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MLB Stats Server

Data & Analytics Remote 46 tools

Provide structured access to Major League Baseball statistics through an MCP server. Query and retrieve detailed baseball data including statcast, fangraphs, and baseball reference stats. Generate visualizations and integrate seamlessly with MCP-compatible clients for enhanced baseball analytics.

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How to connect

1
Add the remote MCP URL
Paste this endpoint into Claude, ChatGPT, or Cursor MCP settings.
https://mlb-mcp--etweisberg.run.tools
2
Verify the tools loaded
Confirm tools/list returns the expected tools before relying on them in production.

Tools

(46)
  • get_stats

    No description provided.

  • get_schedule

    Get list of games for a given date/range and/or team/opponent.

  • get_player_stats

    Returns a list of current season or career stat data for a given player.

  • get_standings

    Returns a dict of standings data for a given league/division and season.

  • get_team_leaders

    Returns a python list of stat leader data for a given team

  • lookup_player

    Get data about players based on first, last, or full name.

  • get_boxscore

    Get a formatted boxscore for a given game.

  • get_team_roster

    Get the roster for a given team.

  • get_game_pace

    Returns data about pace of game for a given season (back to 1999).

  • get_meta

    Get available values from StatsAPI for use in other queries, or look up descriptions for values found in API results. For example, to get a list of leader categories to use when calling team_leaders(): statsapi.meta('leagueLeaderTypes')

  • get_available_endpoints

    Get MLB StatsAPI endpoints directly

  • get_notes

    Get additional notes on an endpoint

  • get_game_scoring_play_data

    Returns a dictionary of scoring plays for a given game containing 3 keys: * home - home team data * away - away team data * plays - sorted list of scoring play data

  • get_last_game

    Get the gamePk (game_id) for the given team's most recent completed game.

  • get_league_leader_data

    Returns a list of stat leaders overall or for a given league (103=AL, 104=NL).

  • get_linescore

    Get formatted linescore data for a specific MLB game.

  • get_next_game

    Get the game ID for a team's next scheduled game.

  • get_game_highlight_data

    Returns a list of highlight data for a given game.

  • get_statcast_data

    Pulls statcast play-level data from Baseball Savant for a given date range. INPUTS: start_dt: YYYY-MM-DD : the first date for which you want statcast data end_dt: YYYY-MM-DD : the last date for which you want statcast data team: optional (defaults to None) : city abbreviation of the team you want data for (e.g. SEA or BOS) verbose: bool (defaults to True) : whether to print updates on query progress parallel: bool (defaults to True) : whether to p

  • get_statcast_batter_data

    Pulls statcast pitch-level data from Baseball Savant for a given batter. ARGUMENTS start_dt : YYYY-MM-DD : the first date for which you want a player's statcast data end_dt : YYYY-MM-DD : the final date for which you want data player_id : INT : the player's MLBAM ID. Find this by via the get_playerid_lookup tool, finding the correct player, and selecting their key_mlbam. start_row: optional (defaults to Non

  • get_statcast_pitcher_data

    Pulls statcast pitch-level data from Baseball Savant for a given pitcher. ARGUMENTS start_dt : YYYY-MM-DD : the first date for which you want a player's statcast data end_dt : YYYY-MM-DD : the final date for which you want data player_id : INT : the player's MLBAM ID. Find this by calling pthe get_playerid_lookup tool, finding the correct player, and selecting their key_mlbam. start_row: optional (defaults

  • get_statcast_batter_exitvelo_barrels

    Retrieves batted ball data for all batters in a given year. ARGUMENTS year: The year for which you wish to retrieve batted ball data. Format: YYYY. minBBE: The minimum number of batted ball events for each player. If a player falls below this threshold, they will be excluded from the results. If no value is specified, only qualified batters will be returned. start_row: optional (defaults to None) : starting row ind

  • get_statcast_pitcher_exitvelo_barrels

    Retrieves batted ball against data for all qualified pitchers in a given year. ARGUMENTS year: The year for which you wish to retrieve batted ball against data. Format: YYYY. minBBE: The minimum number of batted ball against events for each pitcher. If a player falls below this threshold, they will be excluded from the results. If no value is specified, only qualified pitchers will be returned. start_row: optional (defaults to

  • get_statcast_batter_expected_stats

    Retrieves expected stats based on quality of batted ball contact in a given year. ARGUMENTS year: The year for which you wish to retrieve expected stats data. Format: YYYY. minPA: The minimum number of plate appearances for each player. If a player falls below this threshold, they will be excluded from the results. If no value is specified, only qualified batters will be returned. start_row: optional (defaults to None) : start

  • get_statcast_pitcher_expected_stats

    Retrieves expected stats based on quality of batted ball contact against in a given year. ARGUMENTS year: The year for which you wish to retrieve expected stats data. Format: YYYY. minPA: The minimum number of plate appearances against for each pitcher. If a player falls below this threshold, they will be excluded from the results. If no value is specified, only qualified pitchers will be returned. start_row: optio

  • get_statcast_batter_percentile_ranks

    Retrieves percentile ranks for batters in a given year. ARGUMENTS year: The year for which you wish to retrieve percentile data. Format: YYYY. start_row: optional (defaults to None) : starting row index for truncating large results (0-based, inclusive) end_row: optional (defaults to None) : ending row index for truncating large results (0-based, exclusive) Use start_row and end_row to limit response size when dealing with large datas

  • get_statcast_pitcher_percentile_ranks

    Retrieves percentile ranks for each player in a given year, including batters with 2.1 PA per team game and 1.25 for pitchers. It includes percentiles on expected stats, batted ball data, and spin rates, among others. ARGUMENTS year: The year for which you wish to retrieve percentile data. Format: YYYY. start_row: optional (defaults to None) : starting row index for truncating large results (0-based, inclusive) end_row: optional (defaults

  • get_statcast_batter_pitch_arsenal

    Retrieves outcome data for batters split by the pitch type in a given year. ARGUMENTS year: The year for which you wish to retrieve pitch arsenal data. Format: YYYY. minPA: The minimum number of plate appearances for each player. If a player falls below this threshold, they will be excluded from the results. If no value is specified, the default number of plate appearances is 25. start_row: optional (defaults to None) :

  • get_statcast_pitcher_pitch_arsenal

    Retrieves high level stats on each pitcher's arsenal in a given year. ARGUMENTS year: The year for which you wish to retrieve expected stats data. Format: YYYY. minP: The minimum number of pitches thrown. If a player falls below this threshold, they will be excluded from the results. If no value is specified, only qualified pitchers will be returned. arsenal_type: The type of stat to retrieve for the pitchers' arsenals.

  • get_statcast_single_game

    Pulls statcast play-level data from Baseball Savant for a single game, identified by its MLB game ID (game_pk in statcast data) INPUTS: game_pk : 6-digit integer MLB game ID to retrieve start_row: optional (defaults to None) : starting row index for truncating large results (0-based, inclusive) end_row: optional (defaults to None) : ending row index for truncating large results (0-based, exclusive) Use start_row and end_row to limit response size wh

  • create_strike_zone_plot

    Produces a pitches overlaid on a strike zone using StatCast data Args: data: (pandas.DataFrame) StatCast pandas.DataFrame of StatCast pitcher data title: (str), default = '' Optional: Title of plot colorby: (str), default = 'pitch_type' Optional: Which category to color the mark with. 'pitch_type', 'pitcher', 'description' or a column within data legend_title: (str), default = based on colorby O

  • create_spraychart_plot

    Produces a spraychart using statcast data overlayed on specified stadium Args: data: (pandas.DataFrame) StatCast pandas.DataFrame of StatCast batter data team_stadium: (str) Team whose stadium the hits will be overlaid on title: (str), default = '' Optional: Title of plot size: (int), default = 100 Optional: Size of hit circles on plot colorby: (str), default = 'events' Optional: Which

  • create_bb_profile_plot

    Plots a given StatCast parameter split by bb_type Args: df: (pandas.DataFrame) pandas.DataFrame of StatCast batter data (retrieved through statcast, statcast_batter, etc) parameter: (str), default = 'launch_angle' Optional: Parameter to plot

  • create_teams_plot

    Plots a scatter plot with each MLB team Args: data: (pandas.DataFrame) pandas.DataFrame of Fangraphs team data (retrieved through team_batting or team_pitching) x_axis: (str) Stat name to be plotted as the x_axis of the chart y_axis: (str) Stat name to be plotted as the y_axis of the chart title: (str), default = None Optional: Title of the plot

  • get_pitching_stats_bref

    Get all pitching stats for a set season. If no argument is supplied, gives stats for current season to date.

  • get_pitching_stats_range

    Get all pitching stats for a set time range. This can be the past week, the month of August, anything. Just supply the start and end date in YYYY-MM-DD format.

  • get_pitching_stats

    Get season-level pitching data from FanGraphs. Args: start_season: First season to retrieve data from end_season: Final season to retrieve data from. If None, returns only start_season. league: Either "all", "nl", "al", or "mnl" qual: Minimum number of plate appearances to be included ind: 1 for individual season level, 0 for aggregate data Returns: Dictionary containing pitching stats from FanGraphs

  • get_playerid_lookup

    Lookup playerIDs (MLB AM, bbref, retrosheet, FG) for a given player Args: last (str, required): Player's last name. first (str, optional): Player's first name. Defaults to None. fuzzy (bool, optional): In case of typos, returns players with names close to input. Defaults to False. Returns: pd.DataFrame: DataFrame of playerIDs, name, years played

  • reverse_lookup_player

    Retrieve a table of player information given a list of player ids :param player_ids: list of player ids :type player_ids: list :param key_type: name of the key type being looked up (one of "mlbam", "retro", "bbref", or "fangraphs") :type key_type: str :rtype: :class:`pandas.core.frame.DataFrame`

  • get_schedule_and_record

    Retrieve a team's game-level results for a given season, including win/loss/tie result, score, attendance, and winning/losing/saving pitcher. If the season is incomplete, it will provide scheduling information for future games. ARGUMENTS season: Integer. The season for which you want a team's record data. team: String. The abbreviation of the team for which you are requesting data (e.g. "PHI", "BOS", "LAD").

  • get_player_splits

    Returns a dataframe of all split stats for a given player. If player_info is True, this will also return a dictionary that includes player position, handedness, height, weight, position, and team

  • get_pybaseball_standings

    Returns a pandas DataFrame of the standings for a given MLB season, or the most recent standings if the date is not specified. ARGUMENTS season (int): the year of the season

  • get_team_batting

    Get season-level Batting Statistics for Specific Team (from Baseball-Reference) ARGUMENTS: team : str : The Team Abbreviation (i.e. 'NYY' for Yankees) of the Team you want data for start_season : int : first season you want data for (or the only season if you do not specify an end_season) end_season : int : final season you want data for

  • get_team_fielding

    Get season-level Fielding Statistics for Specific Team (from Baseball-Reference) ARGUMENTS: team : str : The Team Abbreviation (i.e., 'NYY' for Yankees) of the Team you want data for start_season : int : first season you want data for (or the only season if you do not specify an end_season) end_season : int : final season you want data for

  • get_team_pitching

    Get season-level Pitching Statistics for Specific Team (from Baseball-Reference) ARGUMENTS: team : str : The Team Abbreviation (i.e. 'NYY' for Yankees) of the Team you want data for start_season : int : first season you want data for (or the only season if you do not specify an end_season) end_season : int : final season you want data for

  • get_top_prospects

    Retrieves the top prospects by team or leaguewide. It can return top prospect pitchers, batters, or both. ARGUMENTS team: The team name for which you wish to retrieve top prospects. If not specified, the function will return leaguewide top prospects. playerType: Either "pitchers" or "batters". If not specified, the function will return top prospects for both pitchers and batters.

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