Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add zzhan111/multi-agents-browser --skill ma-browsergit clone --depth 1 https://github.com/zzhan111/multi-agents-browserWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/zzhan111/multi-agents-browser/ma-browser)<a href="https://agentmods.dev/skills/zzhan111/multi-agents-browser/ma-browser"><img src="https://agentmods.dev/badge/skills/zzhan111/multi-agents-browser/ma-browser/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/zzhan111/multi-agents-browser/ma-browser"><img src="https://agentmods.dev/badge/skills/zzhan111/multi-agents-browser/ma-browser.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00093 | $0.02930 |
| Opus 5.5 | $0.00037 | $0.01172 |
| Sonnet 5.5 | $0.00019 | $0.00586 |
| Haiku 4.5 | $0.00009 | $0.00293 |
Grade A, and why
ma-browser scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
## fetch — 带登录态的 curl This is a copy
89% identical to bb-browser — 248 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 360 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ma-browser - 信息获取与浏览器自动化
核心价值
通过浏览器 + 用户登录态,可以获取:
- 公域信息:任意公开网页、搜索结果、新闻资讯
- 私域信息:内部系统、企业应用、登录后页面、个人账户数据
还可以代替用户执行浏览器操作:表单填写、按钮点击、数据提取、截图保存、批量操作。
运行在用户真实浏览器中,复用已登录的账号,不触发反爬检测。
快速开始
ma-browser open <url> # 打开页面(新 tab)
ma-browser snapshot -i # 获取可交互元素
ma-browser click @5 # 点击元素
ma-browser fill @3 "text" # 填写输入框
ma-browser close # 完成后关闭 tab
Site 系统 — 把任何网站变成命令行 API
site 系统是 ma-browser 的核心特性,通过 adapter 将网站功能 CLI 化,覆盖 36+ 平台。
# 常用命令
ma-browser site list # 列出所有 adapter
ma-browser site search <query> # 搜索 adapter
ma-browser site <name> [args...] # 运行 adapter
ma-browser site update # 更新社区 adapter 库
# 使用示例
ma-browser site twitter/search "Claude Code" # 搜索推文
ma-browser site zhihu/hot # 知乎热榜
ma-browser site github/repo owner/repo # 仓库信息
ma-browser site youtube/transcript <video_id> # 获取字幕
ma-browser site reddit/thread <url> # 帖子详情
ma-browser site eastmoney/stock "茅台" # 股票查询
ma-browser site weibo/hot # 微博热搜
ma-browser site arxiv/search "transformer" # 论文搜索
adapter 自动处理 tab 管理(查找匹配域名的 tab 或新建),自动检测登录错误并提示。
详细用法和 36 平台完整列表:参见 references/site-system.md 创建自定义 adapter:参见 references/adapter-development.md
fetch — 带登录态的 curl
在浏览器上下文中执行 fetch,自动携带 Cookie 和登录态。
ma-browser fetch <url> # GET 请求
ma-browser fetch <url> --method POST --body '{"k":"v"}' # POST 请求
ma-browser fetch <url> --headers '{"Auth":"Bearer xxx"}' # 自定义请求头
ma-browser fetch <url> --output data.json # 保存到文件
ma-browser fetch /api/me.json # 相对路径(用当前 tab 的 origin)
自动域名路由:绝对路径自动查找匹配 tab 或新建;相对路径使用当前 tab。
详细用法:参见 references/fetch-and-network.md
Tab 管理规范
操作完成后必须关闭自己打开的 tab。
# 单 tab 场景
ma-browser open https://example.com # 打开新 tab
ma-browser snapshot -i
ma-browser click @5
ma-browser close # 完成后关闭
# 多 tab 场景
ma-browser open https://site-a.com # tabId: 123
ma-browser open https://site-b.com # tabId: 456
# ... 操作 ...
ma-browser tab close # 关闭当前 tab
ma-browser tab close # 关闭剩余 tab
# 指定 tab 操作
ma-browser open https://example.com --tab current # 在当前 tab 打开(不新建)
ma-browser open https://example.com --tab 123 # 在指定 tabId 打开
What ships with it
4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 360 lines · 93 tokens per session scan A 03082c5bd6c3
ma-browser is a skill published in the GitHub repository zzhan111/multi-agents-browser (1 stars, last pushed 1mo ago), licensed MIT. It adds 93 tokens to every session and 2,930 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). It is 89% identical to bb-browser, differing in 248 lines, and is treated as a copy.
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