GET wmflabs.org HTTP 200194 ms10.5 KB$0.000138 captured Aug 7, 2026

wmflabs.org, as data

One API turns any wmflabs.org page into markdown, structured JSON, its link graph or a screenshot, and crawls the whole site the same way. The panel shows the real response we captured.

target profile from the capture

Render mode: Plain HTTP, no browser needed
Response: HTTP 200 in 194 ms
Page size: 10.5 KB of markdown, 149 lines
Fields: Business Name, Address, Phone, Category
Captured: Aug 7, 2026

Start scraping wmflabs.org See the code

Free balance on signup, no card. This wmflabs.org page cost $0.000138 to fetch.

response 200 · 194 ms · 10.5 KB

Tools and bots make it easier to edit and maintain Wikimedia projects. For developers who support Wikimedia projects by developing tools and bots, ** Toolforge** provides the following features:* Free, reliable, and scalable shared hosting, including web servers, databases and other data storage* A distributed job processing system* Support for multiple users to collaboratively maintain and manage tools* Some programming knowledge* An understanding of Unix command lineTo get started, visit Help:Toolforge. Or, learn more about creating bots.### Run scripts and visualize data**PAWS** is a Jupyter notebook installation hosted by Wikimedia. PAWS notebooks can be used for creating tutorials, running live code, creating data visualizations, running basic bots, and more.A single PAWS notebook is maintained by a single user, but they can be downloaded and forked by other users. To use PAWS you need only a Wikimedia login and a web browser. Knowledge of Python is helpful, but not required.### Administer servers for software developmentOpen source software projects help the Wikimedia movement by improving core infrastructure (like MediaWiki), powering research and analytics, and supporting Wikimedia operations and software development. For advanced projects that aren't viable in the Toolforge environment, ** Cloud VPS** (Virtual Private Server) provides the following features:* Free cloud computing environment, powered by OpenStack* Collaboratively-owned collections of virtual private servers, storage, firewall, and HTTPS proxy resources to projects* Access to a variety of data services* Freedom to install packages not provided by Debian or the Wikimedia Foundation* An open source project that isn't viable in the Toolforge environment, or can't be accomplished using other WMCS offerings* One or more active project maintainers who meet basic requirements* Advanced programming knowledge

POST /scrape · wmflabs.org/index.md · markdown · Showing 19 of 149 lines · captured Aug 7, 2026

What Spider does on wmflabs.org

Same key, five endpoints. The numbers under a cell were measured on this page.

/scrape

Page to markdown

Clean text for RAG and LLM context, boilerplate removed. The lane that runs without a key.

194 ms · $0.000138

/fetch

Page to JSON

Spider reads the page and names the fields. Pass your own schema when you need exact keys.

/crawl

Whole site

Follows wmflabs.org's own links, respects robots, streams pages as they land.

/links

Link graph

Every internal and external URL on a page, before you decide what to fetch.

/screenshot

Rendered capture

Real Chromium, full-page PNG. The same call also returns the rendered HTML.

The call behind the panel

This request produced the response above. Paste it with your key and you get the same bytes.

request scrape.sh

curl -X POST https://api.spider.cloud/scrape \
  -H "Authorization: Bearer $SPIDER_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"url": "https://wmflabs.org/", "return_format": "markdown"}'

from spider import Spider

app = Spider()
params = {"return_format": "markdown"}
page = app.scrape_url("https://wmflabs.org/", params=params)
print(page[0]["content"])

import { Spider } from "@spider-cloud/spider-client";

const app = new Spider();
const [page] = await app.scrapeUrl("https://wmflabs.org/", {
  return_format: "markdown",
});
console.log(page.content);

plain request · no browser, no selectors

What wmflabs.org costs

Multiplied from the measured 10.5 KB page. Estimates round to the cent.

cost measured

This page, once 10.5 KB over HTTP, measured $0.000138

This page, daily for a month 30 fetches at the measured price ≈ $0.004127

1,000 pages this size 10.2 MB at the measured price ≈ $0.14

10,000 pages this size 102.3 MB at the measured price ≈ $1.38

1 GB of transfer costs $1, plus $0.001 per CPU minute, and failed requests cost $0. Crawling daily? The Unlimited plan is a flat monthly rate.

Point this at the rest of wmflabs.org.

The capture above took 194 ms and cost $0.000138. The same call takes any URL on wmflabs.org.

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