docs: rewrite comparison table and sharpen product narrative

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MateClaw is a personal AI operating system built with **Java + Vue 3**, powered by [Spring AI Alibaba](https://github.com/alibaba/spring-ai-alibaba).
An AI agent. A knowledge engine. A memory system. A tool runtime. A multi-channel presence.
Not another chatbox. A complete system where AI agents reason, use tools, build memory, digest knowledge into Wiki pages, create multimodal content, and show up across every channel where work happens.
**One product. The whole widget.**
Three things make it different:
MateClaw is a personal AI operating system built with **Java + Vue 3**, powered by [Spring AI Alibaba](https://github.com/alibaba/spring-ai-alibaba). It's not a chatbox, not a workflow builder, not just another coding assistant. It's the entire system — from reasoning to remembering to shipping — in one deployment.
1. **Agents do work, not just talk** — ReAct loops and Plan-and-Execute for real task completion
2. **Knowledge is shaped, not just stored** — An LLM-powered Wiki that digests raw material into structured, linked pages
3. **The whole widget** — One team, one deployment, from desktop app to IM channels — end-to-end
Three things make it insanely different:
1. **Agents do work, not just talk** — ReAct + Plan-and-Execute. Not one-shot answers — iterative reasoning that actually completes tasks
2. **Knowledge is shaped, not just stored** — An LLM Wiki that digests raw material into structured, linked pages. The difference between a warehouse and a library
3. **End-to-end, no compromises** — Web console, desktop app, 7 IM channels, tool guardrails, enterprise auth. One team, one deployment, one experience
---
## Why MateClaw
Most open-source AI tools do one thing well. MateClaw does the whole thing.
Most AI tools do one thing well. MateClaw does the whole thing.
| Capability | MateClaw | [Dify](https://github.com/langgenius/dify) | [LobeChat](https://github.com/lobehub/lobe-chat) | [FastGPT](https://github.com/labring/FastGPT) | [NextChat](https://github.com/ChatGPTNextWeb/NextChat) | [MaxKB](https://github.com/1Panel-dev/MaxKB) | [Open WebUI](https://github.com/open-webui/open-webui) |
| Capability | MateClaw | [OpenClaw](https://github.com/openclaw/openclaw) | [CoPaw](https://github.com/agentscope-ai/CoPaw) | QClaw | [Claude Code](https://github.com/anthropics/claude-code) | [Cursor](https://cursor.com) | [Windsurf](https://windsurf.com) |
|:---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
| Agent (ReAct + Plan-Execute) | **Yes** | ReAct only | Partial | No | No | No | No |
| LLM Wiki Knowledge Base | **Yes** | RAG only | RAG only | RAG only | No | RAG only | RAG only |
| Compound Memory System | **Yes** | No | No | No | No | No | No |
| MCP Protocol | **Yes** | Plugin | Yes | Yes | No | Yes | No |
| Multi-Agent Orchestration | **ReAct + Plan-Execute** | Single agent | Single agent | Single agent | Parallel agents | Background agents | Cascade engine |
| LLM Wiki Knowledge Base | **Yes** | No | No | Knowledge graph | No | No | No |
| Compound Memory | **Extract + Consolidate + Dream** | Plugin-based | ReMe memory | Plugin-based | Auto-memory | No | Session only |
| Tool Guard & Approval | **Yes** | No | No | No | No | No | No |
| Skill Marketplace | **Yes** | Plugin Market | Plugin Store | No | No | No | No |
| Multi-Channel IM | **7 channels** | Webhook only | 2 channels | No | No | No | No |
| Desktop App | **Electron + JRE** | No | PWA only | No | Yes | No | No |
| Multimodal Creation | **TTS/STT/Img/Music/Video** | No | TTS/Img | No | No | I/O only | No |
| Tech Stack | Java + Vue 3 | Python + Next.js | TypeScript + Next.js | TypeScript + Next.js | TypeScript + Next.js | Python + Vue | Python + Svelte |
| Multi-Channel IM | **7 channels** | 25+ channels | 5+ channels | WeChat/QQ | Terminal only | IDE only | IDE only |
| Web Management UI | **Full dashboard** | No | Limited | No | No | No | No |
| Desktop App | **Electron + JRE** | CLI | CLI | CLI | CLI | Yes | Yes |
| Multimodal Creation | **TTS/STT/Img/Music/Video** | No | No | No | No | No | No |
| Skill Marketplace | **ClawHub** | Plugin system | Python skills | Templates | MCP skills | No | MCP |
| Enterprise Auth | **RBAC + JWT** | No | No | No | No | Teams plan | Teams plan |
| Open Source | **Apache 2.0** | Yes | Yes | Partial | CLI only | No | No |
| Pricing | **Free** | Free | Free | Unreleased | Token-based | $0200/mo | $060/mo |
> **The difference**: Others give you a chat UI or a workflow builder. MateClaw gives you an AI operating system — agents that reason, remember, use tools with guardrails, and show up everywhere your work happens.
> **The difference**: OpenClaw gives you channels. Claude Code gives you a terminal. Cursor gives you an editor. MateClaw gives you an AI operating system — agents that reason, remember, create, and show up everywhere your work happens. With a management dashboard. For free.
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MateClaw 是一个基于 **Java + Vue 3** 构建的个人 AI 操作系统,由 [Spring AI Alibaba](https://github.com/alibaba/spring-ai-alibaba) 驱动
一个智能体引擎。一个知识系统。一个记忆层。一个工具运行时。一个多渠道入口
不是又一个聊天框。这是一个完整的 AI 工作系统——智能体能推理、用工具、构建记忆、把原始资料消化成 Wiki、创作多模态内容还能出现在每一个真正发生工作的渠道里。
**一个产品。完整交付。**
三件事让它与众不同:
MateClaw 是基于 **Java + Vue 3** 构建的个人 AI 操作系统,由 [Spring AI Alibaba](https://github.com/alibaba/spring-ai-alibaba) 驱动。它不是聊天框,不是工作流编排器,不只是又一个编码助手。它是从推理到记忆到交付的完整系统——一次部署,全部搞定。
1. **智能体做事,不只聊天** — ReAct 循环推理 + 计划执行,完成真正的任务
2. **知识被塑造,而非仅仅被存储** — LLM 驱动的 Wiki 把原始资料消化成结构化的链接页面
3. **端到端整合** — 一个团队、一次部署,从桌面端到 IM 渠道的完整体验控制
三件事让它截然不同:
1. **智能体做事,不只聊天** — ReAct + 计划执行。不是一问一答——是迭代推理,直到任务真正完成
2. **知识被塑造,而非仅仅被存储** — LLM Wiki 把原始资料消化成结构化的链接页面。仓库和图书馆的区别
3. **端到端,不妥协** — Web 控制台、桌面端、7 个 IM 渠道、工具防护、企业认证。一个团队、一次部署、一个体验
---
## 为什么选 MateClaw
大多数开源 AI 工具只做好一件事。MateClaw 做好整件事。
大多数 AI 工具只做好一件事。MateClaw 做好整件事。
| 能力 | MateClaw | [Dify](https://github.com/langgenius/dify) | [LobeChat](https://github.com/lobehub/lobe-chat) | [FastGPT](https://github.com/labring/FastGPT) | [NextChat](https://github.com/ChatGPTNextWeb/NextChat) | [MaxKB](https://github.com/1Panel-dev/MaxKB) | [Open WebUI](https://github.com/open-webui/open-webui) |
| 能力 | MateClaw | [OpenClaw](https://github.com/openclaw/openclaw) | [CoPaw](https://github.com/agentscope-ai/CoPaw) | QClaw | [Claude Code](https://github.com/anthropics/claude-code) | [Cursor](https://cursor.com) | [Windsurf](https://windsurf.com) |
|:---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
| 智能体 (ReAct + 计划执行) | **完整支持** | 仅 ReAct | 部分 | 无 | 无 | 无 | 无 |
| LLM Wiki 知识库 | **原创** | 仅 RAG | 仅 RAG | 仅 RAG | 无 | 仅 RAG | 仅 RAG |
| 复合记忆系统 | **完整支持** | 无 | 无 | 无 | 无 | 无 | 无 |
| MCP 协议 | **完整支持** | 插件 | 支持 | 支持 | 无 | 支持 | 无 |
| 多智能体编排 | **ReAct + 计划执行** | 单智能体 | 单智能体 | 单智能体 | 并行 Agent | 后台 Agent | Cascade 引擎 |
| LLM Wiki 知识库 | **原创** | 无 | 无 | 知识图谱 | 无 | 无 | 无 |
| 复合记忆 | **提取 + 整理 + 涌现** | 插件依赖 | ReMe 记忆 | 插件依赖 | 自动记忆 | 无 | 仅会话 |
| 工具防护与审批 | **完整支持** | 无 | 无 | 无 | 无 | 无 | 无 |
| 技能市场 | **ClawHub** | 插件市场 | 插件商店 | 无 | 无 | 无 | 无 |
| 多渠道 IM | **7 个渠道** | 仅 Webhook | 2 个 | 无 | 无 | 无 | 无 |
| 桌面端 | **Electron + JRE** | 无 | 仅 PWA | 无 | 有 | 无 | 无 |
| 多模态创作 | **TTS/STT/图/音乐/视频** | 无 | TTS/图片 | 无 | 无 | 仅 I/O | 无 |
| 技术栈 | Java + Vue 3 | Python + Next.js | TypeScript + Next.js | TypeScript + Next.js | TypeScript + Next.js | Python + Vue | Python + Svelte |
| 多渠道 IM | **7 个渠道** | 25+ 渠道 | 5+ 渠道 | 微信/QQ | 仅终端 | 仅 IDE | 仅 IDE |
| Web 管理界面 | **完整仪表盘** | 无 | 有限 | 无 | 无 | 无 | 无 |
| 桌面端 | **Electron + JRE** | CLI | CLI | CLI | CLI | 有 | 有 |
| 多模态创作 | **TTS/STT/图/音乐/视频** | 无 | 无 | 无 | 无 | 无 | 无 |
| 技能市场 | **ClawHub** | 插件系统 | Python 技能 | 模板 | MCP 技能 | 无 | MCP |
| 企业认证 | **RBAC + JWT** | 无 | 无 | 无 | 无 | 团队版 | 团队版 |
| 开源 | **Apache 2.0** | 是 | 是 | 部分 | 仅 CLI | 否 | 否 |
| 定价 | **免费** | 免费 | 免费 | 未发布 | 按量付费 | $0200/月 | $060/月 |
> **差异在哪?** 别人给你一个聊天界面或工作流编排器。MateClaw 给你一个 AI 操作系统——智能体能推理、能记忆、用工具有防护、出现在你工作发生的每一个地方。
> **差异在哪?** OpenClaw 给你渠道。Claude Code 给你终端。Cursor 给你编辑器。MateClaw 给你一个 AI 操作系统——智能体能推理、能记忆、能创作,出现在你工作发生的每一个地方。有管理仪表盘。免费
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