Python agents

Production-ready persistent memory for AI agents. Works with LangChain, CrewAI, AutoGen, and raw Anthropic/OpenAI SDKs — in 3 lines of code.

一个开源的RAG框架，旨在为用户提供了一个强大、灵活且简单的开发环境。

Demo LLM (RAG pipeline) web app running locally using docker-compose. LLM and embedding models are consumed as services from OpenAI.

Langchain based AI RAG chat for question answering from PDF notes

A command-line tool for summarizing changes in Git repositories using AI.

Hands-on training course materials for building LLM Agents from scratch — 2-day enterprise workshop curriculum (Korean / 한국어)

Web-based chatbot using OpenAI's GPT and Gradio

Chatbot using Llama2 model, Langchain and Chainlit to make a LLM review pdf documents.

The Intelligent "ASKDOC" project combines the power of Langchain, Azure, OpenAI models, and Python to deliver an intelligent question-answering system, that scans your PDF documents and answer queries based on its contents. It can be queried using Human Natural Language.

A minimal example for in-memory RAG using ChromaDB and Ollama LLM

AI tool that extracts job listings from company career pages and generates personalized cold emails with relevant portfolio links using Groq API, LangChain, Streamlit, and a vector database.

TARS Robot AI-Agent Data-over-Sound Commands and Bluetooth-Controlled Mecanum Chassis

Information Retrieval chatbot to get answers on your internal data.

noobies.ai is an open-source project designed to empower users in AI-driven content generation. It provides an extensive set of tools for creating diverse content, including blogs, images, videos, and audio. The project aims to simplify AI-based content creation while ensuring accessibility and user-friendliness.

A high-quality Chinese-English translation agent supporting Ollama, OpenAI, and RAG-enhanced domain-specific knowledge.

stud-IA made by Pizza numbers group. EdTech Challenge, AI google developer hackathon. Build with gemma-2b.

Ues langchain to build up document Q&A assistant

Automate HR processes using LLMs

Streamlit-powered document query web app

This repo is for advanced RAG systems, each branch will represent a project based on RAG.

This project is a Retail Store Database Assistant that uses LangChain and Google Palm Language Model to interact with a MySQL database. Users can ask questions about the database, and the assistant will generate MySQL queries to retrieve relevant information.

A Python library that bridges LangChain with Discord, providing tools for reading and sending messages to Discord channels. Includes a convenient toolkit for easy setup, plus examples for extending your LLM-driven workflows into Discord.

A Python script that generates a descriptive name for a file based on its content using AI.

This GitHub repository integrates Reflection Llama-3.1 70B, the world's top open-source large language model (LLM), in a Streamlit-based user interface. The LLM is trained using a new technique called Reflection-Tuning, which enables it to detect and correct mistakes in its own reasoning.

Search youtube video by API query string

This repo is aiming to showcase the potential of ReAct for our customers. Think beyond Search and Conversation!

Leverage the power of multi-agent AI to fuel your daily tech, programming, and architecture insights.

LoweCLI - AI Powered Command Line Tool

🌿 AI-powered environmental news aggregation & analysis platform with smart query expansion, sentiment balancing, and real-time insights.

🤖 Automate data analysis and machine learning with a multi-agent system that provides insights and reports efficiently using advanced AI technologies.

NFDI4DS Search Engine ChatBot

An implementation of Langchain Vector DB with ChatGPT

Auto-respond to GitHub issues and offer chat & Q&A features about your favorite repository. Clone a repo, initialize a chatbot or QA system, mention-based comment replies, and a user-friendly chat UI. Built on Langchain, it provides advanced NLP capabilities.

Retrieval Augmented Generation using LangChain and FAISS.

Automate tasks with specialized AI Agents using CrewAI, Langchain and LLMs, a team of agents that can work together to complete tasks using AI prompting techniques from creating tasks to generating keynote speeches.

Production-ready RLAIF trading system with multi-agent Claude AI that learns from market outcomes. Features 60+ indicators, foundation models, and serverless deployment.

Analyze a Video and generate commentary about it with OpenAI's GPT-4V, Text-to-speech, LangChain, Streamlit, Replit, Twilio SendGrid, and OpenCV!

🤖VChat-BigDL: A ChatBot for Video Understanding Based on BigDL

The PDF Chatbot project uses advanced NLP models and Unstructured.io for parsing complex PDFs, enabling streamlined extraction and querying of information, including tables, graphs, and images, through a user-friendly interface.

Production-ready multi-agent AI assistant with RAG, MCP server, and CRM integration. Reference implementation. Telegram/MAX Messenger, Bitrix24, ChromaDB, OpenAI/YandexGPT. 170 tests, 84% coverage.

🤖 Transform internal knowledge retrieval with a secure, on-premise RAG-powered chatbot that enhances efficiency through natural language queries.

An alternative to libraries like Pinecone, which are notoriously expensive, so that you can store information for LLM queries in your local machine.

Simple PDF chatbot using LangChain, OpenAI API, FAISS and Streamlit.

A chatbot that uses Retrieval Augmented Generation (RAG) to answer questions for the Faculty of Engineering community at the National University of Colombia.

Langchain Ollama Streaming example implemented in the flask

Advanced multimodal RAG system for querying PDF documents with text, images, and tables using vector embeddings, semantic chunking, and LLMs via Groq API

AI-powered layover planning system with CrewAI orchestration and ArcGIS routing integration.

Integrating Databricks Genie as a tool in CrewAI agents.

🤖 Multi-agent code review framework using CrewAI. 7 specialized agents analyze PRs with evidence-based findings, auto-patches, and comprehensive evaluation metrics.

This project allows agents to take a given YouTube URL, extracts all the comments, and generates a final report with insights to inform better content creation.

Job offers scrapper, AI enrichment & UI search & management tool

A simple showcase of how to leverage a CrewAI agent inside of a Streamlit UI to analyze Hackernews top posts.

Team for discussing ideas in CrewAI

Web application that generates a newsletter based on a stock ticket utilizing AI agents

AI-powered automation system that transforms natural language requirements into production-ready Kubernetes manifests through three specialized CrewAI agents. System is able to execute manifest creation and editing, knowledge retrieval using RAG with late chunking, web search, and static and runtime validation of the configuration files.

This repository implements a Cybersecurity Threat agentic workflow that generates a report for cybersecurity professionals using the CrewAI framework and Streamlit for the user interface.

AI-powered performance assistant that uses your Garmin data to generate personalized weekly plans with nutrition, training, and recovery guidance.

Enables AG2 (formerly Autogen) agents to securely execute code in isolated remote sandboxes using YepCode’s serverless runtime.

Useful components and experiments to help AutoGen devs

Electron desktop app to auto-fetch emails from Gmail, tag them on importance and then apply a Label on the Gmail account.

FastAPI + Hugging Face Transformers + LlamaIndex

The platform features: Provide 24/7, personalized guidance on policy selection and claims via voice or chat. Ensure clear understanding of policy terms. Automate form-filling with Al for error-free applications and higher claim acceptance rates.

Enables users to interact with the LLM via Ollama by implementating a client-server architecture utilizing FastAPI as server-side framework and Streamlit for user interface.

ZeusDB vector database integration for LlamaIndex. Connect LlamaIndex's RAG framework with enterprise-grade vector database capabilities.

RAG with open source LLM mistral loaded through Ollama and built on LlamaIndex and served on Chainlit

An open-source AI agent platform that does the work for you.

Polymorphic Agent Swarm Architecture: model-agnostic, self-organizing multi-agent system with 6 topologies, 1,095+ tests (adversarial, chaos, e2e, integration, performance, MCP, Ray), 18 completed phases.

Multi-agent pursuit in matrix world (pursuitMW)

AI Agent Orchestration Engine — spawn and command an army of AI agents with Roman military precision

This is the Official Implementation of "CANTANTE: Optimizing Agentic Systems via Contrastive Credit Attribution" by Tom Zehle

autodev 是一个自动化开发流程编排工具。它通过 plan -> dev -> review -> arbitrator -> merge 的闭环循环，驱动多代理协作，直到任务通过质量门禁并完成合并。

About Most AI systems forget. MultiHead organizes a team of specialists that don’t. MultiHead is a system for breaking down complex tasks, executing them across specialized AI components, verifying results, and building persistent knowledge over time.

Multi-agent RAG system with a Supervisor architecture — search, ingest, and manage knowledge bases via natural language.

A comprehensive demonstration of Model Context Protocol (MCP) servers and clients, showcasing AI-powered tools and multi-agent systems for code analysis, security scanning, and intelligent automation.

Rag Application with Multi-Agent Orchestrator

Distributed Agent Knowledge Base - Multi-agent collaboration system for Claude Code

A general pytorch implementation of the Minimax Multi-Agent Deep Deterministic Policy Gradient (M3DDPG) algorithm used for multiagent reinforcement learning.

Multi-expert roundtable discussion powered by Resonnet.

Autonomous AI trading system using xAI Grok for market analysis and Interactive Brokers for execution

An autonomous self-driving agent for slowroads.io using OpenCV, DBSCAN, RANSAC, and a PID controller

self made agent what have bunch of tools can create files, folders, can analyze, pylint, autopep8, Difff, Edit and Apply , SummerizeWebage, TavilyWebserach uvm.

An Inference Operating System that reduces unnecessary LLM calls by structuring intelligence before scaling it.

This agent intelligently analyzes your shopping intent and searches across 24 connected Shopify stores in parallel. Using a coordinated multi-agent system, it discovers and show the most relevant products,product infos and prices.

Multi-agent intelligent irrigation system using Google Gemini ADK. Proactive plant care with explainable AI decisions, real-time monitoring, and automated watering control.

LLM-powered research reading system with topic evolution, state-machine report generation workflows, and memory-based knowledge tracking.

An AI-based documentation generation tool

AI-powered ATC training platform with voice recognition, intelligent virtual pilots, and X-Plane 12 visualization

OpsForge AI is an AWS-native agentic IT operations platform that uses Bedrock for LLM reasoning and DynamoDB for persistent memory. It correlates alerts, predicts risks, and automates safe patching through specialized agents, with serverless deployment via Lambda, API Gateway, and EventBridge.

Generative AI Apps Practices – A curated suite of hands-on generative AI projects showcasing best practices in prompt engineering, code repository interaction, legal document summarization, and financial statement analysis.

Teaching how to run AI locally.

This repository gathers concrete implementations and usage examples of the A2A protocol across popular agentic AI frameworks. The goal is to lower the barrier to entry for developers and researchers looking to adopt A2A in their own systems.

Resume Tailorator is a sophisticated multi-agent AI system designed to analyze job postings and tailor your resume to match specific job requirements. It ensures authenticity, avoids AI clichés, and optimizes for Applicant Tracking Systems (ATS).

Multi-agent AI system for interview practice. Features adaptive questioning, real-time coaching, personalized feedback, and learning recommendations via web search. Built with FastAPI, React, LangChain, and Google Gemini. Deployed on Azure & Vercel.

A multi-agent trading system for Indian stocks where AI agents analyze market, news, social sentiment, and fundamentals. Agents debate and challenge each other to generate explainable, data-driven trading strategies for stocks on NSE and BSE.

The open-source run log for MCP agents. Get a shareable report to verify and reproduce what the agent did — plus a protective mode for common dangerous SQL.

A network hub for communication between Agents, Applications and LLMs

Master AI Challenge is a repository with two hands-on coding challenges focused on Artificial Intelligence and automation. Designed for learners and developers, these challenges aim to strengthen skills in Python, Shell scripting, data processing, and workflow automation. Fork the repo, solve the challenges, and enhance your AI and coding expertise

Agentic AI system for analyzing app store reviews and tracking emerging trends over a rolling 30-day window.