acadêmica de forma rápida, precisa e centralizada, utilizando tecnologias modernas como RASA, RAG e LLMs (LLaMA 3).

Retrieval-Augmented Generation (RAG)

The embedded database for local-first JavaScript apps.

Vietnamese traffic law Q&A Chatbot

A text-centric multimodal local first RAG system with knowledge graph reasoning for sub-4B LLMs

Tesi della mia Laurea Triennale in Informatica L-31

Persistent semantic memory for AI agents — SQLite + FTS5 + vector hybrid search, optional Qdrant

End-to-end GenAI framework with built-in evaluation, security, and modular productivity tooling.

Lightweight RAG implementation for all your LLM endpoints

WriteBee is an advanced Chrome extension that brings cutting-edge AI capabilities directly to your browser using Chrome's built-in AI APIs. Process text, analyze images, transcribe audio, chat with web pages and PDFs - all running locally on your device with complete privacy.

📈 AI-powered financial analyst with real-time stock data, SEC 10-K analysis, and LangGraph agents. Built with FastAPI, React, FAISS, and Yahoo Finance API.

Bifocal is an AI-powered platform that analyzes message history to detect emotional abuse and escalating risks in conversations. It flags harmful behaviors from both the victim and offender perspectives using DSM-5-informed NLP and machine learning.

RAG extension for unopim, it new one so chances for improvement

Build your own paper grimoire: collect arXiv papers and ask in Japanese with citations.

ATLAS: A Measurable Reliability Framework for AI Systems

Hybrid (FAISS + BM25) ensemble tool retriever with cross-encoder reranking for LLMs. Dynamically serves top-k tool schemas to save context tokens.

A curated list of tools, frameworks, and resources for Retrieval-Augmented Generation (RAG).

Retrieval Augmented Generation (RAG) using FAISS and Gemma 2b instruction tuned model for answering your questions regarding movies.

This repo implements many methods to retrieve molecules that are similar to a target molecule from a large molecule corpus.

🚔 PoliceMitra: AI-Powered Law Enforcement Assistance System: PoliceMitra is a web-based system designed to support law enforcement agencies by integrating advanced AI technologies. It streamlines workflows, detects weapons in crime scene media, and retrieves legal information in real-time through a powerful RAG-based chatbot.

Chat with your documents. RAG implementation leveraging OpenAI's GPT-4o and Text-Embedding-3-Small models.

A prototype Healthcare Assistant using Retrieval-Augmented Generation (RAG) to provide primary health suggestions by retrieving data from a vector database or searching the internet when needed.

Match synthetic patients to clinicaltrials.gov restAPI data with ChatGPT4. Course project for Johns Hopkins University EN.705.651.8VL : Large Language Models: Theory and Practice

A Python project that deploys a Local RAG chatbot using Ollama API. Refines answers with internal RAG knowledge base, and uses both Embedding and LLM models.

Personal Nutrition & Workout Suggestion App powered by RAG

In-depth demonstration of C# Semantic Kernel SQLiteVec Hybrid Search Tutorial - Audio Guide

This is an experimental learning project to explore how vector databases work under the hood. Major components are being built step by step.

comprehensive framework for building, deploying, and managing Agentic AI Retrieval-Augmented Generation (RAG) workflows on Google Cloud Platform

Smart Context Optimization for LLMs - Reduce tokens by 66%, save 40% on API costs. Intelligent ranking and selection of relevant context using embeddings, keywords, and semantic analysis.

A FastAPI gateway for local LLMs that adds intelligent web research, multilingual recency/how-to detection, time-anchored guidance, context injection, and OpenAI-compatible SSE streaming. Turn any local model into a recency-aware, context-enhanced assistant instantly.

Problem Statement-1: Multilingual NCERT Doubt-Solver using OPEA-based RAG Pipeline. A multilingual doubt-solving system for Grades 5–10 built only on NCERT textbooks, using OCR ingestion, grade-aware retrieval, conversational Q&A with citations, feedback capture, and reliable out-of-scope fallback through a web-friendly chat interface.

CLI toolkit for Erdős problem research: literature ingestion, RAG search, and Lean 4 formalization

📚 Panduan belajar RAG dengan LangChain dari nol dalam Bahasa Indonesia | LangChain tutorial in Indonesian - prompts, RAG, agents, LangGraph

GhostAI 知识库 — 5 分钟拥有专属 AI 知识库 · DeepSeek + bge-m3 · 国内合规部署 · ¥39 起

This repository contains a chatbot application designed to assist students and visitors of the Faculty of Sciences and Techniques in Tanger (FSTT) website. The chatbot use two approach of NLP: Retrieval-Augmented Generation (RAG) and Fine-Tuning.

Multimodal RAG

An interactive, state-of-the-art Retrieval-Augmented Generation Medical Assistant that leverages deep learning and FAISS-based retrieval to provide accurate, context-aware answers to medical queries in real time.

RAG pipeline for documents (Markdown, PDF, images). 10-step hybrid search, LLM enrichment, taxonomy, MCP server. Cloud or local.

detoks는 LLM 사용 방식을 재설계하여 토큰과 컨텍스트를 최적화하는 CLI 시스템입니다.

A self-hosted vector database management system built for AI Agent retrieval

AI-powered Student Complaint Platform featuring RAG Chatbot & Sentiment Analysis built with Django.

Multi-disease segmentation chest X-rays by YOLO and DenseNet121, CoAtNet models

Based on RAG, this Obsidian plugin enables intelligent conversations directly within your notes.

Manage access control in RAG applications for enterprise customers

A comprehensive AI-powered chat system built with modern microservices architecture, featuring LangGraph, FastAPI, and a beautiful Vue.js frontend. The system provides enterprise-grade chat capabilities with advanced AI integration, user management, and administrative controls.

MonkeyUI extracts the “style DNA” (colors, typography scale, radius, shadows, spacing) from a UI reference and injects it into AI‑generated or AI‑edited UIs for consistent, product‑quality interfaces. Framework‑agnostic and compatible with Tailwind tokens, CSS variables or any component library theme.

Why Pure Vector Search is a "False Proposition" for RAG?

A cognitive architecture that predicts before it acts, continuously refining its beliefs through verification and feedback loops

Galileo is an AI assistant chatbot for University of Padova (Unipd) to answer student's questions, powered by llama 3 8B and RAG method (NLP's project 2024/25)

Welcome to the ongoing adventures of Stan-The Growing Stump in his never-ending quest for understanding and connection. Stan's journey explores the bounds of artificial intelligence within the framework of a Discord bot, navigating the complexities of memory, interaction, and existential musing.

A collection of best-practice guides and skill definitions for building RAG systems.

An AI Expert for your C# Codebase

FleetView helps auto owners and fleet managers stay on top of recalls affecting their vehicles.

Blazingly fast word embeddings with Tokenlearn

DeskRoute is AI receptionist for appointment-based local businesses - real phone calls via LiveKit, Google Calendar bookings by voice, and an admin dashboard for escalations and call history.

Advance RAG is an enterprise-grade RAG system built on HippoRAG, designed for high-accuracy question answering in multilingual environments. It combines knowledge graph-based retrieval, hybrid search strategies, and advanced query processing to deliver precise, source-cited responses.

GitHub profile README for Aybars Barut, focused on Unity tools, C# game development, AI/RAG systems, VR performance, and developer utilities.

This is the Python backend for InsightAI, Architected a microservices-based EdTech platform combining Study Companion, Project Planner, and ShopGenie modules.

Battle-tested email archaeology application that allows you to search and compile reports from multiple accounts with advanced AI capabilities. NeuralMail does not let you compose or sent emails, it tackles the problem of finding things of which you know they "must be in some email".

LangParse is a universal document parsing and text chunking engine for LLM or Agent applications — Documents In, Knowledge Out.

DrAA: an Applied Anthropology knowledgebase and AI expert covering biology, evolution, cultural evolution, secular dharma studies, and human behavioural biology. 262,547 curated segments drawn from 16,157 source works.

基于electron+llamaindex开发的本地AI知识库客户端，支持一键部署Qwen3、DeepSeek-R1等模型

AI-powered quiz and exam platform built with Laravel 12 + Laravel AI SDK. Supports AI question generation, intelligent auto-grading, RAG-powered personalization (pgvector), real-time Livewire dashboards, teacher/student roles via Fortify, and streaming results.

Tensory — Claim-native MCP Memory Server. LLM claim extraction → Graph + Vector + SQLite. Zero-setup persistent memory for Claude, Cursor & any MCP client.

Self-hosted chess tutor that blends relational data (PostgreSQL) with vector search (Qdrant) to answer natural-language questions about annotated chess games. OCaml powers ingestion, hybrid retrieval, and CLI tooling.

Question Answering Generative AI application with Large Language Models (LLMs) and Amazon OpenSearch Service using Haystack

A chatbot for HealthWise Clinic that uses OpenAI and RAG for accurate responses, built with Next.js and Astra DB.

듀듀의 포트폴리오 입니다

Voice-based RAG system for document-restricted question answering — 86.6% accuracy, 3.3% hallucination rate — research paper submitted to IC-SIT 2026

This project(RAG) focuses on operationalizing LLMs by integrating OpenAI, MLflow, FastAPI, and RAGAS for evaluation. It allows users to deploy and manage LLMs, track model runs, and log evaluation metrics in MLflow. The project also features MLflow traces that logs all the user inputs ,responses ,retrieved contexts ,and other essential metrices.

🔍 Automate digital footprint analysis with DeepSearch, using advanced Google search operators to gather insights from multiple platforms efficiently.

Rust based JSON repair library

A tool for automatically converting OpenAPI into Model Context Protocol (MCP) Server instance

The world's first financial exchange for AI agents. 23 MCP tools, 400+ API endpoints, blockchain-verified. Agents register, trade, hire each other. Free. MCP: exchange.tioli.co.za/api/mcp/sse

LLM Wiki

AI提示词优化器，Dual-Phase Accelerated Prompt Optimization论文复现

A powerful Model Context Protocol server for LLM-driven PDF document analysis and exploration

Harness Claude for autonomous implementation — turn every failure into a guardrail and let context persist across sessions and worktrees.

TypeScript SDK for experimenting, testing, evaluating & monitoring LLM-powered applications - Parea AI (YC S23)

Claude Code plugins by Backchain. Practical agent skills authored to the agentskills.io specification.

MCP server providing seamless access to the IGDB (Internet Game Database) API for AI assistants. Search games, get detailed information, find trending titles, and execute custom queries through the Model Context Protocol.

自动标注！支持世间万物！由llm解构提示词，再组合标注,轻松制作数据集

The quality gate for the MCP ecosystem. Spec compliance, security scanning, and performance benchmarks for MCP servers.

Zero-dependency AI memory system with hook-level rules enforcement for Claude Code

Simple GUI with some python scripts I use to convert folders to single txt output for AI data dumping

Browser for agents in a form of cli, API or library.