# MLB Scraper - Standings, Teams, Games & Players (`scrapesage/mlb-scraper`) Actor

Scrape MLB baseball data: division standings, teams, game schedules with scores, and player bios by season. Clean official stats. No login, no key. Export JSON, CSV, Excel.

- **URL**: https://apify.com/scrapesage/mlb-scraper.md
- **Developed by:** [Scrape Sage](https://apify.com/scrapesage) (community)
- **Categories:** AI, Automation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.10 / 1,000 standings rows

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

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

## MLB Scraper - Standings, Teams, Games & Players

Scrape **Major League Baseball** data from the official public stats API: division **standings**, **teams**, **game schedules** with scores, and **player** bios by season. Clean, authoritative data - JSON, CSV or Excel. No login, no API key, no browser.

> **Why this actor exists (demand):** the MLB / baseball-data niche draws **~1,000+ monthly users** on Apify Store across a fragmented field. This actor reads the official MLB stats API directly, so it is fast, reliable and complete - for sports analysts, bettors, fantasy players, journalists and model builders.

### What you can scrape

| Mode | What you get |
|---|---|
| **Standings** | Division standings - wins, losses, PCT, games back, division/league rank, streak, run differential. |
| **Teams** | All 30 MLB teams - name, abbreviation, location, league, division, venue, first year of play. |
| **Schedule** | Games in a date range - date, teams, score, winner, status, venue. |
| **Players** | All players for a season - name, position, number, bats/throws, age, birthplace, height/weight. |

### Example input

```json
{ "mode": "standings", "season": "2024" }
```

```json
{ "mode": "schedule", "season": "2024", "startDate": "2024-10-01", "endDate": "2024-10-31" }
```

### Use with AI assistants (MCP)

Available through the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp) - ask for "the 2024 AL East standings" or "MLB games on opening day" as structured data.

### Agent-ready: autonomous payments (x402 & Skyfire)

This actor is **agent-ready** - AI agents can discover it, run it, and **pay for it autonomously**, with no Apify account and no human in the loop. It uses [pay-per-event](https://docs.apify.com/platform/actors/publishing/monetize/pay-per-event) pricing and [limited permissions](https://docs.apify.com/platform/actors/development/permissions), so it qualifies for Apify's agentic-payment standards:

- **[x402](https://docs.apify.com/platform/integrations/x402)** - an open, HTTP-native payment protocol. Agents pay per run in USDC on the Base network directly through the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp) - no account, no API key.
- **[Skyfire](https://docs.apify.com/platform/integrations/skyfire)** - agent-to-service payments for fully autonomous AI-agent workflows.

### Pricing

Pay-per-event, tiered by volume: standings/teams/games from **$0.002**, players from **$0.003**, dropping to a quarter of that at the top tier.

### FAQ

**Where does the data come from?** The official MLB public stats API (statsapi.mlb.com). No private API, no login.

***

*This is an independent scraper for publicly available data. It is not affiliated with, endorsed by, or sponsored by Major League Baseball or MLB Advanced Media. "MLB" and team names are trademarks of their respective owners, used here for descriptive purposes only. Use the data in compliance with the source's terms and applicable law.*

# Actor input Schema

## `mode` (type: `string`):

<b>Standings</b> = division standings (W/L, pct, games back, run differential). <b>Teams</b> = all MLB teams. <b>Schedule</b> = games in a date range with scores. <b>Players</b> = all players for a season with bio.

## `season` (type: `string`):

4-digit season year, e.g. <code>2024</code>. Defaults to the current year.

## `startDate` (type: `string`):

YYYY-MM-DD. Only used in Schedule mode. Defaults to the season start.

## `endDate` (type: `string`):

YYYY-MM-DD. Only used in Schedule mode. Defaults to the season end.

## `maxResults` (type: `integer`):

Maximum rows to return.

## `proxyConfiguration` (type: `object`):

Proxies to use. The MLB statsapi is public, so the default Apify datacenter proxy is plenty.

## Actor input object example

```json
{
  "mode": "standings",
  "maxResults": 1000,
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}
```

# Actor output Schema

## `results` (type: `string`):

All scraped MLB records as JSON items in the default dataset.

# 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 = {
    "mode": "standings",
    "maxResults": 1000,
    "proxyConfiguration": {
        "useApifyProxy": true
    }
};

// Run the Actor and wait for it to finish
const run = await client.actor("scrapesage/mlb-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 = {
    "mode": "standings",
    "maxResults": 1000,
    "proxyConfiguration": { "useApifyProxy": True },
}

# Run the Actor and wait for it to finish
run = client.actor("scrapesage/mlb-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 '{
  "mode": "standings",
  "maxResults": 1000,
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}' |
apify call scrapesage/mlb-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,scrapesage/mlb-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/8c95Iq1ugloc1XXjI/builds/3oFv4A9z1vJTsFvVr/openapi.json