# World Bank Indicators Scraper (`vxc1104/worldbank-indicators-scraper`) Actor

Fetch World Bank development indicators (GDP, population, and 1000s more) by country and year via the official API.

- **URL**: https://apify.com/vxc1104/worldbank-indicators-scraper.md
- **Developed by:** [Vincent Krüger](https://apify.com/vxc1104) (community)
- **Categories:**
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $5.00 / 1,000 results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

Actors are web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).

# README

## World Bank Indicators Scraper

Fetch **World Bank development indicators** — GDP, population, inflation, and thousands more — for any country and year range, straight from the official World Bank API.

### What it does

Turn a list of indicator codes and countries into a clean, flat time series. Built for analysts, dashboards, and research pipelines that need economic and development data without wrangling the raw API.

### Example output

```json
{
  "country": "Germany",
  "countryCode": "DEU",
  "indicator": "GDP (current US$)",
  "indicatorId": "NY.GDP.MKTP.CD",
  "date": "2022",
  "value": 4201021706478.62,
  "unit": null
}
```

### Input

| Field | Description |
|---|---|
| `indicators` | Indicator codes, e.g. `NY.GDP.MKTP.CD` (GDP), `SP.POP.TOTL` (population). |
| `countries` | ISO codes to include (e.g. `DE`, `FR`); empty = all countries. |
| `dateRange` | Optional `START:END` year range, e.g. `2015:2023`. |
| `maxItems` | Hard cap on returned data points (cost protection). |

### Pricing

Pay per result. **1,000 data points ≈ $1** (see the pricing tab). Years with no value are skipped and never charged.

### Legal

Uses the public World Bank Indicators API (open data). No robots.txt, paywall or login is bypassed.

### Support

Issues answered within **12 hours** — include your input and run ID.

# Actor input Schema

## `indicators` (type: `array`):

World Bank indicator codes to fetch. For an AI agent: one code per entry, e.g. \["NY.GDP.MKTP.CD"] for GDP, \["SP.POP.TOTL"] for population.

## `countries` (type: `array`):

ISO country codes (alpha-2 or alpha-3) to include, e.g. \["DE", "FR"]. Leave empty for all countries.

## `dateRange` (type: `string`):

Optional year range as "START:END", e.g. "2015:2023". Leave empty for all available years.

## `maxItems` (type: `integer`):

Hard cap on the number of returned data points (cost protection).

## Actor input object example

```json
{
  "indicators": [
    "NY.GDP.MKTP.CD"
  ],
  "maxItems": 2000
}
```

# Actor output Schema

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "indicators": [
        "NY.GDP.MKTP.CD"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("vxc1104/worldbank-indicators-scraper").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "indicators": ["NY.GDP.MKTP.CD"] }

# Run the Actor and wait for it to finish
run = client.actor("vxc1104/worldbank-indicators-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "indicators": [
    "NY.GDP.MKTP.CD"
  ]
}' |
apify call vxc1104/worldbank-indicators-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,vxc1104/worldbank-indicators-scraper"
        }
    }
}

```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/ZtNlwCaK7hgS7rBnW/builds/Rnt17X8bd9raT6OHG/openapi.json