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)
Ask before you fetch: will this domain serve your crawler, refuse it, or charge it?
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.
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Works in Claude on the web, desktop and mobile:
https://crawlcensus.com/mcpRun this in your terminal
claude mcp add --transport http crawl-census https://crawlcensus.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"crawl-census": {
"url": "https://crawlcensus.com/mcp"
}
}
}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": {
"crawl-census": {
"type": "http",
"url": "https://crawlcensus.com/mcp"
}
}
}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.
ChatGPT connects only to servers on the internet:
https://crawlcensus.com/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
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 8, 2026
The registry name was verified with the GitHub account taylorsmithgg, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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 (1.0.0) reached the registry 3 months 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.
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)".