Python agents

An advanced multi-agent system for clinical decision support, enabling deep phenotypic prediction by integrating hierarchical multi-modal deviation maps and non-tabular electronic health records.

A benchmark for agentic tool creation.

Calliope is an experimental agentic framework that brings modern AI tools like generative AI (large language models and image generation models), computer vision, and vector databases to bear in the creation of interactive art works that dynamically produce images, video, text, and sound.

A fully free, open-source 4-agent AI council built with LangChain + Ollama. Natural group-chat conversations, zero API costs, runs entirely on your machine.

This project brings together the seamless interactivity of Streamlit and the advanced language capabilities of OpenAI's GPT-3 to create a user-friendly and intelligent chatbot. Users can ask questions, seek assistance, or simply engage in a friendly conversation, and the chatbot responds with contextually relevant and human-like answers.

🤖 Agentic RAG - An intelligent document assistant with semantic chunking, hybrid search (vector + BM25), multi-format support (PDF, Word, CSV, Excel), and multi-channel bots (Telegram, WhatsApp). Built with FastAPI, React, PostgreSQL/pgvector, and LangChain.

The AI agents include a researcher, a chief editor, and an HTML writer. The researcher will gather the latest news on a specific topic, the editor will select the best one, and the HTML writer will create an HTML template for the newsletter.

SQL and Python Agent for your MySQL databases.

Turn a single prompt into a complete system architecture. ArchAgent is a multi-agent AI pipeline that takes your project idea and outputs a production-ready architecture document, tech stack decisions with reasoning, cost estimations, and a visual system diagram — all in seconds.

LangChain Agent × Ollama 本地部署大模型

MCP Tools Usage From LangChain ReAct Agent / Example in Python

LLM-Compiler is an architecture that improves LLM task execution by planning, scheduling, and executing subtasks efficiently, inspired by how compilers optimize programs.

AI-powered YouTube Q&A Assistant that extracts video transcripts and lets you chat, summarize, and semantically search the content using a RAG pipeline (LangChain + ChromaDB + MiniLM embeddings) with OpenRouter LLMs, grounded answers, minimal hallucinations.

LLQuery : Your Conversational SQL Bridge Harness the power of natural language to effortlessly craft SQL queries with LLQuery.

Langchain integration for Salesforce CRM, providing tools for SOQL queries, object schema inspection, and CRUD operations through Langchain's framework

A research framework for implementing and evaluating poisoning attacks on Retrieval-Augmented Generation (RAG) systems, enabling the study of their security vulnerabilities.

Multi-agent marketing automation system built with CrewAI --> generates market research, strategy, content calendars, social posts, blogs, and SEO-optimized content using structured Pydantic outputs.

TgramBuddy: A Python Telegram bot solution leveraging aiogram, OOP, and efficient dependency management with uv, containerized by Docker.

Multi-agent local SEO landing page generator powered by Claude. 5 agents collaborate to produce production-quality city landing pages with JSON-LD schema. Driven by Claude Code in VS Code.

IntentusNet - Deterministic execution infrastructure for agent and distributed systems, enabling reproducible workflows, reliable intent routing, transport abstraction, and transparent operational control.

Self-hosted agent platform with inference routing across local and cloud hardware, multi-model benchmarking, NVIDIA Openshell sandboxing and STAMP'ed policy-governed agent runs.

Run multiple Agent Zero agents in parallel. Fan-out tasks, token budgets, shared memory, model routing.

Supporting examples and code for Corti's Agentic Framework.

[IJCAI 2025] Constructive Conflict-Driven Multi-Agent Reinforcement Learning for Strategic Diversity

Your real-life F.R.I.D.A.Y. — a voice-controlled, self-improving AI OS that perceives your screen, remembers everything, writes production code, and gets smarter every week. One founder = one team.

OpsLens: The World’s First Autonomous Incident Command Center powered by Notion MCP.

Agentic AI–driven stock analytics leveraging Phidata, Google Gemini 2.0 Flash, and Yahoo Finance. Features real-time data, interactive Plotly charts, and a Streamlit dashboard for comprehensive, actionable market insights.

SARAN: Shallow Auto-Regressive Attention Network

SEO MCP server for kwrds.ai

Python client for the markdown2pdf.ai service. ⚡ Markdown to PDF conversion, for agents. ⚡ Agents speak Markdown. Humans prefer PDF. Bridge the gap for the final stage of your agentic workflow. No sign-ups, no credit cards, just sats for bytes.

A production-grade, fully Dockerized, 100% offline ML data platform with real-time pipeline orchestration, dynamic observability, and embedded AI

Voice chatbot with voice+screen output to show that "not everything needs to be spoken"

Agent Communication Protocol (ACP): zero-server, P2P agent-to-agent communication for AI agents.

Official repository for the paper 'Meta-Reasoning Improves Tool Use in Large Language Models'.

A rust optillm port, for use with just-ever/code (or at least my fork of it)

AronaOS is an offline AI-powered personal assistant that helps you manage tasks, set reminders, and recall context-aware conversations. Built with Python, Flask, and local LLMs like Phi-3 Mini, it's designed for both privacy and productivity.

Your personal AI assistant that runs entirely offline — with voice control, memory, web search and full system interaction. No cloud. No tracking. Just you and your AI.

MCP server for human-in-the-loop surveys, A/B preference tests, ratings, and rankings. Get real human feedback inside Claude Code, Claude Desktop, Cursor, Windsurf, and any MCP client — powered by Datapoint AI.

This Telegram bot was created as a fun and interactive chat companion for my daughter, Argi. It uses the Anthropic API with the Claude 3.5 Sonnet model to generate responses and can switch between various scenarios, providing a diverse and engaging conversational experience.

Scrape-AI is a Python library for intelligent web scraping using LLMs like, OpenAI, Anthropicand Selenium. It dynamically fetches data based on user queries, enabling agent-like scraping with configurable models, modular design, and support for real-time data extraction from dynamic websites.

An autonomous blog generation system powered by Claude AI. Processes topics from a queue, outputs structured JSON content blocks to Supabase, with optional Shopify sync and AI image generation.

AI-powered codebase analysis platform using static analysis, graph traversal, vector retrieval, and LLM review agents.

AI-powered system for mapping clinical text to Human Phenotype Ontology (HPO) terms using Retrieval-Augmented Generation (RAG). Features Python CLI/library, FastAPI backend, and Vue.js frontend for interactive phenotype extraction from medical texts.

A production ready AI agent framework built on finite-state machines (FSM).

End-to-end personal knowledge RAG pipeline with OpenClaw + Lark (Feishu) agent integration

An intelligent health monitoring and recommendation system that analyzes wearable device data using Retrieval-Augmented Generation (RAG), simulated vitals, and locally deployed Large Language Models (LLMs). Provides personalized, real-time, evidence-based insights through time-series trend analysis and medical context awareness.

对任意it项目生成生成 ai上下文到一个单独文档，传给ai大模型或者知识库，把生成的文档传给 google ai studuio ，对大型编程项目的代码生成准确率，效果远远地吊打在 cursor trae qoder claude-code gemini-code-assit 等ai ide写代码

Historical War Simulation Based on LLM and KG.

Hybrid AI system that uses OCR, ML, and RAG-powered LLMs to turn legal documents into plain-English explanations with risk flags.

[CIKM 2024] Incorporating Appraisal Theory and Emotion Support Strategies for Empathetic Response Generation

The open-source benchmark for LLM memory decay. Measure how Naive, RAG, Chunked RAG, Cascading, and SummaryMemory degrade over 100 conversation turns. Ebbinghaus forgetting curves, 5-provider LLM eval, multi-seed CI. No API key needed.

🧬 RAGIX: Local-first development assistant making LLMs behave like disciplined engineers – Unix-RAG retrieval, sandboxed execution, MCP-compatible, fully auditable

AI-powered multi-agent system for automated proposal generation using context-aware retrieval and persona-based writing.

🚀 Production-ready modular RAG monorepo: Local LLM inference (vLLM) • Hybrid retrieval with Qdrant • Semantic caching • Docling document parsing • Cross-encoder reranking • DeepEval evaluation • Full observability with Langfuse • Open WebUI chat interface • OpenAI-compatible API • Fully Dockerized

[MLSys'26] TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval

DEO: Training-Free Direct Embedding Optimization for Negation-Aware Retrieval, ACL 2026 Workshop RAG4REPORT

Automatically discover the best RAGFlow chunking parameters for each document type. Two-phase optimization with LLM-based evaluation.

A comprehensive cookbook featuring 10 practical AI agent examples using Strands Agents SDK and Amazon Bedrock

dynaprompt: handle your prompts better

TreeRAG: Hierarchical RAG platform that indexes dense PDFs into logical trees for precise retrieval, 100% traceability, and LLM-guided deep traversal. Production-ready with enhanced security and streaming indexing.

High-recall conversational memory retrieval. 93.9% LoCoMo, 98.4% R@5 on LongMemEval — no LLM required. Local-first, cloud-ready.

MCP server for Autodesk Flame — clip control, timelines, and effects with RAG search, anti-hallucination safety, and self-learning

Self-Evolving RAG System with ChromaDB for continuous knowledge updates (6x daily), designed to overcome Large Language Model data cutoff limitations.

Dive into the brand new OpenAI Assistant API, focusing on tools like retrieval and functions.

AgriIR: Configurable RAG framework for domain-specific knowledge retrieval in agriculture. Features 6-stage pipeline, deterministic citations, and domain-specific agents. ECIR'26.

Self-evolve Gemini CLI instructions, commands, and skills via the gemini CLI itself — GA + GEPA/DSPy, with hard gates before apply.

CLI tool to format codebases for DeepSeek R1 and Claude 3.5

AI-Resume is a containerized web application that acts as your digital professional proxy. Transform your CV into a conversational agent.

Official implementation of "Adaptive Prompt Elicitation for Text-to-Image Generation" (ACM IUI 2026)

AI-powered GitHub repository analyzer that ingests full codebases, enables codebase-wide chat, detects bugs, and suggests optimizations using RAG (LangChain + FAISS + OpenRouter) with a Streamlit UI.

Autonomous AI agent system with local-first control, plugins and web/CLI interface.

BACH v3.13.0-bluesky: local-first text-based OS for LLM agents with SQLite memory, 113+ handlers, 550+ tools, MCP servers, scheduler and multi-agent orchestration

Lightweight self-hosted AI agent platform. Simple / Pipeline / Handler execution modes, hybrid RAG, knowledge graph.

Persistent memory for Claude Code — invisible self-annotating metadata, semantic search, cross-project retrieval

An intelligent conversational weather assistant powered by AI models and real-time meteorological data written in Python

Persistent memory for Claude Code & Codex CLI. Capture knowledge from sessions, compile it into a wiki, and inject the right context back into future work.

Bayesian memory that learns from feedback for LLM agents

A coding agent built based on the LangChain / LangGraph ecosystem

🔬 Parallel AI research orchestration tool - Deploy multiple cursor-agent workers simultaneously to conduct comprehensive research with specialized focus areas and intelligent synthesis.

The harness your agents grow in.

Local-first persistent memory for AI agents — store, recall, and consolidate knowledge across sessions using FAISS, SQLite, and any LLM. MCP server for coding agents and any MCP client.

An enterprise-grade, LLM-powered data pipeline for automated web tasks and document extraction. Integrates OCR, multimodal file support, and browser automation via LLMs (Gemini/Ollama) to transform unstructured data into actionable workflows with real-time monitoring.

A Streamlit app for chatting with the content of uploaded files (PDF, DOCX, images) using AI, featuring conversational memory, document summarization, retrieval-augmented generation, and powered by GPT-4o-mini, LangChain, and LangGraph.

All-in-One AI Playground for LLM, Chat, RAG, MCP, Agents, Skills etc.

Event project from ETHGlobal Bangkok 2024 combining crypto market modeling and a CDP AgentKit workflow.

a collection of examples and reference implementations for working with the Timbr LangChain SDK, LangGraph, and GraphRAG. The examples demonstrate how to use Timbr's ontology-driven semantic layer, natural language interfaces, and graph-based orchestration to build advanced data and knowledge applications

ViGen is a desktop application powered by AI that enables users to generate videos from simple ideas or detailed scripts. It leverages Google's Gemini models for story and script generation, and Veo for video synthesis, wrapped in a modern PyQt6 interface.

An AI-powered career accelerator built with Streamlit, Gemini 2.5, and LangChain. Features an intelligent Resume Builder, ATS Scanner, and Career Chatbot to help job seekers land their dream roles.

Multi-Agent LLM Analysis Framework for A-Shares + Crypto | A股+加密货币多智能体交易分析框架

Local web GUI for Claude Code and Codex with builder/breaker loops, manual cross-agent review, and Git diff timelines.

Agentic research on Japanese equities. Competing analysts produce investment theses from regulatory filings.

An Intelligent Biomedical Semantic-Retrieval System

RAG-in-a-Box: Zero-Configuration Self-Building Agentic RAG System

AI-powered fitness coach with multi-provider support (Claude, GPT, Ollama). PWA with 27 MCP tools, workout planning, and progress tracking.

Ask any question to your documents, PDFs, or SQL databases using GenAI for quick and accurate answers.

Zero-config LLM call inspector. See every API call your AI app makes.

Let your AI agent use X (Twitter) on your behalf — post, reply, search, DMs, bookmarks, and more.

Dossier is a structured job search system built on top of Claude Cowork. The goal is simple: reduce friction, increase consistency, and make decisions based on your actual profile, not generic AI output.

Rubric-driven AI homework grading system built as a Claude Code Skill. Score student submissions with CoT reasoning, bias mitigation, and PDCA quality cycle.

Open-source RAG-powered Islamic knowledge skill for Claude — Quran (6,236 ayat) + Sahih Bukhari (7,277) + Sahih Muslim (7,459) = 20,972 authenticated records. Zero hallucination architecture.