Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Free website traffic checker: monthly visits, traffic sources, top countries and domain compares.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
Authorization비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
터미널에서 이 명령어를 실행하세요
claude mcp add --transport http vaneform https://vaneform.com/mcp --header 'Authorization: your-value'실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"vaneform": {
"url": "https://vaneform.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"vaneform": {
"type": "http",
"url": "https://vaneform.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
Authorization 비밀 필수 HTTP header이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
도구 이름과 설명은 서버가 2026년 11월 7일에 알려 준 그대로예요. 우리가 아니라 제작자가 쓴 글이고, 일반 텍스트로만 보여 드려요.
research_siteFree early-access standalone site research. Query Google ads by domain or advertiser, public Meta ads by keyword, AdSense accounts/related sites, outbound page links, collected ad text, recorded website opportunities or DR changes. Source acquisition is explicit and bounded; all
get_research_workspaceRead the caller saved research, folders, private notes, tool history, publisher/ad monitors and in-app change notifications. Free; 0 credits. Account ownership comes from the authenticated key.
save_researchSave a standalone site-tool query in the caller workspace, with a folder and private notes. Free; 0 credits.
monitor_researchMonitor a Google Ads or AdSense query daily or weekly. Record newly observed public ads and connected sites as private in-app notifications. The first successful observation establishes a baseline. Free; 0 credits.
manage_researchManage the caller private research: remove a saved target, pause/resume or change daily/weekly monitoring, remove a monitor, check current public data, or mark a change notification read. Use IDs from get_research_workspace. Free; 0 credits.
lookup_domainRead a cached Vaneform domain snapshot: scale (full-site or search visits), registry, site profile, and link-rank popularity. Optional include=baidu is cached Baidu rank. Optional include=search is Pro-only keyword rankings (ranked keywords, landing pages, search competitors) fro
get_accountRead the caller plan, website lookup allowance, and credit balance. This call spends 0. Use before a batch.
lookup_keywordRead a US/EN keyword brief: monthly searches, difficulty, CPC, and Google occupancy. Pro-only. At most 30 Google results. A cache hit is free; a successful miss spends 60 credits. After trimming, longer than 200 characters is invalid. Matching uses the lowercased, space-collapsed
compare_bulkCompare domains side by side. Returns scale and registry. Fetches traffic when monthly visits are missing. Spends 1 credit per compared domain with data. Up to 3 domains on Free, 30 on Pro. Use for 批量对比.
compare_tldCompare the same registrable name across suffixes. Default suffixes are com,ai,io. example.com is read as example. Response suffixes and items follow a fixed suffix order; match the returned suffixes. Fetches traffic when monthly visits are missing. Spends 1 credit per compared d
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 8일 점검
게시자(jiangqizheng)가 저장소 소유자(vaneform)가 아니에요. 다른 사람이 등록했을 수 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
153ms 만에 응답(HTTP 200)
로그인 필요 없음
도구 설명 10개를 읽었고, AI에게 보내는 숨겨진 지시는 없었어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 3개 중 2개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
입력해야 할 값: Authorization
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.4.3)은 21일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Browser Use, Chrome DevTools MCP, MCP Server Browser
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:↓ 주간 다운로드i★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Website traffic lookups for AI assistants and the terminal. This repo has an MCP server, a small CLI and an agent skill for Vaneform, a free website traffic checker.
Ask your assistant "how much traffic does notion.so get?" or "compare figma.com and canva.com" and it answers with estimated monthly visits, month-over-month change, rank, top countries, traffic sources and registry facts. Traffic figures are third-party traffic estimates; see the Vaneform methodology.
中文说明
| Piece | What it is |
|---|---|
| Hosted MCP server | https://vaneform.com/mcp (Streamable HTTP). Zero install, and the recommended option. |
vaneform-mcp | Local stdio MCP server for clients that only run local commands. It proxies the hosted server, so tools never drift. |
vaneform CLI | vaneform notion.so, vaneform compare a.com b.com, vaneform tld name. It shares the same client. |
skills/website-traffic-lookup | Agent skill (Claude / Agent Skills format) that tells an assistant when to check traffic and how to read and cite the result. |
These tool names and descriptions come from the hosted server's tools/list:
| Tool | What it does | Cost |
|---|---|---|
lookup_domain | Cached snapshot of a domain: visits (full-site or search), registry, site profile, link-rank popularity | 1 credit |
compare_bulk | Side-by-side visits and registry for several domains; fetches traffic when it is missing | 1 credit per domain |
compare_tld | One name across suffixes (default com,ai,io) | 1 credit per domain |
get_account | Plan and remaining credits | free |
lookup_keyword | US keyword brief: volume, difficulty, CPC, Google occupancy (Pro) | 60 credits |
Repeating a domain lookup within 24 hours is free. Site keyword rankings (Pro, 200 credits) are available through the API with include=search.
| Free | Pro | |
|---|---|---|
| Credits per month | 100 | 10,000 |
| API key, MCP and CLI | ✓ | ✓ |
| Domain lookup and compare (1 credit per domain, repeats within 24h free) | ✓ | ✓ |
| Keyword brief (60 credits) | ✓ | |
| Site keyword rankings (200 credits) | ✓ |
Each key allows 60 requests a minute and 5,000 a day (429 lookup_rate_exceeded above that). See pricing.
Discovery (initialize, tools/list) is open. Tool calls need a Vaneform API key.
Authorization: Bearer vf_live_… or X-API-Key: vf_live_…. Local server and CLI: set VANEFORM_API_KEY.Without a key, tools still list, and a call returns a sign-up link plus a browser link such as https://vaneform.com/?q=notion.so.
claude mcp add --transport http --scope user vaneform https://vaneform.com/mcp \
--header "Authorization: Bearer vf_live_…"
~/.cursor/mcp.json (or .cursor/mcp.json in a project):
{
"mcpServers": { "vaneform": { "url": "https://vaneform.com/mcp", "headers": { "Authorization": "Bearer vf_live_…" } } } }
The simplest Claude Desktop setup that passes your key is the local proxy. Edit claude_desktop_config.json (macOS: ~/Library/Application Support/Claude/, Windows: %APPDATA%\Claude\):
{
"mcpServers": { "vaneform": { "command": "npx", "args": ["-y", "github:vaneform/vaneform-mcp"], "env": { "VANEFORM_API_KEY": "vf_live_…" } } } }
The package isn't on npm yet, so npx installs it from GitHub. The first start takes a little longer because it builds once. If npx exits right away on an old system npm (Debian's packaged npm 9.2 does this with GitHub packages), run npm install -g github:vaneform/vaneform-mcp and use "command": "vaneform-mcp" with no args.
export VANEFORM_API_KEY=vf_live_…
codex mcp add vaneform --url https://vaneform.com/mcp --bearer-token-env-var VANEFORM_API_KEY
https://vaneform.com/mcp, transport Streamable HTTP, header Authorization: Bearer vf_live_… (or X-API-Key: vf_live_…)npx -y github:vaneform/vaneform-mcp, env VANEFORM_API_KEYnpx -p github:vaneform/vaneform-mcp vaneform --help
export VANEFORM_API_KEY=vf_live_… vaneform notion.so # traffic overview vaneform compare notion.so coda.io # side by side vaneform tld vaneform --suffixes com,ai,io vaneform account # plan and remaining credits (free) vaneform notion.so --json # raw API JSON
Output with no key set:
$ vaneform tools
lookup_domain Read a cached Vaneform domain snapshot: scale (full-site or search visits), registry, site profile, and link-rank popularity. get_account Read the caller plan, website lookup allowance, and credit balance. lookup_keyword Read a US/EN keyword brief: monthly searches, difficulty, CPC, and Google occupancy. compare_bulk Compare domains side by side. compare_tld Compare the same registrable name across suffixes.
$ vaneform github.com VANEFORM_API_KEY is not set, so this tool cannot call the Vaneform API. Create a free API key at https://vaneform.com/account/api (100 credits a month; 1 credit per domain). Check it in a browser instead: https://vaneform.com/?q=github.com
With a key, vaneform prints visits, MoM change, rank, top countries, sources, registry dates and the report link, followed by Data: Vaneform (third-party traffic estimates).
curl -s https://vaneform.com/mcp \
-H 'content-type: application/json' -H 'accept: application/json, text/event-stream' \ -d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}'
The same key works for the REST API: docs, OpenAPI.
Copy the skill so your assistant knows when to reach for traffic data and how to cite it:
# Claude Code (user-wide)
mkdir -p ~/.claude/skills/website-traffic-lookup curl -fsSL https://raw.githubusercontent.com/vaneform/vaneform-mcp/main/skills/website-traffic-lookup/SKILL.md \ -o ~/.claude/skills/website-traffic-lookup/SKILL.md
For other agents that read SKILL.md folders, put it in that agent's skills directory (for example .agents/skills/ in a project). Vaneform also serves a lower-level API skill at vaneform.com/skill.md.
status: "missing" means Vaneform hasn't cached that domain yet. It does not mean zero traffic. compare_bulk fetches it.as_of) and a confidence label. Quote them.npm install # also builds dist/
npm run lint # biome + tsc npm test # unit tests + a stdio test with the official MCP SDK client VANEFORM_MCP_URL=http://localhost:3000/mcp node dist/bin/vaneform.js tools # point at another server
The runtime has no dependencies and needs Node 18 or newer. This repo contains only the client. No data collection code lives here.
MIT. The license covers this code only, not data returned by the API. Traffic figures are third-party estimates served by Vaneform.