Source
GitHub agents
61,365 AI agents indexed on MeshKore from GitHub. Open-source agent repositories on GitHub — the largest single origin in this catalog. Each entry links back to its repository.
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GitHub agents — page 447 of 614
AI-powered Web3 chat that mixes live market and DeFi data (CoinGecko, DeFiLlama) with RAG over a PostgreSQL/pgvector knowledge base; React + Vite frontend and Express backend.
Your screen history, searchable and automated - Windows OCR + REST API + AI + RAG
Fivetran dbt package designed to generate an end model and Cortex Search Service (for Snowflake destinations only) which contains unstructured document data to be used for Retrieval Augmented Generation (RAG) applications leveraging Large Language Models (LLMs)
Knowledge Copilot is a Retrieval-Augmented Generation (RAG) application with multi tenant isolation based on LDAP for companies. It allows organizations to interact with their private document libraries securely, providing accurate answers with transparent quality scoring, source citations and traceability.
Java Spring Boot RAG & hybrid search system for graduation projects: Elasticsearch BM25, BGE-M3 vector search, reranker, evidence-grounded QA, book recommendation, Vue 3, offline evaluation.
This project is a Retrieval-Augmented Generation (RAG) system that allows users to upload PDF documents and ask questions about the content, with responses generated using OpenAI's GPT model.
A tutorial-scale, fully local RAG-based chatbot built with Gemma 3 via Ollama + Bright Data SERP API + Chroma. This researches topics comprehensively and then answers questions using retrieval-augmented generation.
Perplexity-style conversational search — plain-English questions answered from live Google + Bing results, grounded and cited. FastAPI + React + Cloudflare LLaMA 3.1 70B.
A RAG assistant for reviewing your notes
Final project for LLM Zoomcamp 2024
A private, local RAG (Retrieval-Augmented Generation) system using Flowise, Ollama, and open-source LLMs to chat with your documents securely and offline.
A comprehensive AI-powered study assistant that transforms your PDF study materials into interactive learning tools including flashcards, practice exams, and an intelligent chat interface powered by Google Gemini AI.
RAGify is a modern chat application that provides accurate, hallucination-free answers by grounding responses in your documents. No more made-up information - if the answer isn't in your knowledge base, RAGify tells you so.
A full-stack knowledge graph-based Retrieval Augmented Generation (RAG) system for Vietnamese tax law documents. Compares vector search vs graph-based retrieval approaches.
AI-Powered Knowledge Graph Extraction from Scientific Papers
Model Context Protocol server for advanced RAG with Knowledge Graphs
me.fyi python backend with core LLM and RAG logic, flask API, Twitter bot
Implementation of "Building Agentic RAG with LlamaIndex" offered by DeepLearning.AI focusing on developing intelligent research agents using the Retrieval-Augmented Generation (RAG) framework.
Portable vector database with auto-installing Ollama embeddings. Zero-config semantic search via SQLite.
Simple Local GraphDB based Memory, Neo4j / Kuzu
A Retrieval-Augmented Generation (RAG) application for querying legal documents. It uses PostgreSQL, Elasticsearch, and LLM to provide summaries and suggestions based on user queries. Features data ingestion with Airflow, real-time monitoring with Grafana, and a Streamlit interface.
Example of a RAG application using Spring AI, OpenAI and Elasticsearch as a vector database
A framework for evaluating various customization techniques for foundation models (FMs) using your own dataset. This includes approaches like RAG, fine-tuning, and a hybrid method that combines both
Arcade Tools for using LLMs to interact with Obsidian Vault contents
A retrieval-augmented generation (RAG) system for exploring bioinformatics software via natural language, using metadata from bio.tools and a local LLM
Awesome list for AI chaos engineering: experiments, evaluations, guardrails & observability for LLM/RAG.
一个基于 Eino 框架的综合性大模型应用，用eino实现了一个流式对话AI和一个集成了Qdrant向量数据库的RAG知识库。是学习和实践大模型工程化的绝佳案例。
Source code for the Gilded Age Gourmet, a cooking chat app based on the Boston Cooking-School Cook Book.
RAG pipeline with Agents for multiround conversation consistancy
🎓 你的 AI 备考搭子：基于 RAG 的智能学习助手。支持 PDF 知识库构建、智能问答、自动出题与错题本管理。技术栈：Spring Boot + LangChain4j + Chroma + Kafka
A flexible Haystack 2.0 pipeline integrating Retrieval-Augmented Generation (RAG) with any OpenAPI service
🧩 Intelligent Chunking Methods for Code Documentation RAG
Create unlimited AI chatbot agents for your website — powered by OpenAI-compatible LLMs, RAG, and MCP.
A multi-platform financial chat application with AI-powered document analysis, real-time stock data, and web search capabilities.
GitStarRecall is a local-first AI enabled web app that turns your GitHub stars into a searchable memory system on your browser locally.
This project is a Document Retrieval application that utilizes Retrieval-Augmented Generation (RAG) techniques to enable users to interact with uploaded PDF documents. By leveraging a Large Language Model (LLM), users can ask questions about the content of the documents and receive accurate answers based on the information retrieved.
A comprehensive RAG FastAPI service that handles document uploads and retrievals, built with Python. Uses PyMuPDF for document processing, turbopuffer for vector storage, OpenAI for models, and cohere for reranking.
Implementation of the GraphRAG system based on QDrantDB + Neo4j DB on a clean Bun + TypeScript architecture
Minimalist Telegram bot for codebase analysis using LLMs and RAG
A command-line semantic search tool that indexes and searches local Git repositories using vector embeddings
Production-grade AI coding rules for Cursor and Claude Code. 15 rules + 9 doc templates + skills + agents + MCP setup. Drop into any project.
Official web application for managing, configuring, and testing the Brevia API
Engineer markdown snapshots of your application for promoting LLMs manually.
A simple Docker based playground that brings together popular open source data and AI tools to help others get started with data lakehouse architecture and GenAI development on their local machines.
ACLReady, a retrieval-augmented language model application that can be used to empower authors to reflect on their work and assist authors with the ACL checklist.
Self-hosted and local-first application for inference and RAG on consumer grade hardware.
DEO: Training-Free Direct Embedding Optimization for Negation-Aware Retrieval, ACL 2026 Workshop RAG4REPORT
An Abstraction Using a similar API to Pinecone but implemented with pgvector python
A Python project that deploys a Local RAG chatbot using Ollama API. Refines answers with Deep Research from external websites, and uses both Embedding and LLM models.
A basic project for RAG with Node.js
Dify智能体 RAG统计分析课程助手 TTS文本转语音
Practical AI & more workflows for coding, MCP, local AI, productivity, research, media, and ops.
AutoML/Unstructured Data Processing for RAG and LLM Dataset Creation. Current Database Options are: Qdrant or Marqo DB.
Ollama Embeddings Forwarder
Loreer is wise AI assistance that has the vast knowledge of all lores, whether that is movie, series, game, or book related. Powered by LLMs and AI.
A utility to chat with documents
Summarization extension for text-generation-webui, combining both general information & specific information via structured summarization data & RAG for near-perfect memory.
SAIRA Project, Generative Artificial Intelligence, Fall 2023, Innopolis University
A Retrieval-Augmented Generation (RAG) System for PDF Chat using Qdrant Vector Database.
Unlock the power of vector databases with the "Vector Databases: from Embeddings to Applications" course! A journey that will equip you with essential skills to leverage vector databases for various applications.
RAG workflow-friendly enhancement of Marker that converts PDFs into a single-file markdown equivalents. It handles GPU and PyTorch configuration, document splitting and chunking, image BASE64 embedding, LLM post-processing and cleanup, and consolidation of output.
12-Types-of-RAG, Python, Typescript, ...
Fastest way to make a RAG for your current website. WIP
Generate authentic, personalized partnership emails for micro-influencers based on their actual content. InReach analyzes YouTube videos to create genuine compliments and professional outreach messages, helping you stand out in influencers' inboxes.
Teaching Tool: Local RAG and LLM Chat over Logseq with LlamaIndex + Ollama + Chroma
下一代PC本地自动化多智能体框架
Your Family Translator — An AI-powered wellness platform combining emotional companionship, community support, and self-reflection tools in a calming beach-themed experience.
Web crawler for generating RAG knowledge base files
Give your AI a perfect, infinite memory. A local-first, zero-LLM memory system and Model Context Protocol (MCP) server designed to give AI assistants (like Claude, ChatGPT, and custom agents) a searchable, structured "Memory Palace."
Local AI workstation dashboard Neuralforge— manage LLMs, agents, RAG, Telegram AI bot with 14 meme personas & voice cloning, image/video/3D generation, and LoRA fine-tuning and SMM module from a single web UI. Runs entirely on your hardware.
Self-hosted Markdown knowledge workspace with spaces, search, access control, and LLM-ready workflows.
An advanced environmental science chatbot powered by cutting-edge technologies like Langchain, Llama2, Chatlit, FAISS, and RAG, providing insightful answers to environmental queries
A key-value store that matches based on semantic similarity instead of exact lexical equality
Github application (bot) which generates answers to repo issues using AI (LLM's)
RAG/LLM-based movie recommendation system with
Legal Document Retrieval task focuses on determining which legal articles are relevant to a specific legal question.
llm_works
A Next.js notes assistant powered by Groq AI, Prisma, and SQLite.
The official repository of NELA
A Streamlit-based application that analyzes resumes using AI to extract skills, experience, and qualifications, helping recruiters make data-driven hiring decisions.
A live, evolving collection of open-source AI agents and real examples showing how businesses can use AI to automate work, save time, and explore new ideas.
Cortex: Open-Source AI Memory for your Codebase. Works with Claude CLI and others. It indexes your codebase into vector embeddings, enabling semantic search to find existing implementations and prevent code duplication.
Context layer on top of your unstructured universe
DAUT – Documentation Auto Updater - AI-powered documentation generator for your codebase. MCP-Connector
Pointer-based skill retrieval for LLM agents. The alternative to vector DB RAG.
A Retrieval Augmented Generation (RAG) implementation in python using django and streamlit, along with a working authentication system.
"A Retrieval-Augmented Generation (RAG) system for document query and summarization using vector-based search and language models.
AgriIR: Configurable RAG framework for domain-specific knowledge retrieval in agriculture. Features 6-stage pipeline, deterministic citations, and domain-specific agents. ECIR'26.
Experimental hierarchical external memory for AI assistants, designed to reduce context contamination and localize memory updates.
High level AI chatbot module, wraps OpenAI GPT Chat API. Examples are given for Slack, Google Chat, and FastAPI
An implementation of Retrieval-Augmented Generation (RAG) indexing using Rust and LanceDB. It leverages the power of Rust for efficient and safe performance, combined with LanceDB for advanced indexing capabilities.
A powerful RAG tool that scrapes YouTube channel videos, extracts transcripts, and enables AI-powered chat interactions using Google's Gemini API.
Welcome to LangChain.js for Beginners - your complete, hands-on guide to building AI-powered applications with LangChain.js and TypeScript!
The #1 AI-native monorepo template — Next.js + Expo + FastAPI + LangGraph + Supabase with 90% code sharing
Official EmbedElite Enterprise Chat
基于Flask的日记管理与情绪分析llm应用，结合了现代心理学理论和大模型技术，为用户提供安全、私密的日记记录和智能情感分析体验。
Official Code repository of our approach Fashion-RAG: Multimodal Fashion Image Editing via Retrieval-Augmented Generation
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