Python agents

MCP Server for OCR processing using Mistral AI

MCP (Model context protocol) server with LLMling backend

MCP server for OpenAI API integration

A simple MCP server for interacting with OpenAI assistants

An enhanced version of minion-agent with extended capabilities

NagaAgent 3.1 - 智能对话助手，支持多MCP服务、流式语音交互、GRAG知识图谱记忆系统、RESTful API接口、控制台托盘功能

An OSS and LlamaCloud-backed alternative to NotebookLM

MCP server that runs AI-driven venture capitalist agents, enriched by Octagon Private Markets' real-time intelligence

A MCP wrapper server for OpenAI built-in tools. You can use openai search and computer use on Claude APP!

using openai websearch as mcp server

PPTAgent, a tool for utilizing LLMs to generate PowerPoint presentations from documents.

MCP server for code search using ripgrep

Simple MCP server for RAGFlow

GraphRAG-based MCP server: builds a repository knowledge graph (Tree-sitter + LightRAG) for Q&A and change planning.

Recursive agentic problem solver

Second Brain AI Agent

All-in-one open-source AI framework for semantic search, LLM orchestration and language model workflows

Operative AI - WebAgentEval Agent

MCP server for Microsoft SQL Server with SQL Agent job management and stored procedure version control

MTL agent for media processing

DEPRECATED: install `byllm` instead.

Python implementation of the MTLLM to be used in Python Projects

AI agent for MTV/Forklift VM migrations

LangChain integration for muapi.ai — generative media tools, document loader, and Deep Agents recipe

CrewAI memory backend backed by MuBit memory engine

LangChain chat-history adapter backed by MuBit memory engine

LangGraph BaseStore adapter backed by MuBit memory engine

Multi-agent framework with 684 skills, constitutional governance, 19-layer runtime (pipeline, privacy, AI, skills, cognitive, scalability, observability), and Anthropic SDK integration.

Multi-Agent Arcade Learning Environment Python Interface

Multi-Agent Alpha is a robust, open-source framework for building, managing, and deploying intelligent multi-agent systems. It provides a flexible architecture for creating custom agents, with a focus on code quality, testing, and continuous integration.

A reusable foundation for building multi-agent systems with observability, cost tracking, and A2A protocol support

Cookiecutter-based bootstrap CLI for new multi-agent Claude Code projects (companion to governance-core; P-0059).

Command-line tool for orchestrating multiple AI agents in parallel or sequence

A framework for multi agent control

A Python library to simulate how specific behaviours or strategies evolve as dominant choices in multi-agent coordination games on social networks.

High-performance batched multi-agent environment

A Python library for simulating the actions which agents take under multi-agent systems and social networks.

Multi-agent environment for reinforcement learning

Generate multi-agent AI teams from plain English, supporting multiple LLM backends via LiteLLM

An LLM Multi-Agent framework.

DEPRECATED: Use 'agent-squad' instead. Multi-agent orchestrator framework.

Multi-agent power allocation with DRL

A strongly typed Multi-Agent Reinforcement Learning framework

Multi-Agent System Framework for AI Agents built on LangGraph

Module for simulating multi-agent-systems using Petri nets from pm4py

多 Agent 协作运行时——脚手架 + 运行时观察台（spec v6 真协作 / 多 LLM provider / GSAP 仪表盘）

Run multiple Claude CLI accounts with shared settings, plugins, marketplace sync, and backup/restore

Achieve consensus across multiple LLMs through an AI judge coordinator

Unified interface for Russian LLMs with intelligent routing and fallback

Unified multi-provider LLM interface supporting Claude, OpenAI, Mistral, Ollama, and Clipboard

用统一的 “Player” 抽象管理 TCP / WebSocket（WS/WSS）连接、请求发送、响应接收与断言流程。

A hybrid LangChain RAG assistant supporting OpenAI, GROQ, and HuggingFace providers

Unified high-performance Python client for object and file stores.

A framework for creating collaborative AI agent swarms

MWA — Multi World Agent. Agents don't talk to each other; they observe the same world.

A microservice using FastAPI, PostgreSQL, OpenSearch, and LangChain.

Agent orchestration and swarm management for multi-agent development

Multi-agent auction simulations using DRL

Foundation framework with intelligent directory management for multi-agent development

A multi-agent system for debugging API failures

DevOps CLI system for multi-agent development workflows

Open Source Multi-Agent System Evaluation Framework

MultiAgent Framework is a powerful Python-based system for creating and managing multi-agent conversations and workflows. It supports multiple Language Model providers, custom tool integration, and includes a Retrieval-Augmented Generation (RAG) system. The framework enables seamless interaction between AI agents, making it ideal for complex task automation, interactive AI assistants, and decision support systems.

Multi-agent system for AI evaluations in AISI's inspect-ai framework

Multi-Agent RLRM Framework

Multi-agent testing framework with GitHub integration

Observability middleware for multi-agent LangGraph/LangChain workflows. Track agent trees, emit events, and trace execution across nested agents.

Enterprise-grade reliability framework for AI agents.

A package for developing Multi-agents

Hybrid Event-Driven Orchestration Framework

Collect data from multiple sources and run autonomous LLM training via autoresearch

multi agent framework

统一操作 MinIO/OSS/S3 兼容存储的工具包

VerifAI MultiLLM: A module to invoke multiple LLMs concurrently and rank their results

A unified interface for multiple LLM providers

A Python multimodal agent for interacting with Gemini models via text, images, and CLI.

A multi-modal agent framework with unified interfaces for different AI model providers

A simple multimodel AI agent package.

A multiplexer for Large Language Model APIs built on the OpenAI SDK. It combines quotas from multiple models and automatically uses fallback models when the primary models are rate limited.

Swift storage backend for munch-core.

Python Murano Agent

A plugin for Murano Engine which adds a custom MuranoPL class allowing to specify AMQP queue names statically instead of default random name generation

LangGraph client for murmur

OpenAI's Swarm client for murmur

Muscle rigged models and environments for machine learning experiments.

All-in-one music manager: scrapes albums, artists and songs from musicbrainz and automatically download them from youtube.

Music Generator Agent AI Agent Directory to Host All Music Generator Agent related AI Agents Services, Community, Reviews and More.

Downloads music from a service and stores it in a cloud or local storage.

Python package for musicgpt

A Python AI Agent framework for runtime self-iterating code

Python SDK for the MutagenT Server API Documentation

Layer 5 Reference Implementation - Listener Agent with Dynamic Semantic Handshake Protocol

muxllm is a python library designed to be an all-in-one wrapper for various cloud providers as well as local inference.

A FastAPI-based load balancer for vLLM servers with OpenAI-compatible API

A fake package to warn the user they are not installing the correct package

Mexico search object store Library

Agents hosting adapter for Azure AI