Browser Use
Lets AI do web tasks for you, such as filling forms, searching and extracting data, in the maker’s cloud browsers or on your computer.
Description from the maker (original English)
Free website traffic checker: monthly visits, traffic sources, top countries and domain compares.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
AuthorizationValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http vaneform https://vaneform.com/mcp --header 'Authorization: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"vaneform": {
"url": "https://vaneform.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"vaneform": {
"type": "http",
"url": "https://vaneform.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
Authorization secret required HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Tool names and descriptions exactly as the server reported them on Nov 7, 2026. The maker wrote them, not us; we show them as plain text.
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
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 10, 2026
The publisher (jiangqizheng) is not the repo owner (vaneform); someone else may have listed it
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Responded in 153 ms (HTTP 200)
No sign-in needed
Read 10 tool descriptions and found no hidden instructions to the AI
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 2 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: Authorization
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.4.3) reached the registry 23 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Browser Use, Chrome DevTools MCP, MCP Server Browser
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Lets AI do web tasks for you, such as filling forms, searching and extracting data, in the maker’s cloud browsers or on your computer.
Lets AI use Chrome’s developer tools to inspect pages, find what makes them slow and spot errors. Made by the Chrome DevTools team.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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.