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UBA MCP Server

UBA MCP Server

by kezhu-ai

UBA — Universal Browser Brain

The open-source Browser Brain for AI agents — API-first execution, real browser identity, local-first secrets.

中文:UBA 是一个面向 Claude、GPT 与任意 Agent 的开源 Browser Brain 运行时。它让模型拥有人类级网页感知、语义理解、长期浏览记忆、真实浏览器身份。

Why UBA (v0.2 重塑 2026-07-19)

最强烈差异化(从调研报告 7 得出):

  • ❌ 不是 "另一个 browser-use fork"

  • ❌ 不是 "反检测浏览器"(stealth 降级为独立插件)

  • ❌ 不是 "AI 浏览器产品"(不做完整 UX)

  • ✅ 是 "Browser Brain Runtime" —— 跨层聚合 6 个能力层,只做基础设施层,不做应用层

核心承诺:

  • API 优先 —— GitHub/X 写动作走官方 API(OAuth Device Flow,短期 token)

  • 真实身份浏览器 —— 用户自己 Chrome + CDP attach,不是 stealth 伪造

  • 本地优先 —— 凭据存系统 keychain,token 不出机

  • MCP 优先 —— Claude / Cursor / Continue 任何 MCP 客户端可直接调

  • Apache-2.0 —— 企业友好 + 专利授权清晰

Related MCP server: Hermes Browser MCP Server

What UBA Is

✅ 面向 LLM 的 Browser Brain Runtime(开源) ✅ 把页面变成 page.json(统一观测对象) ✅ 三层记忆(Factual / Episodic / Semantic) ✅ Reflection(动作后自动 diff + failure cause) ✅ Approval Policy(高风险动作人类接管) ✅ Secret Vault(系统 keychain 存凭据) ✅ Local-first by default, cloud only by consent ✅ Apache-2.0 license

What UBA Is Not

❌ 反检测浏览器(stay stealth 主题不在主叙事,降到独立插件) ❌ 完整 AI 浏览器产品(Comet / Dia 那种) ❌ 另一个 browser-use fork(差异化在 Memory + Reflection + Secret Vault) ❌ SaaS(本地为主)

Core Concepts: 6 层架构 + 双执行面

Claude Agent
     |
   MCP / CLI / SDK
     |
UBA Orchestrator
┌─────────────────────────────────┐
│ 1. Browser Core                  │  ← Provider 抽象
│ 2. Perception                    │  ← a11y + screenshot + DOM
│ 3. Brain Engine    → page.json   │  ← 语义化 + risk
│ 4. Planning + Approval           │  ← 候选 + 审批
│ 5. Reflection                    │  ← diff + retry
│ 6. Memory OS                     │  ← 3 张表 + Secret Vault
└─────────────────────────────────┘
     |
┌────────────────┐  ┌────────────────┐
│ API Executor   │  │ Browser Exec   │
│ (GitHub/X)     │  │ (CDP/extension)│
└────────────────┘  └────────────────┘

每层都有官方文档。

Quick Start

# 装
git clone https://github.com/kezhu-ai/uba.git
cd uba
uv sync

# 启动 MCP server(stdio 模式)
uv run uba-server

# Claude Code 配置 ~/.claude/mcp.json:
# {
#   "mcpServers": {
#     "uba": {
#       "command": "uv",
#       "args": ["--directory", "PATH/TO/uba", "run", "uba-server"]
#     }
#   }
# }

然后在 Claude Code 里说:

"用 uba 打开知乎,看看 AI Agent 热榜前 10"

Demo

(待录屏:同一任务"普通 browser automation vs UBA"对比,展示 page.json + 第二次访问时记忆被调出)

Architecture

(完整 mermaid 架构图:6 层 + 双执行面,API 优先 + 浏览器兜底)

page.json Schema

(uba/core/page.py 的 Pydantic 模型,字段包括: session_id / url / site / page_type / auth_state / user_goal / summary / entities[] / primary_actions[] / risk_flags[] / memory_hooks{} / evidence{})

v0.2 计划扩展:regions / selector_candidates / recent_actions / site_facts(报告 7 Page Understanding Graph)

Memory Schema

三层:

  • SQLite: sessions / page_observations / action_logs / reflections / preferences / site_playbooks

  • Secret Vault:~/.uba/secrets.vault.json(Fernet 加密)或系统 keychain

  • LanceDB(v0.3):embeddings 多模态语义检索

CLI and MCP

15 个核心 MCP 工具:

  • browse_navigate / browse_snapshot / browse_click(ref=eN) / browse_type(ref=eN, text)

  • browse_screenshot / browse_extract / browse_sessions / browse_solve_captcha

  • uba_observe / uba_plan / uba_act / uba_reflect / uba_recall / uba_run(高阶闭环)

  • uba_twitter_search / uba_twitter_user_timeline(X Free API 只读)

Providers(可插拔)

Provider

用途

默认

本地 Chrome CDP attach

真实身份(报告 7 推荐)

v0.3 默认

Patchright

自动化底层(API 兼容 Playwright)

v0.2 默认

CloakBrowser

选配,stealth 增强

v0.3 降级为独立插件

Camoufox

Firefox 路径反检测

v0.3 选配

远程 Browser(Browserless / Kernel)

CI/企业部署

选配

Safety and Privacy

  • Local-first by default, cloud only by consent

  • 浏览器 profile 只读快照(不直接写用户原始 profile)

  • 敏感字段(凭证/cookie/密码)绝不入 memory retrieval

  • Approval Policy:高风险动作(支付/登录/发信/表单提交)默认 require approval

  • 域名 allowlist(默认拒绝银行/政府/医疗)

  • 一键删除站点记忆:uba forget --site zhihu.com

参考 OpenAI Operator 的 takeover / Anthropic 的 sandbox 实践。

Local-First Design

默认所有数据本地:

  • ~/.uba/memory.db — SQLite

  • ~/.uba/secrets.vault — 系统 keychain(WIN/macOS/Linux)+ Fernet 兜底

  • ~/.uba/profiles/<session>/ — 浏览器 profile(只读快照)

不上传 telemetry / crash report。

Roadmap

版本

重点

状态

v0.1

6 层架构骨架 + 15 MCP 工具 + page.json v0.1

✅ 2026-07-19 release

v0.2

Secret Vault + GitHub App Device Flow + X Free API + 战略重塑

✅ 2026-07-19

v0.3

CDP attach(真实身份)+ LanceDB semantic + Page Understanding Graph

🔜 计划

v0.4

browse_with_goal LLM 决策循环 + Site Playbook 自动学习

🔜

v1.0

10k star + 1+ enterprise user + public benchmark

🔜

Benchmarks and Evals

(待 v0.3 公开 20-50 任务基准,衡量:

  • action success rate

  • token cost per task

  • memory recall precision/recall

  • recovery rate from failure

  • v0.2 已有 60 个单元测试,覆盖核心)

Contributing

三层入口:

  1. Provider / Plugin — 加新浏览器后端、新 LLM 适配

  2. Site Playbook — 贡献某站点的结构经验(知乎怎么登录、淘宝怎么下单)

  3. Memory / Eval — 基准、召回、反思逻辑

详见 CONTRIBUTING.md。

Governance

  • 维护者:@uba-agent-core

  • RFC 流程:大改动走 rfcs/

  • License:Apache-2.0(核心)+ 独立 stealth 插件仓库(规避 license 风险)

  • 中文社区 + 英文社区双语

Security Policy

报告 7 强约束:

  • GitHub 走 App + Device Flow(不是 PAT 网页自动化)

  • X 走 OAuth 2.0 PKCE(短期 token)

  • 凭据走系统 keychain(不存明文)

  • 2FA / 验证码默认 human-in-the-loop(不绕过)

  • 审批 + 审计 + 速率限制(防止滥用)

详见 SECURITY.md。

Star History

(开始攒,目标是 v1.0 前 10k stars)

References

License

Apache-2.0 — 见 LICENSE。stealth 插件在独立仓库。

Available Tools

2 tools
browse_clickA

按 ref 点击(ref 来自 browse_snapshot 返回的 refs)。

Inputs: ref (required), session_id. Returns: object

browse_navigateC

跳转到 URL。返回 final_url/title/site。

Inputs: url (required), session_id, wait_until. Returns: object

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    TDQS

    B3/5.0

    Scored across 2 tools

    Disambiguation5/5

    The two tools have clearly distinct purposes: one navigates to a URL, the other clicks elements based on references. No ambiguity between them.

    Naming Consistency5/5

    Both tools follow a consistent browse_verb_noun pattern (browse_navigate, browse_click), maintaining good naming uniformity.

    Tool Count2/5

    Only 2 tools for a web browsing server is too few. Typical browsing automation requires additional tools for extracting content, inputting data, or scrolling.

    Completeness1/5

    The tool surface is severely incomplete for web browsing. Missing essential operations like getting page content, filling forms, or executing other interactions.

    Maintenance

    ActivityNo data
    ResponsivenessOutdated data

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