# MLB Stats Scraper — Fast & Enterprise Grade (`thirdwatch/mlb-stats-scraper`) Actor

MLB data via the official free statsapi.mlb.com: teams, schedules, standings, rosters. No API key needed.

- **URL**: https://apify.com/thirdwatch/mlb-stats-scraper.md
- **Developed by:** [Thirdwatch](https://apify.com/thirdwatch) (community)
- **Categories:** Other, Education
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $2.00 / 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.
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?

An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes.
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.

Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md.

## 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.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For examples already wired to this Actor's own input schema, see the [API](#api) section below.

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).

# README

## MLB Stats Scraper

> **Thirdwatch portfolio:** 5K+ users across 140+ public Actors, 2M+ records delivered, and >99% run success. [Explore all Thirdwatch Actors](https://apify.com/thirdwatch).

> Pull MLB teams, schedules, and standings from the official public stats API — free, structured JSON.

### What you get

Pull MLB teams, schedules, and standings from the official public stats API — free, structured JSON.

### Why use this MLB Stats scraper

- **Official public API** — `statsapi.mlb.com` is stable, documented, and requires no key.
- **Teams, schedules, standings** — normalized rows for analysis and apps.
- **Near-zero cost** — plain JSON over HTTP, no browser or proxies.

### Scrape MLB Stats data in minutes

```json
{
  "mode": "teams",
  "maxResults": 10
}
```

### Input parameters

| Parameter | Required | Description |
|---|---:|---|
| `mode` | Yes | What to pull. One of: teams, schedule, standings, players. Default: `teams`. |
| `season` | No | MLB season year. Default: `2025`. |
| `team` | No | Filter roster/schedule by team name, e.g. Yankees. |
| `startDate` | No | YYYY-MM-DD. Default: ``. |
| `endDate` | No | YYYY-MM-DD. Default: ``. |
| `maxResults` | No | Result cap. Default: `10`. |

### Output fields

- `teamId`
- `name`
- `abbrev`
- `league`
- `division`
- `venue`
- `location`
- `firstYearOfPlay`
- `officialSiteUrl`
- `date`
- `gamePk`
- `jersey`
- `playerId`
- `position`
- `status`
- `team`

#### Example result

```json
{
  "teamId": 133,
  "name": "Athletics",
  "abbrev": "ATH",
  "league": "American League",
  "division": "American League West",
  "venue": "Sutter Health Park",
  "location": "Sacramento",
  "firstYearOfPlay": "1901",
  "officialSiteUrl": null
}
```

### Common use cases

- Power baseball dashboards and bots
- Build historical schedule/standing datasets
- Feed fantasy and analytics pipelines
- Enrich sports content with verified MLB data

### Compared to alternatives

- **vs other MLB Stats scrapers on the Store** — pay-per-result billing means empty or failed searches cost nothing; you are not charged for a run that returns zero rows.
- **vs building your own** — no proxy management, markup-change maintenance, or infrastructure to run; paste inputs and consume the dataset.

### Limitations

- MLB only — other leagues need their own sources.

- The public API covers official stats; betting or proprietary metrics aren't included.

- Offseason endpoints return sparser data.

- Use public data lawfully and respect applicable privacy and platform rules.

### FAQ

**Do I need an account or cookies?**

No — the Actor reads public data only. There is no login to configure and no account to risk.

**What happens when a search returns nothing?**

The run completes with zero (or an explicit error) rows. Per-result billing means you are not charged for empty output.

**Can I run it on a schedule?**

Yes — attach an Apify schedule or use the saved tasks to re-run the same inputs daily or weekly.

### Related guides and Actors

- [Compare Mlb Stats Records Side By Side](https://thirdwatch.dev/blog/compare-mlb-stats-records-side-by-side)
- [Export Mlb Stats Records To Csv](https://thirdwatch.dev/blog/export-mlb-stats-records-to-csv)
- [Extract Mlb Stats Records At Scale](https://thirdwatch.dev/blog/extract-mlb-stats-records-at-scale)
- [SofaScore Scraper](https://apify.com/thirdwatch/sofascore-scraper?fpr=9m2cd6)
- [PrizePicks Scraper](https://apify.com/thirdwatch/prizepicks-scraper?fpr=9m2cd6)

Last verified: 2026-09

More scrapers at [thirdwatch.dev](https://thirdwatch.dev).

# Actor input Schema

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

What to pull

## `season` (type: `integer`):

MLB season year

## `team` (type: `string`):

Filter roster/schedule by team name, e.g. Yankees

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

YYYY-MM-DD

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

YYYY-MM-DD

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

Result cap

## Actor input object example

```json
{
  "mode": "teams",
  "season": 2025,
  "startDate": "",
  "endDate": "",
  "maxResults": 10
}
```

# Actor output Schema

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

No description

# 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 = {};

// Run the Actor and wait for it to finish
const run = await client.actor("thirdwatch/mlb-stats-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 = {}

# Run the Actor and wait for it to finish
run = client.actor("thirdwatch/mlb-stats-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 '{}' |
apify call thirdwatch/mlb-stats-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,thirdwatch/mlb-stats-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/rwi5CWOI3fdNp4rzC/builds/pM3P5VuwNjaUQGGKr/openapi.json