Browser Use
Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.
제작자가 쓴 설명(영어 원문)
Ask before you fetch: will this domain serve your crawler, refuse it, or charge it?
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.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://crawlcensus.com/mcp터미널에서 이 명령어를 실행하세요
claude mcp add --transport http crawl-census https://crawlcensus.com/mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"crawl-census": {
"url": "https://crawlcensus.com/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"crawl-census": {
"type": "http",
"url": "https://crawlcensus.com/mcp"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://crawlcensus.com/mcp메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
아직 이 서버의 도구 목록을 읽지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 8일 점검
레지스트리 이름이 GitHub 계정 taylorsmithgg 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트를 점검할 때 도구 목록을 읽어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.0.0)은 3개월 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:★ 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.
MCP server for Chrome DevTools
MCP server for browser use access
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Ask before you fetch. A drop-in client that stops your crawler spending requests on doors that are shut, and stops it routing around content someone is trying to sell.
Reading robots.txt answers one question and hides two others. Measured across 23,482 domains by Crawl Census:
No dependencies. No key required.
The same measurement is exposed as a remote MCP server, so an agent can ask before it fetches rather than after it fails. Listed in the official MCP registry as io.github.taylorsmithgg/crawl-census.
{ "mcpServers": { "crawl-census": { "url": "https://crawlcensus.com/mcp" } } }
| Tool | Answers |
|---|---|
crawl_preflight | will these domains serve my agent, refuse it, or charge it? |
agent_profile | what does this census publish about my crawler, and how do I correct it? |
census_facts | the headline findings as dated records with denominators and citation lines |
site_report | the stored audit for one domain |
scan_site | measure a domain now |
census_stats | corpus-level totals |
No authentication for read tools. Streamable HTTP.
npm i github:taylorsmithgg/crawl-census-client
pip install git+https://github.com/taylorsmithgg/crawl-census-client
import { politeFetch } from "crawl-census-client";
const r = await politeFetch("https://example.com/", { agent: "gptbot" }); if (r.skipped) console.log(r.verdict, r.reason); // disallow | refuse | pay else process(await r.response.text());
from crawl_census import polite_fetch
r = polite_fetch("https://example.com/", agent="gptbot") if r.skipped: print(r.verdict, r.reason) else: process(r.body)
Skipping is returned, not raised. It is the normal outcome for a large share of the web, and a crawl loop should be able to count skips without a try/except around every URL.
One call per 1,000 domains instead of one per host:
const { crawl, skip, pay, unknown } = await partition(urls, { agent: "gptbot" });
p = partition(urls, agent="gptbot")
p.crawl, p.skip, p.pay, p.unknown
For a fetcher that only needs a deny list in memory, skip the per-domain calls entirely:
curl https://crawlcensus.com/agents/gptbot/blocklist.txt # one domain per line, commented header
const sync = await syncBlocklist("gptbot"); // full list once
if (sync.blocked.has(host)) skip(); setInterval(() => sync.refresh(), 3600_000); // then deltas only, a few hundred bytes
sync = BlocklistSync("gptbot")
if host in sync: skip() sync.refresh() # {'added': 3, 'removed': 1, 'size': 3310, 'cursor': ...}
The delta feed is https://crawlcensus.com/agents/ /changes.json?since= and each response carries next_since, so a long-running crawler stays current on a few hundred bytes an hour instead of re-downloading the list.
That file covers robots.txt only. Edge refusal and HTTP 402 are per-request behaviours and still need preflight or politeFetch.
Measured, not asserted. Twenty hosts fetched concurrently used to cost twenty preflight calls carrying one domain each; the same host requested three times at once cost three, because the cache only helps after the first lookup resolves. The anonymous allowance is 240 calls an hour, so a crawler hit its ceiling at 240 hosts when one call covers twenty-five.
politeFetch now shares work automatically: lookups issued in the same tick leave as one batched call, and concurrent lookups for the same host await a single request.
| pattern | before | now |
|---|---|---|
| 20 hosts, concurrent | 20 calls | 1 call of 20 |
| 1 host, 3 URLs, concurrent | 3 calls | 1 call |
| 60 hosts, concurrent | 60 calls | 3 calls (25 / 25 / 10) |
partition then fetch | 2 calls | 1 call |
batchSize defaults to 25, the per-call cap without a key. Raise it with a Pro or Data key. batchWaitMs widens the coalescing window for concurrency that arrives in waves rather than all at once; the default of zero flushes on the next tick.
A pay verdict carries the amount when the origin named one:
const r = await politeFetch(url, { agent: "claudebot" });
if (r.verdict === "pay") console.log(r.price); // "USD 0.5", or null if none was quoted
Two things worth knowing. Most origins answering HTTP 402 name no amount at all, so price is usually null and the arrangement has to be made out of band. And pricing is per crawler: across the measured corpus, 78 of 213 charging origins charge some agents and serve others free, so ask with your own token rather than assuming a domain on the list will charge you.
partition splits a work queue into crawl, pay, skip, unknown and undecidable.
The last two look alike and are not. unknown means the census has not measured that domain yet: submit it and the next pass gets a real verdict. undecidable means the site's robots.txt disallows CrawlCensusBot, so this census will never measure it — retrying is guaranteed waste, and a loop that resubmits its unknowns each pass would resubmit those forever. The server marks the difference with a measurable boolean; read that, never the reason prose.
const p = await partition(urls, { agent: "gptbot" });
await Promise.all(p.crawl.map(politeFetchOne)); if (p.unmeasured.length) await submitUnmeasured(p, { agent: "gptbot" }); // p.undecidable: read their robots.txt yourself. Asking us again cannot help.
Submission is a separate call on purpose. A library that quietly POSTs during what reads as a lookup is a bad citizen, and you should choose when your queue positions are spent.
A deny list is the smaller half. Measured against the live census, a crawler that skips only robots disallows still spends around 2,900 requests a pass on domains that permit it in robots.txt and refuse it at the edge, or that answer HTTP 402 — for PerplexityBot that set is larger than its deny list. Those fetches return nothing and cost a round trip each.
const skip = await syncSkipList("gptbot");
if (skip.has(host)) continue; // disallowed, refused at the edge, or priced skip.why(host); // "disallow" | "pay" | "refuse" | null setInterval(() => skip.refresh(), 3600_000);
| agent | deny list | also skippable | total |
|---|---|---|---|
| GPTBot | 3,542 | 2,944 | 6,486 |
| ClaudeBot | 3,169 | 3,194 | 6,363 |
| PerplexityBot | 1,128 | 3,658 | 4,786 |
The three sets are kept apart internally, so a change moves the one it belongs to. why() follows the same precedence as preflight: a disallow outranks a price, because a price is not permission.
syncBlocklist / BlocklistSync download the list once, then apply only what changed.
The list is served with the exact position in the change feed it was built at, in an x-cursor header and a # cursor: comment. The clients read it and resume from there, so there is no gap between the snapshot and the first poll, and no reliance on your clock being in step with the server's. Polling by second cannot express a position inside a second, and a crawl batch writes dozens of events into one, so a second-granularity resume can drop the remainder of it: measured live, resuming after the first of three same-second changes recovered both siblings by cursor and neither by second.
const sync = await syncBlocklist("gptbot"); // cursor comes from the list itself
if (sync.blocked.has(host)) skip(); setInterval(() => sync.refresh(), 3600_000); // a few hundred bytes per poll
refresh() applies only robots transitions to the list, because that is what the list is made of. Edge refusals, new prices and llms.txt changes come back in other for you to act on separately — an earlier version deleted those domains from the deny list, so a crawler resumed fetching exactly what had just started refusing it.
The authoritative definition of each verdict — what it means, what it obliges a crawler to do, and whether asking again could change it — is published as data at /api/v1/verdicts. The list below is a summary; if the two ever disagree, the endpoint is right and this file is stale.
politeFetch skips disallow, refuse and pay by default, which is the endpoint's derived do_not_fetch set. The copy here is deliberate — a crawl loop should not need a network call to decide — and a test compares the two so it cannot drift unnoticed.
| Verdict | Meaning | Default behaviour |
|---|---|---|
allow | robots.txt permits this agent, and a live request carrying its user agent was served | fetch |
disallow | robots.txt forbids this agent at the site root | skip |
refuse | robots.txt permits it; the edge refused it anyway. The allowance is not real | skip |
pay | the origin answered HTTP 402. It will serve this agent on commercial terms | skip |
unknown | not measured recently enough to answer | fetch |
onPay: "fetch" (on_pay="fetch") overrides the paywall default. It is an explicit opt-in and is recorded on the result as paidRouteOverridden so it shows up in your logs.
If the census is unreachable every verdict becomes unknown and your crawl proceeds as it normally would. A third-party outage must never stop your pipeline. There is a live test for exactly this.
const p = await agentProfile("claudebot");
// robots disallow rate, edge refusal rate, operator page, correction channel
If a figure is wrong, the correction channel is in that response and on your operator page. Registry facts are corrected without argument; disputed measurements are published alongside the dispute with the underlying scan records, rather than quietly amended.
25 domains per preflight call anonymously, 200 with a Pro key, 1,000 with a Data key. Pass apiKey. Details at https://crawlcensus.com/for-crawlers.
node test.mjs runs against the live census on purpose. The value of this client is whether its verdicts match reality, and a mocked test would assert only that the mock agrees with itself.
MIT. Data is CC BY 4.0, attribute as "Source: Crawl Census (crawlcensus.com)".