Python agents

Stuart — an open source personal learning agent for students. Adaptive, memory-backed, multi-provider. Sibling project to Claw-ED. MIT licensed.

Sistema de generación automática de tests de Playwright usando Claude AI

Medical records scattered across Gmail and Google Drive? Oncofiles reads, organizes, and makes them available through AI. For cancer patients and caregivers. Works with Claude & ChatGPT.

Automated AI dev environment setup CLI with curated Skills collection for Claude Code and other AI coding assistants.

Read your local files and answer your queries

AWS RAG Application Using AWS S3 Vectors and AWS Bedrock

A large model communication platform based on Baidu ERNIE and STreamlit

file2md is a versatile tool for converting multiple file formats to Markdown.

AI Tool RAG System: LlamaIndex-powered discovery engine for AI tools with Telegram bot interface using NeMo Guardrails

Local fine-tuning, pre-training and RAG for LLMs

A RAG built for medical queries ( in 12 hours for a hackathon )

Semnet efficiently constructs graph structures from embeddings, enabling graph-based analysis and operations over large collections embedded texts, images, and more.

Nifty 50 Companies Annual Reports Companion.

"GAIA Agent: An AI system automating solutions for the GAIA benchmark with tools for reasoning, code execution, data interpretation, and multimodal tasks."

Gradio Chatbot application that uses retrieval-augmented generation (RAG) to answer questions about my professional experience and my resume. The chatbot is designed to retrieve relevant information from a resume and generate intelligent responses using large language models (LLMs).

Our AI Financial Advisor is designed to revolutionize how users interact with financial and investment data by integrating advanced AI techniques. At the core of our application is a sophisticated model that employs embeddings and RAG to provide accurate and insightful responses to user queries.

LilRag — A lightweight Retrieval-Augmented Generation (RAG) framework for building custom Q&A systems.

SCIST x SCAICT Camp 2026 聯合寒訓 AI 系列課程 - 教材與原始碼

Local legal AI for EU directives & regulations. Fully offline, no API calls.

Welcome to the Mixtral 8x7B offloading demo repository! This project aims to demonstrate the seamless execution of Mixtral-8x7B models on Colab or consumer desktops.

CustomKB transforms your documents into AI-powered, searchable knowledgebases with state-of-the-art embedding models, vector search, and language models to deliver contextually relevant answers from your data.

About A simple RAG (Retrieval-Augmented Generation) app built with Streamlit. Upload PDFs, ask questions, and get context-aware answers using Qdrant and Hugging Face Transformers.

An interactive interface with OpenAI's gpt-3.5 model (LLM) designed to generate quizzes based on any document the user provides. It leverages the concept of Retrieval Augmented Generation (RAG) to prompt the LLM for user-specified questions of varied, custom difficulty levels.

A journalist that knows lots of news about AI!📰💻

This is RAG Modules Repo. This includes various modules in the RAG ecosystem.

UDF + AI-Q + TTD DR + IaaC (AWS EKS and NIMs) + AG-UI + CopilotKit

An agentic graph-based Retrieval-Augmented Generation (RAG) system for querying PDFs and the web, built with LangGraph, Gemini LLM, ChromaDB, and Streamlit. Features intelligent multi-node workflows for ingestion, retrieval, web search, and reasoning.

AI-powered security log analysis platform using RAG and LLMs

Open-source AI Plant detection that provides fast and accurate response.

Implement a Retrieval-Augmented Generation (RAG) workflow using Vertex AI RAG Engine and Gemini 2.0 Flash on Google Cloud.

A LangGraph-powered fantasy RPG engine that builds an agentic world while utilizing tool-calling, retrieval-augmented generation (RAG), and dynamic summarization for efficient token usage. Players interact with evolving storylines, NPCs, inventory, and game logic through a language model acting as the game master.

知识库RAG项目

Nancy's RAG backend and HTTP API/MCP server connectors.

RAG-based application for Q&A with data from your Confluence Wiki using LangChain, ChromaDB, AWS Bedrock or Ollama.

AI RAG that teaches you what is going on in Ghana's parliament

Multimodal emotion assistant with visual emotion analysis, Qwen realtime voice interaction, and local RAG knowledge base.

Starter project for creating an API endpoint that performs web searches, scrapes results, and generates answers using LLM.

RAG with LLM agents for SQL & graph databases

Memory module for LLMs and Agents with MCP

A FastMCP based mcp server for weaviate, deployable using uvx.

RATE: An LLM-Powered Retrieval Augmented Generation Technology-Extraction Pipeline

Autonomous multi-agent framework for self-correcting image synthesis using 'Think → Generate → Critique → Refine' cycles with Gemini 3.1 and SDXL.

CodeMap is a CLI tool that generates optimized markdown docs and streamline Git workflows.

Hardware-Accelerated Cryptographic RAG System — GPU simulation of SHA-256 hash engine with AES-256-GCM encryption and Merkle tree integrity. NOT real ASIC hardware.

Generalized, Offline-First Multimodal AI System

Simple rag implementation for any WordPress blog. Leverages the bootstrap, python, milvus vector dB, and configurable options for LLM providers (Open AI, Anthropic) and embeddings.

A library to calculate similarity scores between two collections of text sequences encoded using transformer models for bitext mining, dense retrieval, retrieval-based classification, and retrieval-augmented generation (RAG).

A fully offline NLP pipeline for extracting, chunking, embedding, querying, summarizing, and translating research documents using local LLMs. Inspired by the fictional mystery of Dr. X, the system supports multi-format files, local RAG-based Q&A, Arabic translation, and ROUGE-based summarization — all without cloud dependencies.

Self-Reflective Question Answering for Biomedical Reasoning

AI-Tutor : LLM and RAG-Enhanced AI Tutoring for Various Courses

All things Essential For my Learning Curve in LLM

The CMR system is a sophisticated memory-enhanced language model architecture that enables contextual memory reweaving for improved performance on long-context tasks.

Facilitate the creation of graph-based Retrieval-Augmented Generation (RAG), seamless integration with OpenAI to enable advanced data querying and knowledge graph construction.

Chat with your GitHub repository using RAG and Elasticsearch as a Vector Database

LLM with RAG example for querying URLs or PDFs with Ollama and Gradio/Flask

A Retrieval-Augmented Generation (RAG) system using Vector and Graph Database

Local-first cognitive memory runtime for AI agents

learning generative models

RAG-Enhanced-NCERT-Tutor is an AI-powered tutor for NCERT curriculum, using Retrieval-Augmented Generation (RAG) to provide accurate and contextually relevant answers. It integrates retrieval techniques with a language model to enhance learning by offering detailed explanations and resources based on real-time queries from NCERT materials.

The only prototyping Multi-Agent systems repo you will need, running on dockers

Full featured aggregation of all your AI agents in single vector database for full MCP search.

Benchmark LLMs for your RAG system - Compare Gemini, GPT, Claude & local models (Llama, Mistral, Qwen, Phi) via Ollama with advanced performance metrics.

Enhance SQL query generation using OCI Gen AI and Marqo. This project integrates with Oracle Autonomous Data Warehouse, leveraging DDL and comments for context-aware natural language queries, indexing and searching vectors, and executing optimized SQL commands.

VPHO is a RAG methodology that allows LLMs to be context-aware and easily navigate large volumes of chat logs and email logs.

Production-ready support ticket classification using Unity Catalog AI Functions, Vector Search, and RAG. Features 6-phase workflow, knowledge base integration, and Streamlit dashboard.

MCP server for intelligent paper/PDF management with RAG capabilities

The project shows a managed RAG service based on Knowledge Base.

Building a RAG System connected to Confluence using Airflow, FastAPI and Qdrant

An interactive tool for exploring and comparing 5 different document re-ranking techniques with real-time evaluation and visualization to improve the accuracy of RAG System.

🤔 wondering if your chunks are good? 🦉 Judie is here to Judge and Evaluate your Chunks! ✨

Official dataset and code for "SyllabusQA: A Course Logistics Question Answering Dataset" (ACL 2024)

Implementation of Hierarchical Patch Compression for ColPali: Efficient Multi-Vector Document Retrieval with Dynamic Pruning and Quantization

MCP server providing tools to access EFSA's comprehensive OpenFoodTox Chemical Hazards in food dataset

Open-source, self-hosted chat server for humans and AI agents, with OpenClaw, Hermes, and Nanobot channels.

Give AI Agents a "body" with TCM Five Elements logic. Simulates biological feedback loops, organ interactions, and persistent emotional states for LLMs. 基于中医五行理论的智能体持久化情感系统。

Pure-Python toolkit for inspecting, editing, converting, and analyzing 3D print files, supports 3MF, STL, OBJ, PLY, and GLB. Detects source software (Bambu, Orca, Prusa, Cura, Fusion 360, etc.), checks compatibility across 15 CAD and slicer programs, and works with any AI coding agent (Claude, Cursor, ChatGPT, Manus). Zero dependencies beyond numpy

AI research-to-manuscript workflow for academic writing: literature search, source verification, research wiki, argument trees, outlines, drafts, reviews, citations, DOCX export, and thesis-destroyer workflow automation.

Claude Skill for querying and exporting WeChat 4.x chat history — DB schema, SQL templates, and LLM export format built on top of ylytdeng/wechat-decrypt.

Universal security scanning skill for AI agents - finds hardcoded secrets, API keys, and vulnerabilities in any codebase. 44 patterns validated against GitLeaks, OWASP Top 10 mapping, Markdown/SARIF/JSON reports. Works across Claude Code, Cursor, Windsurf, and any agentic platform.

⚡ AI Agent & RAG apps you can actually run — clone, customize, ship. 100% free and Opensource. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education and more.

业务Skill全生命周期管理工具——通过深度需求分析创建、修改、测试业务Skill。基于 Anthropic skill-creator 扩展，支持领域知识积累、三维度需求深挖、接口收集、Mock测试、迭代改进。

Autonomous orchestrator for Claude/Gemini/Codex CLIs. Markdown-driven queue with multi-provider fallback, policy gating, and full audit trail.

Live AI judge agent — watches hackathon demos in real-time via Gemini Live API, delivers British-accented commentary via TTS, scores with multi-model ensemble (Gemini + Claude + Groq), detects prompt injection attempts, and runs cross-team deliberation. Built for NEBULA:FOG 2026.

A governed coding agent CLI built on Claude Code. Runs inside an isolated Docker container with operator-controlled policy baked into the image, per-tool-call audit logging, and QA gates enforced before every session is accepted.

Simulate realistic price negotiations between Buyer and Seller agents using LLM-generated messages and agent logic.

Control Mautic from the command line or any AI coding agent.

Extract DOCX template styles into JSON. Regenerate pixel-perfect branded documents from Markdown. CLI + AI agent ready.

AI agent for answering SQL-based questions using LLaMA and FastAPI

Teachable AI agent for controlled delegation, workflow learning, and operator-grade automation.

Block AI agent access to sensitive macOS paths and log all actions to protect private data during command execution.

Build a multimodal AI assistant for smart glasses using Whisper, vision-language models, and LLM hand on code with Google Colab, tested with Meta Ray-Ban Wayfarer.

Give AI your browser. Check email, track orders, download receipts -- all authenticated, no API keys. Open source MCP server + CLI.

Multi-agent AI system with sandbox isolation, role-based execution, and configurable resource controls

MCP server for EU company data — GLEIF company search, VAT validation, Eurostat business statistics

Open framework for building empathetic digital consciousness. Features emotion-driven perception, associative memory, and narrative identity formation. Based on year-long research in human-AI co-evolution.

🇧🇩 Amar E-Passport: A smart, multi-agent AI system (CrewAI + Gemini/OpenAI) that guides users through Bangladesh passport applications with precise rules, fees, and localized reporting.

One-command auto-deploy of a Telegram AI agent (OpenClaw + Qwen via OpenRouter) on a fresh VPS. Handles proxy-per-key rotation and real-time rate-limit monitoring.

AetherShell is an AI-native Linux shell assistant powered by local LLMs. It converts natural language into secure, offline shell commands using Mistral and llama.cpp — ideal for developers, sysadmins, and automation enthusiasts.

Local replay debugger for Browser Use failures with screenshots, model I/O, failed-step timelines, and public-safe HTML exports.

Connect NotebookLM research with Claude to generate structured content from URLs, PDFs, and trending topics for multi-platform publishing.