Universal autonomous agent framework with ReAct loop, multi-provider LLM routing, reasoning graph, and MCP integration, domain-agnostic for building specialized AI agents.
<div align="center"> # Omnigent **The universal scaffold for building autonomous AI agents.** Build any AI agent — security, code analysis, DevOps, compliance, research — on a production-proven foundation. Extracted from a real-world agent with 17k+ LOC and 320 tests. [](https://www.python.org/downloads/) [](#testing) [](LICENSE) [](https://github.com/astral-sh/ruff) [Architecture](ARCHITECTURE.md) · [Examples](examples/) · [Contributing](CONTRIBUTING.md) </div> --- ## What is Omnigent? Most AI agent frameworks give you wrappers around LLM APIs. Omnigent gives you **the entire brain**. It's the domain-agnostic architecture of a production autonomous agent — the ReAct loop, multi-provider LLM routing, structured memory, hierarchical planning, reasoning graphs, error recovery, reflection, and plugin system. Everything you need to build a **real** agent, not a chatbot with tools. **You bring the domain. Omnigent brings the intelligence.** ``` ┌──────────────────────────────────────────────────────┐ │ Agent Loop (ReAct) │ │ Reason → Act → Observe → Reflect │ ├──────────────┬────────────┬────────────┬─────────────┤ │ Router │ Planner │ Context │ Graph │ │ 4 Providers │ Phases │ Smart Trim│ Reasoning │ ├──────────────┴────────────┴────────────┴─────────────┤ │ Post-Processing Pipeline │ │ Extractors → Reflection → Error Recovery │ ├──────────────────────────────────────────────────────┤ │ Tool Registry + Plugin System │ ├──────────────────────────────────────────────────────┤ │ State │ DomainProfile │ Session │ Cost │ Knowledge │ ├─────
HAL 分层混合模型工作流 — 强模型(Claude)负责理解/拆解/验收,低成本模型(DeepSeek)负责检索/提取/清洗。Hermes Agent skill。
An LLM agent fine-tuned on DeepSeek for spaced repetition, dynamically integrating knowledge points based on the Ebbinghaus forgetting curve.
基于 STM32F103 构建的端到端 AI 智能手表生态。自研“零重定位”原生机器码动态加载引擎与页面栈式 UI 框架;集成生产级 OTA 回滚保护机制与高带宽(921600 baud)串口协议栈。通过 Node.js 中继实现 DeepSeek AI 语义控制及 ASRPRO 语音全双工交互,是一个集成了分布式计算、现代存储管理与 AI Agent 的嵌入式全栈工程。
A Meta-Agent-Driven Self-Evolving Multi-Agent System for UAV Detection and Tracking
One command to run Hermes AI Agent with a browser UI. Zero prerequisites. 一行命令,AI 就位。
网页应用Agent,接入DeepSeek、Mimo等模型