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-browser-openclawgit 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-openclaw)<a href="https://agentmods.dev/skills/zzhan111/multi-agents-browser/ma-browser-openclaw"><img src="https://agentmods.dev/badge/skills/zzhan111/multi-agents-browser/ma-browser-openclaw/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-openclaw"><img src="https://agentmods.dev/badge/skills/zzhan111/multi-agents-browser/ma-browser-openclaw.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 | $0.00058 | $0.01154 |
| Opus 5.5 | $0.00023 | $0.00462 |
| Sonnet 5.5 | $0.00012 | $0.00231 |
| Haiku 4.5 | $0.00006 | $0.00115 |
Grade A, and why
ma-browser-openclaw scanned grade A with 0 findings 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.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
This is a copy
95% identical to bb-browser-openclaw — 80 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 — 143 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ma-browser sites — The web as CLI
36 platforms, 103 commands. One-liner structured data from any website using your login state.
All commands use --openclaw to run through OpenClaw's browser. No Chrome extension or daemon needed.
Quick Start
# First time: pull community adapters
ma-browser site update
# See what's available
ma-browser site list
# See which adapters match your browsing habits
ma-browser site recommend
# Run any adapter via OpenClaw's browser
ma-browser site reddit/hot --openclaw
ma-browser site hackernews/top 5 --openclaw
ma-browser site v2ex/hot --openclaw
IMPORTANT: Always use --openclaw
Every ma-browser site command MUST include --openclaw to use OpenClaw's browser:
# Correct
ma-browser site twitter/search "AI agent" --openclaw
ma-browser site zhihu/hot 10 --openclaw --json
ma-browser site xueqiu/hot-stock 5 --openclaw --jq '.items[] | {name, changePercent}'
# Wrong (requires separate Chrome extension)
ma-browser site twitter/search "AI agent"
Data Extraction (most common use)
# Social media
ma-browser site twitter/search "OpenClaw" --openclaw
ma-browser site twitter/thread <tweet-url> --openclaw
ma-browser site reddit/thread <post-url> --openclaw
ma-browser site weibo/hot --openclaw
ma-browser site xiaohongshu/search "query" --openclaw
# Developer
ma-browser site github/repo owner/repo --openclaw
ma-browser site github/issues owner/repo --openclaw
ma-browser site hackernews/top 10 --openclaw
ma-browser site stackoverflow/search "async await" --openclaw
ma-browser site arxiv/search "transformer" --openclaw
# Finance
ma-browser site xueqiu/stock SH600519 --openclaw
ma-browser site xueqiu/hot-stock 5 --openclaw
ma-browser site eastmoney/stock "茅台" --openclaw
# News & Knowledge
ma-browser site zhihu/hot --openclaw
ma-browser site 36kr/newsflash --openclaw
ma-browser site wikipedia/summary "Python" --openclaw
# Video
ma-browser site youtube/transcript VIDEO_ID --openclaw
ma-browser site bilibili/search "query" --openclaw
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 · 143 lines · 58 tokens per session scan A 69ed48973fb0
ma-browser-openclaw is a skill published in the GitHub repository zzhan111/multi-agents-browser (1 stars, last pushed 1mo ago), licensed MIT. It adds 58 tokens to every session and 1,154 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 95% identical to bb-browser-openclaw, differing in 80 lines, and is treated as a copy.
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