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docs: fact-check Claude Code/Cursor/Windsurf — correct comparison table

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README.md
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@ -48,30 +48,30 @@ Most AI tools do one thing well. MateClaw does the whole thing.
| Capability | MateClaw | [OpenClaw](https://github.com/openclaw/openclaw) | [CoPaw](https://github.com/agentscope-ai/CoPaw) | [QClaw](https://cntechpost.com/2026/03/20/tencent-opens-qclaw-public-testing-amid-fierce-ai-rivalry/) | [Claude Code](https://github.com/anthropics/claude-code) | [Cursor](https://cursor.com) | [Windsurf](https://windsurf.com) |
|:---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
| Agent Orchestration | **ReAct + Plan-Execute** | Multi-agent teams | Multi-agent collab | Specialist agents | Parallel agents | Background agents | Cascade engine |
| Knowledge System | **LLM Wiki (digestion)** | Intelligence Mode + Wiki | Personal KB | Knowledge graph | No | No | No |
| Memory | **Extract + Consolidate + Dream** | SQLite + Dreaming + Wiki | ReMe (hybrid retrieval) | 3-layer memory | Auto-memory | No | Session only |
| Tool Guard & Approval | **RBAC + approval flow** | HITL + risk levels | No | No | No | No | No |
| Multi-Channel IM | **7 channels** | 25+ channels | 7 channels | 5 channels | Terminal only | IDE only | IDE only |
| Web Management UI | **Full admin dashboard** | Control UI | Console UI | Dashboard | No | No | No |
| Desktop App | **Electron + bundled JRE** | macOS menu bar | Electron (Beta) | Win/Mac app | CLI | Yes | Yes |
| Multimodal Creation | **TTS/STT/Img/Music/Video** | TTS/Video/Music/Image | Vision input | No | No | No | No |
| Skill Ecosystem | **ClawHub marketplace** | ClawHub registry | Python skills | Templates | MCP skills | No | MCP |
| Enterprise Auth | **RBAC + JWT** | Basic (password) | Basic auth | No | No | Teams plan | Teams plan |
| Open Source | **Apache 2.0** | MIT | Apache 2.0 | Partial | CLI only | No | No |
| Pricing | **Free** | Free | Free | Free (beta) | Token-based | $0–200/mo | $0–60/mo |
| Tech Stack | **Java + Vue 3** | TypeScript | Python + TS | OpenClaw fork | TypeScript | Electron | Electron |
| Agent Orchestration | **ReAct + Plan-Execute** | Multi-agent teams | Multi-agent collab | Specialist agents | Agent Teams + subagents | Background Agents (cloud VM) | Cascade engine |
| Knowledge System | **LLM Wiki (digestion)** | Intelligence Mode + Wiki | Personal KB | Knowledge graph | CLAUDE.md (no RAG) | Codebase indexing | No |
| Memory | **Extract + Consolidate + Dream** | SQLite + Dreaming + Wiki | ReMe (hybrid retrieval) | 3-layer memory | 3-layer (CLAUDE.md + auto + files) | No persistent memory | Memories (~48h learning) |
| Tool Guard & Approval | **RBAC + approval flow** | HITL + risk levels | No | No | Permissions + Sandbox + Hooks | No | Turbo Mode (auto-approve) |
| Multi-Channel IM | **7 channels** | 25+ channels | 7 channels | 5 channels | 3 channels (preview) | IDE only | IDE only |
| Web Management UI | **Full admin dashboard** | Control UI | Console UI | Dashboard | Enterprise dashboard | No | No |
| Desktop App | **Electron + bundled JRE** | macOS menu bar | Electron (Beta) | Win/Mac app | Claude Desktop (Mac/Win) | VS Code fork | VS Code fork |
| Multimodal Creation | **TTS/STT/Img/Music/Video** | TTS/Video/Music/Image | Vision input | No | Vision input only | No | No |
| Skill Ecosystem | **ClawHub marketplace** | ClawHub registry | Python skills | Templates | 340+ plugins, 1300+ skills | MCP marketplace | MCP one-click |
| Enterprise Auth | **RBAC + JWT** | Basic (password) | Basic auth | No | SSO/SCIM/RBAC | SSO + Teams | Teams plan |
| Open Source | **Apache 2.0** | MIT | Apache 2.0 | Partial | No (source-available) | No | No |
| Pricing | **Free** | Free | Free | Free (beta) | $20–200/mo | $0–200/mo | $0–200/mo |
| Tech Stack | **Java + Vue 3** | TypeScript | Python + TS | OpenClaw fork | TypeScript | Electron (VS Code) | Electron (VS Code) |
**What makes MateClaw different?**
Every product in this table is strong in its own right. Here's where MateClaw carves its own space:
Every product in this table is genuinely strong. Here's where MateClaw carves its own space:
- **Plan-and-Execute orchestration** — Not just ReAct loops. Break complex work into ordered steps, execute each one, adapt the plan mid-flight. Most competitors stop at single-turn agent calls
- **LLM Wiki that digests, not just retrieves** — Others index and search. MateClaw's Wiki turns raw material into structured, linked pages with summaries — the difference between a search engine and an encyclopedia
- **Java ecosystem** — Built for teams already running Spring Boot in production. No Python runtime, no Node.js dependency chain. One JAR, one deploy
- **Complete admin experience** — Full dashboard for agents, models, tools, skills, channels, security, cron jobs, and token usage. Not a CLI-first afterthought
- **Multimodal creation suite** — TTS, STT, image, music, and video generation built in. Not plugins — first-class features
- **Free, forever** — Apache 2.0. No token-based billing, no per-seat pricing, no feature gating
- **Plan-and-Execute orchestration** — Break complex work into ordered steps, execute each, adapt mid-flight. Others have multi-agent, but structured task planning with dynamic replanning is rare
- **LLM Wiki that digests, not just retrieves** — Others index and search. MateClaw's Wiki turns raw material into structured, linked pages with summaries — a search engine vs. an encyclopedia
- **Java ecosystem** — Built for teams already running Spring Boot in production. One JAR, one deploy. No Python runtime, no Node.js dependency chain
- **Complete admin dashboard** — Agents, models, tools, skills, channels, security, cron jobs, token usage — all in one web UI. Not a CLI-first afterthought
- **Full multimodal creation** — TTS, STT, image, music, and video generation as first-class built-in features. OpenClaw matches here; most others don't
- **Free and open, no asterisks** — Apache 2.0. No token billing, no seat pricing, no feature gating. Claude Code starts at $20/mo, Cursor and Windsurf up to $200/mo
---

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README_zh.md
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@ -48,30 +48,30 @@ MateClaw 是基于 **Java + Vue 3** 构建的个人 AI 操作系统，由 [Sprin
| 能力 | MateClaw | [OpenClaw](https://github.com/openclaw/openclaw) | [CoPaw](https://github.com/agentscope-ai/CoPaw) | [QClaw](https://cntechpost.com/2026/03/20/tencent-opens-qclaw-public-testing-amid-fierce-ai-rivalry/) | [Claude Code](https://github.com/anthropics/claude-code) | [Cursor](https://cursor.com) | [Windsurf](https://windsurf.com) |
|:---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
| 智能体编排 | **ReAct + 计划执行** | 多智能体团队 | 多智能体协作 | 专家智能体 | 并行 Agent | 后台 Agent | Cascade 引擎 |
| 知识系统 | **LLM Wiki（消化式）** | Intelligence Mode + Wiki | 个人知识库 | 知识图谱 | 无 | 无 | 无 |
| 记忆 | **提取 + 整理 + 涌现** | SQLite + Dreaming + Wiki | ReMe（混合检索） | 三层记忆 | 自动记忆 | 无 | 仅会话 |
| 工具防护与审批 | **RBAC + 审批流** | HITL + 风险等级 | 无 | 无 | 无 | 无 | 无 |
| 多渠道 IM | **7 个渠道** | 25+ 渠道 | 7 个渠道 | 5 个渠道 | 仅终端 | 仅 IDE | 仅 IDE |
| Web 管理界面 | **完整管理仪表盘** | Control UI | Console UI | 控制面板 | 无 | 无 | 无 |
| 桌面端 | **Electron + 内嵌 JRE** | macOS 菜单栏 | Electron（Beta） | Win/Mac 应用 | CLI | 有 | 有 |
| 多模态创作 | **TTS/STT/图/音乐/视频** | TTS/视频/音乐/图片 | 视觉输入 | 无 | 无 | 无 | 无 |
| 技能生态 | **ClawHub 市场** | ClawHub 注册表 | Python 技能 | 模板 | MCP 技能 | 无 | MCP |
| 企业认证 | **RBAC + JWT** | 基础（密码） | 基础认证 | 无 | 无 | 团队版 | 团队版 |
| 开源 | **Apache 2.0** | MIT | Apache 2.0 | 部分 | 仅 CLI | 否 | 否 |
| 定价 | **免费** | 免费 | 免费 | 免费（公测） | 按量付费 | $0–200/月 | $0–60/月 |
| 技术栈 | **Java + Vue 3** | TypeScript | Python + TS | OpenClaw 衍生 | TypeScript | Electron | Electron |
| 智能体编排 | **ReAct + 计划执行** | 多智能体团队 | 多智能体协作 | 专家智能体 | Agent Teams + 子智能体 | 后台 Agent（云端 VM） | Cascade 引擎 |
| 知识系统 | **LLM Wiki（消化式）** | Intelligence Mode + Wiki | 个人知识库 | 知识图谱 | CLAUDE.md（无 RAG） | 代码库索引 | 无 |
| 记忆 | **提取 + 整理 + 涌现** | SQLite + Dreaming + Wiki | ReMe（混合检索） | 三层记忆 | 三层（CLAUDE.md + 自动 + 文件） | 无持久记忆 | Memories（~48h 学习） |
| 工具防护与审批 | **RBAC + 审批流** | HITL + 风险等级 | 无 | 无 | 权限 + 沙箱 + Hooks | 无 | Turbo Mode（自动放行） |
| 多渠道 IM | **7 个渠道** | 25+ 渠道 | 7 个渠道 | 5 个渠道 | 3 个渠道（预览） | 仅 IDE | 仅 IDE |
| Web 管理界面 | **完整管理仪表盘** | Control UI | Console UI | 控制面板 | 企业版仪表盘 | 无 | 无 |
| 桌面端 | **Electron + 内嵌 JRE** | macOS 菜单栏 | Electron（Beta） | Win/Mac 应用 | Claude Desktop（Mac/Win） | VS Code 分支 | VS Code 分支 |
| 多模态创作 | **TTS/STT/图/音乐/视频** | TTS/视频/音乐/图片 | 视觉输入 | 无 | 仅视觉输入 | 无 | 无 |
| 技能生态 | **ClawHub 市场** | ClawHub 注册表 | Python 技能 | 模板 | 340+ 插件, 1300+ 技能 | MCP 市场 | MCP 一键集成 |
| 企业认证 | **RBAC + JWT** | 基础（密码） | 基础认证 | 无 | SSO/SCIM/RBAC | SSO + 团队版 | 团队版 |
| 开源 | **Apache 2.0** | MIT | Apache 2.0 | 部分 | 否（源码可见） | 否 | 否 |
| 定价 | **免费** | 免费 | 免费 | 免费（公测） | $20–200/月 | $0–200/月 | $0–200/月 |
| 技术栈 | **Java + Vue 3** | TypeScript | Python + TS | OpenClaw 衍生 | TypeScript | Electron (VS Code) | Electron (VS Code) |
**MateClaw 的差异化在哪？**
这张表里的每个产品都有自己的强项。MateClaw 的独特空间在这里：
这张表里的每个产品都有真正的实力。MateClaw 的独特空间在这里：
- **计划-执行编排** — 不只是 ReAct 循环。把复杂工作分解为有序步骤，逐一执行，执行中动态调整计划。大多数竞品止步于单轮 Agent 调用
- **计划-执行编排** — 把复杂工作分解为有序步骤，逐一执行，动态调整计划。别人有多智能体，但结构化任务规划+动态重规划是稀缺能力
- **LLM Wiki 消化式知识库** — 别人索引和搜索。MateClaw 的 Wiki 把原始资料转化为结构化、有链接的页面——搜索引擎和百科全书的区别
- **Java 生态** — 为已经在生产环境运行 Spring Boot 的团队而生。无需 Python 运行时，无需 Node.js 依赖链。一个 JAR，一次部署
- **完整的管理体验** — 智能体、模型、工具、技能、渠道、安全、定时任务、Token 用量的完整仪表盘。不是 CLI 优先的附属品
- **多模态创作套件** — TTS、STT、图片、音乐、视频生成内置。不是插件——是一等公民
- **永久免费** — Apache 2.0。无按量计费，无按席收费，无功能阉割
- **Java 生态** — 为已经在生产环境运行 Spring Boot 的团队而生。一个 JAR，一次部署。无需 Python 运行时，无需 Node.js 依赖链
- **完整管理仪表盘** — 智能体、模型、工具、技能、渠道、安全、定时任务、Token 用量——全在一个 Web 界面。不是 CLI 优先的附属品
- **完整多模态创作** — TTS、STT、图片、音乐、视频生成作为内置一等功能。OpenClaw 在这方面同样强；其他竞品不具备
- **免费开源，没有星号** — Apache 2.0。无按量计费，无按席收费，无功能阉割。Claude Code 起步 $20/月，Cursor 和 Windsurf 最高 $200/月
---