# MLB Player & Game Stats Scraper (`scrapers_lat/mlb-stats-scraper`) Actor Extract MLB teams, rosters, player season stats, schedules, scores and standings from the public MLB Stats API. - **URL**: https://apify.com/scrapers\_lat/mlb-stats-scraper.md - **Developed by:** [Scrapers Lat](https://apify.com/scrapers_lat) (community) - **Categories:** Sports, Automation, Developer tools - **Stats:** 2 total users, 0 monthly users, 100.0% runs succeeded, 0 bookmarks - **User rating**: 5.00 out of 5 stars ## Pricing from $8.00 / 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/platform/actors/running/actors-in-store#pay-per-event ## What's an Apify Actor? Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases. 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. In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md): ```bash pip install apify-client ``` In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md): ````bash # MacOS / Linux curl -fsSL https://apify.com/install-cli.sh | bash # Windows irm https://apify.com/install-cli.ps1 | iex ```bash In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md). If your project is in a different language, use 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 Player & Game Stats Scraper](https://scrapers.lat/banners/mlb-stats-scraper.png)](https://console.apify.com/actors/LqUmdZpZ1LLHuXuOO/input) ## MLB Stats Scraper > Extract MLB teams, rosters, player season stats, schedules with final scores, and division standings from the official MLB Stats API covering all 30 Major League Baseball clubs. ![Apify](https://img.shields.io/badge/Platform-Apify-1CE1CE?logo=apify&logoColor=white) ![Coverage](https://img.shields.io/badge/Coverage-30%20MLB%20teams-blue) ![Maintained](https://img.shields.io/badge/Maintained-Yes-brightgreen) ![Output](https://img.shields.io/badge/Output-JSON%20%7C%20CSV%20%7C%20Excel-orange)
5 modes
teams, roster, players, schedule, standings		 30 teams
full coverage		 JSON / CSV / Excel
output formats		 Updated
2026-06-23

### What you get Pick one of five modes and the actor returns clean, typed records ready to load into any database, spreadsheet, or analytics pipeline. Each mode produces one record per entity. Standings mode (one record per team): - **title**: team name - **id**: MLB team ID - **url**: link to the team page on mlb.com - **teamName**: team name - **season**: season year - **wins**: wins in the standings type - **losses**: losses in the standings type - **winningPct**: winning percentage - **divisionRank**: rank within the division - **leagueRank**: rank within the league - **sportRank**: rank across all of MLB - **gamesBack**: games behind the division leader - **wildCardGamesBack**: games behind the wild card cutoff - **gamesPlayed**: total games played - **runsScored**: runs scored on the season - **runsAllowed**: runs allowed on the season - **runDifferential**: runs scored minus runs allowed - **streak**: current win or loss streak code - **clinchIndicator**: playoff clinch marker, when applicable - **homeRecord**: wins, losses, and pct at home - **awayRecord**: wins, losses, and pct on the road - **lastTenRecord**: record over the last ten games - **divisionRecord**: record against the team's own division - **oneRunRecord**: record in one-run games - **extraInningsRecord**: record in extra-inning games - **dayRecord**: record in day games - **nightRecord**: record in night games - **vsLeftRecord**: record against left-handed starters - **vsRightRecord**: record against right-handed starters - **expectedRecord**: expected wins and losses from run differential - **lastUpdated**: when the source last updated this record - **observedAt**: when this record was collected by the scraper Players and roster modes (one record per player) add a full bio and a season stat line: - **imageUrl**: official MLB player headshot - **title**: player full name - **id**: MLB player ID - **url**: link to the player page on mlb.com - **primaryNumber**: jersey number - **position**: position abbreviation - **positionName**: full position name - **active**: whether the player is active - **currentAge**: current age - **birthDate**: date of birth - **birthCity**, **birthStateProvince**, **birthCountry**: birthplace - **height**: listed height - **weight**: listed weight in pounds - **batSide**: bats left, right, or switch - **pitchHand**: throwing hand - **mlbDebutDate**: MLB debut date - **draftYear**: year the player was drafted - **statSeason**: season of the attached stat line - **statGroup**: hitting or pitching - Hitting stats (full set): **gamesPlayed**, **plateAppearances**, **atBats**, **runs**, **hits**, **doubles**, **triples**, **homeRuns**, **rbi**, **totalBases**, **baseOnBalls**, **intentionalWalks**, **strikeOuts**, **hitByPitch**, **stolenBases**, **caughtStealing**, **stolenBasePercentage**, **caughtStealingPercentage**, **groundIntoDoublePlay**, **groundOuts**, **airOuts**, **groundOutsToAirouts**, **numberOfPitches**, **leftOnBase**, **sacBunts**, **sacFlies**, **catchersInterference**, **atBatsPerHomeRun**, **battingAverage**, **onBasePercentage**, **sluggingPercentage**, **ops**, **babip** - Pitching stats (full set): **gamesPlayed**, **gamesStarted**, **gamesPitched**, **gamesFinished**, **completeGames**, **shutouts**, **wins**, **losses**, **winPercentage**, **saves**, **saveOpportunities**, **holds**, **blownSaves**, **era**, **whip**, **inningsPitched**, **battersFaced**, **outs**, **hits**, **runs**, **earnedRuns**, **homeRuns**, **strikeOuts**, **baseOnBalls**, **intentionalWalks**, **hitByPitch**, **hitBatsmen**, **balks**, **wildPitches**, **pickoffs**, **totalBases**, **numberOfPitches**, **strikes**, **strikePercentage**, **pitchesPerInning**, **groundOutsToAirouts**, **strikeoutWalkRatio**, **strikeoutsPer9Inn**, **walksPer9Inn**, **hitsPer9Inn**, **homeRunsPer9**, **runsScoredPer9**, **inheritedRunners**, **inheritedRunnersScored**, **battingAverageAgainst** - **careerStats**: career totals in the same stat group (a full stat object covering the player's whole MLB career) - **yearByYear**: an array of season-by-season lines, each with the season, team, league, and the full stat object for that year - **rosterStatus\***: active or other roster status (roster mode) - **observedAt**: when this record was collected by the scraper Schedule mode (one record per game): - **title**: away team at home team - **id**: MLB game ID - **url**: link to the gameday page - **status**: game status such as Final or Scheduled - **gameType**: regular season, postseason, spring, and so on - **season**: season year - **gameDate**: scheduled start in UTC - **officialDate**: official calendar date - **dayNight**: day or night game - **homeTeam**, **homeTeamId**, **homeScore**, **homeIsWinner**: home side - **awayTeam**, **awayTeamId**, **awayScore**, **awayIsWinner**: away side - **venueName**, **venueId**: ballpark - **doubleHeader**: doubleheader flag - **scheduledInnings**: scheduled innings - **observedAt**: when this record was collected by the scraper Teams mode returns the 30 clubs with name, abbreviation, league, division, venue, location, and first year of play. *\*This field appears in roster mode. In roster mode the per-player bio and stat line are attached when Include Player Stats is enabled.* ### Who is it for | Use case | Who benefits | |---|---| | Fantasy baseball tools | Developers building draft and lineup apps | | Sports analytics | Analysts modeling team and player performance | | Betting and odds models | Quant teams needing clean historical results | | Media and content | Writers and sites pulling standings and box scores | | Data pipelines | Engineers feeding dashboards and BI tools | ### Frequently Asked Questions **How do I get a specific team's full roster with stats?** Choose roster mode, select the team from the dropdown, set the season, and keep Include Player Stats enabled. Each player record comes back with a full bio plus a hitting or pitching season stat line, picked automatically based on position. **Can I pull standings for past seasons?** Yes. Standings mode accepts any season year and league (American, National, or both) and returns one record per team with wins, losses, ranks, games back, run differential, and streak. **How do I get final scores for a given day?** Use schedule mode and set the date in YYYY-MM-DD format. You get one record per game with home and away scores, the winner flag, venue, and status. **Where do I find player IDs for players mode?** Run teams or roster mode first. Every team and player record includes its MLB ID, which you paste into the Player IDs list for players mode. **Does this need an API key or login?** No. It reads public MLB Stats API data and runs over the Apify Proxy for reliable access, with no key or account required. --- This is an independent tool that collects publicly available data from the MLB Stats API for research and analysis. It is not affiliated with, endorsed by, or sponsored by Major League Baseball or MLB Advanced Media. All team names, player names, and statistics are the property of their respective owners. ### Related scrapers Need data from the same space? Here are other scrapers we build and maintain: - [SEC EDGAR Company Filings Scraper](https://apify.com/scrapers_lat/sec-edgar-filings-scraper): Scrape SEC EDGAR company filings by ticker or CIK. Get form type, filing date, accession number... - [USAspending Federal Award Scraper](https://apify.com/scrapers_lat/usaspending-awards-scraper): Scrape US federal prime awards from USAspending.gov. Get recipient, UEI, award amount, awarding... - [openFDA Drug Events & Recalls Scraper](https://apify.com/scrapers_lat/openfda-drug-events-scraper): Scrape FDA drug adverse event reports (FAERS) and drug recall and enforcement actions from the... - [OFAC Sanctions List Scraper](https://apify.com/scrapers_lat/ofac-sanctions-scraper): Download and parse the US Treasury OFAC SDN and Consolidated sanctions lists. Get each sanctioned... - [Grants.gov Opportunity Scraper](https://apify.com/scrapers_lat/grants-gov-scraper): Extract U.S. federal grant opportunities from the official Grants.gov API. Scrape title, agency... - [Federal Register Document Scraper](https://apify.com/scrapers_lat/federal-register-scraper): Search and extract documents from the U.S. Federal Register by keyword, document type, agency and... ### More scrapers at scrapers.lat This actor is built and maintained by [scrapers.lat](https://scrapers.lat), where we publish scrapers for Latin American and US public platforms: real estate, jobs, e-commerce, company registries and government data. Browse the full catalog, see live sample output for each one, or ask us for a custom scraper at [scrapers.lat](https://scrapers.lat). # Actor input Schema ## `maxItems` (type: `integer`): Maximum number of records to collect. Optional. ## `withDetails` (type: `boolean`): In roster mode, when enabled the scraper also fetches each player's season hitting or pitching stats and bio (height, weight, bat side, throwing hand, birthplace). Has no effect in other modes. ## `mode` (type: `string`): What to collect. teams = all 30 MLB clubs. roster = every player on a team. players = profile and season stats for specific players. schedule = games and final scores for a date. standings = division standings for a league and season. ## `season` (type: `integer`): Season year (used by teams, roster, players and standings modes). Defaults to the current MLB season when left empty. ## `teamId` (type: `string`): MLB team whose roster to fetch. Required for roster mode. ## `playerIds` (type: `array`): MLB player IDs to look up in players mode (one record per player). For example 592450 is Aaron Judge and 660271 is Shohei Ohtani. Find IDs in the output of teams or roster mode. ## `statGroup` (type: `string`): Which season stat line to attach to each player: hitting or pitching. ## `date` (type: `string`): Date for schedule mode in YYYY-MM-DD format, for example 2025-07-04. Defaults to today when left empty. ## `leagueId` (type: `string`): League for standings mode: American League, National League, or both. ## Actor input object example ```json { "maxItems": 10, "withDetails": true, "mode": "standings", "season": 2025, "playerIds": [ "592450", "660271" ], "statGroup": "hitting", "leagueId": "103,104" } ```` # 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 '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "maxItems": 10, "season": 2025, "playerIds": [ "592450", "660271" ] }; // Run the Actor and wait for it to finish const run = await client.actor("scrapers_lat/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 '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "maxItems": 10, "season": 2025, "playerIds": [ "592450", "660271", ], } # Run the Actor and wait for it to finish run = client.actor("scrapers_lat/mlb-stats-scraper").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"]) for item in client.dataset(run["defaultDatasetId"]).iterate_items(): print(item) # 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "maxItems": 10, "season": 2025, "playerIds": [ "592450", "660271" ] }' | apify call scrapers_lat/mlb-stats-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=scrapers_lat/mlb-stats-scraper", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "MLB Player & Game Stats Scraper", "description": "Extract MLB teams, rosters, player season stats, schedules, scores and standings from the public MLB Stats API.", "version": "0.1", "x-build-id": "qJIhz8wkEt3HMXNpR" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/scrapers_lat~mlb-stats-scraper/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-scrapers_lat-mlb-stats-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/scrapers_lat~mlb-stats-scraper/runs": { "post": { "operationId": "runs-sync-scrapers_lat-mlb-stats-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/scrapers_lat~mlb-stats-scraper/run-sync": { "post": { "operationId": "run-sync-scrapers_lat-mlb-stats-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } } }, "components": { "schemas": { "inputSchema": { "type": "object", "properties": { "maxItems": { "title": "Max Items", "minimum": 1, "maximum": 1000000, "type": "integer", "description": "Maximum number of records to collect. Optional." }, "withDetails": { "title": "Include Player Stats (roster mode)", "type": "boolean", "description": "In roster mode, when enabled the scraper also fetches each player's season hitting or pitching stats and bio (height, weight, bat side, throwing hand, birthplace). Has no effect in other modes.", "default": true }, "mode": { "title": "Mode", "enum": [ "teams", "roster", "players", "schedule", "standings" ], "type": "string", "description": "What to collect. teams = all 30 MLB clubs. roster = every player on a team. players = profile and season stats for specific players. schedule = games and final scores for a date. standings = division standings for a league and season.", "default": "standings" }, "season": { "title": "Season", "minimum": 1876, "maximum": 2030, "type": "integer", "description": "Season year (used by teams, roster, players and standings modes). Defaults to the current MLB season when left empty." }, "teamId": { "title": "Team (roster mode)", "enum": [ "109", "133", "144", "110", "111", "112", "145", "113", "114", "115", "116", "117", "118", "108", "119", "146", "158", "142", "121", "147", "143", "134", "135", "137", "136", "138", "139", "140", "141", "120" ], "type": "string", "description": "MLB team whose roster to fetch. Required for roster mode." }, "playerIds": { "title": "Player IDs (players mode)", "type": "array", "description": "MLB player IDs to look up in players mode (one record per player). For example 592450 is Aaron Judge and 660271 is Shohei Ohtani. Find IDs in the output of teams or roster mode.", "items": { "type": "string" } }, "statGroup": { "title": "Stat Group (players / roster mode)", "enum": [ "hitting", "pitching" ], "type": "string", "description": "Which season stat line to attach to each player: hitting or pitching.", "default": "hitting" }, "date": { "title": "Date (schedule mode)", "type": "string", "description": "Date for schedule mode in YYYY-MM-DD format, for example 2025-07-04. Defaults to today when left empty." }, "leagueId": { "title": "League (standings mode)", "enum": [ "103,104", "103", "104" ], "type": "string", "description": "League for standings mode: American League, National League, or both.", "default": "103,104" } } }, "runsResponseSchema": { "type": "object", "properties": { "data": { "type": "object", "properties": { "id": { "type": "string" }, "actId": { "type": "string" }, "userId": { "type": "string" }, "startedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "finishedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "status": { "type": "string", "example": "READY" }, "meta": { "type": "object", "properties": { "origin": { "type": "string", "example": "API" }, "userAgent": { "type": "string" } } }, "stats": { "type": "object", "properties": { "inputBodyLen": { "type": "integer", "example": 2000 }, "rebootCount": { "type": "integer", "example": 0 }, "restartCount": { "type": "integer", "example": 0 }, "resurrectCount": { "type": "integer", "example": 0 }, "computeUnits": { "type": "integer", "example": 0 } } }, "options": { "type": "object", "properties": { "build": { "type": "string", "example": "latest" }, "timeoutSecs": { "type": "integer", "example": 300 }, "memoryMbytes": { "type": "integer", "example": 1024 }, "diskMbytes": { "type": "integer", "example": 2048 } } }, "buildId": { "type": "string" }, "defaultKeyValueStoreId": { "type": "string" }, "defaultDatasetId": { "type": "string" }, "defaultRequestQueueId": { "type": "string" }, "buildNumber": { "type": "string", "example": "1.0.0" }, "containerUrl": { "type": "string" }, "usage": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "integer", "example": 1 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } }, "usageTotalUsd": { "type": "number", "example": 0.00005 }, "usageUsd": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "number", "example": 0.00005 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } } } } } } } } } ```