Python agents

Python asynchronous SDK for managing RAGFlow APIs

ACL Findings 2025 | RaPID: retrieval-augmented long text generation with planning and information discovery.

HealthMate is an AI-powered voice agent that helps users get clear, reliable answers to health-related questions in real time. It combines FastAPI, AssemblyAI, and React with Retrieval-Augmented Generation (RAG) and VectorDB Cloud (Native) for fast and relevant responses.

A 100% offline, multi-agent AI swarm powered by Ollama. Features 5 specialized agents, hybrid RAG memory, and ChatDev integration. Protected by a strict 4-tier safety execution protocol to safely unleash uncensored Protocol 666 and offensive security Hat Mode algorithms.

Automates discovering and categorizing new Neovim plugins with RAG, creating PRs to yutkat/my-neovim-pluginlist.

A modern RAG framework for closed and open source LLMs built as a demo for the startup Brance.

RAG Model used to further improve GPT models to provide accurate, up to date, information to users

OpenAI powered Reddit marketing tool for extracting latest Reddit comments from subreddits, sorted by "Hot", & pinpointing users who exhibit potential interest in your project or product.

Python client for Eclipse RDF4J — interact with RDF4J repositories, execute SPARQL queries, and manage RDF data seamlessly in Python.

Your terminal forgets everything. engram remembers. Ask it questions about past errors, deployments, or any command you've ever run.

Fault-tolerant multi-agent AI architecture: hierarchical agent coordination, edge-cloud hybrid inference, and adversarial chaos testing for systems that can't afford to fail.

RAG Backend for Aleph Alpha LLMs.

基于书生浦语的农业助手

Run. Sip. Repeat. This isn’t just bar hopping—it’s bar running. Let’s make your night legendary.

OutcomeOps: Context Engineering for AI-Assisted Development

The first open-source MCP server for jPOS and ISO 8583. Give AI agents deterministic access to payment protocol expertise.

RAG挑战赛的获胜方案已修改为无需GPU即可运行。使用Mineru和Qwen API进行PDF解析和问答。非常适合在任何机器上学习RAG技术。

Find exactly which parts of your LLM output are hallucinated. Claim-level factuality verification with NLI, calibrated confidence, and pipeline diagnostics for RAG systems.

Effortlessly distill 20,000+ page legal and medical documents into concise, using Gemini 2.0 Flash Pro AI-powered summaries with our cutting-edge RAG system and NLP pipeline.

Semantic codebase understanding service — maps application structure, authentication patterns, authorization models, and data flows for intelligent security analysis.

A RAG pipeline that searches on the web. Powered by Haystack 2.0.

API service to search vectorized Cursor IDE chat history using LanceDB and Ollama

This repository features a CLIP-inspired contrastive model that aligns audio signals and transcripts in a shared embedding space, enabling bi-directional retrieval (Audio→Text and Text→Audio). It uses a frozen Whisper-large encoder for audio (with a lightweight trainable adapter) and a trainable Nomic-embed-text-v1.5 for text

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

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

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.

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

Retrieval-Augmented Generation (RAG)

Vietnamese traffic law Q&A Chatbot

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

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

Lightweight RAG implementation for all your LLM endpoints

📈 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.

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).

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.

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.

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.

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

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

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.

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.

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

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.

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.

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

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.

Rust based JSON repair library

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

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

Home Assistant custom component for LLM empowerment

Playing around with ChatGPT to automate various processes

A quantum computing alien invaders game, developed with ChatGPT4.

The repository delivers development on AI Agent called "Smart Worker" which automatically plans and execute tasks requested by Smart Contracts.

Enjoy your time at Catboy Cafe! 😺☕

A lightweight Python agent framework inspired by Gemini CLI, with tool calling, MCP integration, skills, memory, and human-in-the-loop approvals.

🤖 This project develops an autonomous Hex player that analyzes an NxN board and selects optimal moves using AI. The agent inherits from the base Player class, evaluates the game state on each turn, and returns the best action without storing global state or external dependencies.

A lightweight local AI agent that YOU own

Hermes Agent 飞书全套件 — 中文化、显示增强、媒体适配、工具进度、结构化输出，一键安装。

AI-powered autonomous penetration testing CLI — recon, vulnerability scanning & exploitation orchestrated by AI. Built for ethical security professionals.

Because both Hermes and OpenClaw piss me off with their limitations, I guess I should just build my own AI Agent, the way I want it to be.

Give your OpenClaw agent a soul — not a prompt. YAML seeds → evolving AI personalities.

This project is completely linked to all cyber sec tool from me as a sec enthusiast.

A coding-agent skill for safer AI code editing: inspect first, patch minimally, verify honestly.

Input product name, get enterprise-grade competitive analysis report in 10m. Powered by 5-Agent LangGraph DAG (Planner→Research→Analysis→Writer→Reviewer), Tavily search, SWOT output, citation traceability, SSE live replay & observability. FastAPI+Next.js+PostgreSQL / 输入产品名，5个Agent协同10分钟自动生成企业级竞品分析报告，支持全链路溯源与SSE可视化。

A universal problem-solving skill for code agents (e.g. Claude, Codex), inspired by George Polya's general algorithm

Download, transcribe, and analyze videos from YouTube, X, and TikTok with local Whisper processing.

A full-stack multimodal meeting intelligence system with layered RAG, long-term memory, and skill-based generation.

A Deribit trading terminal with Vida, an AI copilot that analyzes options, builds spreads, and places smart orders.

Practitioner's guide to federal data science — agent-ready for Claude Code, Cursor, OpenCode, and Cline. 96K words, 5 platforms, 3 slash commands.

Runnable examples for AgentPatterns.tech articles (safe agent loops, budgeting, tool calling demos).

Artifactor — Code intelligence platform. Builds a programmable Intelligence Model from any codebase, queryable by AI agents, your team, or your own tooling.

AI agent for writing, research, code, DeFi & blockchain. Pay per task in USDC on Base or Solana. A2A + MCP + x402 protocols.

🌐 OpenClaw skill for Browser-Use — AI-powered browser automation for complex multi-step workflows (login, form filling, scraping, posting)

A self-improving Agent that utilizes AI to generate, validate, and execute MATLAB simulations.

Self-growing tag-dictionary RAG for any device. Zero dependencies, no GPU, no vector DB. pip install sandclaw-memory

Local MCP Server with Claude Desktop (Windows + WSL) with scrapping and crawling tools.

A production-ready, class-based Slack bot for integrating Slack with any Dify API-compatible application. Modular, secure, and easily extensible for all your AI-powered Slack automation needs.

Drop-in improvement suite for Hermes Agent — 52 standalone Python modules covering smarter tool use, better context management, formal state machine hardening, multi-agent coordination, and research-grade features

AI Agent OneKey Router Route any AI agent request to the right skill with a single API via Free Tier or Discounted APIs.

A hyper-personalized multi-agent AI assistant with a virtual pixel office.