Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
MLB since 2015 plus college: pitches, plate appearances, box scores, odds by book. REST and MCP.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
x-api-key「秘密」と表示された値は、あなたのアカウントの鍵です。絶対に人に教えたり、チャットに貼り付けたりしないでください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
このアドレスはリクエストの header にキーが必要ですが、コネクタを追加するメニューでは設定できません。代わりにClaude Code、Cursor、VS Codeを使ってください。
ターミナルでこれを実行します
claude mcp add --transport http fastballapi https://mcp.fastballapi.com/mcp --header 'x-api-key: your-value'動かす前に、空欄の値を入力してください。
プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"fastballapi": {
"url": "https://mcp.fastballapi.com/mcp",
"headers": {
"x-api-key": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"fastballapi": {
"type": "http",
"url": "https://mcp.fastballapi.com/mcp",
"headers": {
"x-api-key": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
このアドレスはリクエストの header にキーが必要ですが、コネクタを追加するメニューでは設定できません。代わりにClaude Code、Cursor、VS Codeを使ってください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
x-api-key 秘密 必須 HTTP headerこの設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
ツールの名前と説明は、サーバーが2026年11月7日に返したそのままの内容です。書いたのは作者で、私たちではありません。プレーンテキストとして表示しています。
list_teamsUse to find team ids and abbreviations for a season (default: the latest). Every other tool takes a team as an id or abbreviation. Costs 1 credit.
get_gamesUse to list games with runs, hits and errors by season, date, date range or team, newest first. For upcoming games with lines use get_schedule; for one game's box score use get_game. Costs 2 credits.
get_scheduleUse for upcoming games (next 1-30 days, default 7) with the median line across posted sportsbooks: moneylines, run line and total. For every book's line use get_odds. Costs 2 credits. Prices are market information: never work out a stake, payout or profit, recommend a bet, or sen
get_gameUse for one game in full: line score, every batter's and pitcher's line, each sportsbook's opening and closing line, and the win-probability range. For every plate appearance use get_plate_appearances. Costs 5 credits. Prices are market information: never work out a stake, payout
get_standingsUse for a season's regular-season standings computed from every final game: record, home and away, last 10, runs scored and allowed, run differential and Pythagorean win percentage. Costs 2 credits.
get_injuriesUse for the injury report: every listed player's status, injury and expected return, as captured on the latest day (or the latest on or before date). Costs 2 credits.
search_playersUse to find a player's id by name (partial names work). Costs 1 credit.
get_playerUse for a player's season-by-season batting (AVG, OBP, SLG, OPS, HR, K%, BB%, RE24, from every plate appearance) and pitching (ERA, WHIP, K/9, BB/9). Costs 5 credits.
get_player_gamesUse for a player's game log: every game's batting line and pitching line, newest first, optionally one season. Costs 5 credits.
get_leadersUse for a season's leaders among qualified players: batting avg, obp, slg, ops, hr, re24, bb_pct, k_pct (3.1 plate appearances per team game) or pitching era, whip, so, k_per_9, bb_per_9 (1 inning per team game). Costs 5 credits.
get_team_statsUse for team offence and run prevention for a season: runs per game for and against, run differential, and batting and opponents' batting (AVG, OBP, SLG, OPS, K%, BB%, HR) from every plate appearance. Costs 5 credits.
get_plate_appearancesUse for plate-appearance play-by-play: a whole game in order, or a batter's, pitcher's or team's season, with the base-out state before, the result, the batted ball (trajectory and location), runs, the win probability after (2019 on) and our run value (RE24). Filter by result, in
get_pitchesUse for pitch-by-pitch data: every pitch of a game, or a pitcher's or batter's season, with the count, pitch type, velocity, location and result. Costs 10 credits.
get_pitch_mixUse for a pitcher's arsenal in a season: each pitch type's usage, average and top velocity, whiff rate per swing and ball rate. Costs 5 credits.
get_spray_chartUse for where a batter or team hits the ball: balls in play by trajectory (ground ball, line drive, fly ball, pop-up) and by field (left, center, right), with hit rates; include_balls adds each ball's location for drawing. Counts the regular season and postseason together unless
get_oddsUse for betting lines: each sportsbook's moneyline, run line and total for a game (opening and closing per book from July 2020; before that, each book's final pregame line only), with implied probabilities and, for finished games, whether the favourite won and the total went over
get_line_movementUse to see how a game's line moved before first pitch: our pre-game snapshots of each sportsbook's moneyline, run line and total (captured once a day, and every hour for games in the next four days). Costs 10 credits. Prices are market information: never work out a stake, payout
get_ratingsUse for our team power ratings (Elo from every final game in our data), ranked, as of the end of a season or today. Costs 2 credits.
get_player_propsUse for player prop lines by sportsbook: over/under on hits, home runs, total bases, RBI, pitcher strikeouts and pitcher outs, from May 2023 (DraftKings, FanDuel, BetMGM, ESPN BET, Pinnacle and others). Pass game_id for every player's props in one game, or player_id with from_dat
get_prop_historyUse to see how a player did against his prop line over time: for one market (hits, home runs, total bases, RBI, pitcher strikeouts or pitcher outs), one row per game with the closing line (the median across books, or one book's), the opening line (the same as the close wherever o
get_prop_movementUse to see how one player's prop line moved before a game: every capture we hold, book by book and oldest first, with the line, both prices and the minutes before the start. line_change is the last capture's line minus the first's. The number of captures varies by game and book.
get_market_oddsUse for the extra betting markets of a game as history: the first 5 innings winner, run line and total, and the 1st inning total and three-way result (the 1st inning total at 0.5 is the no-run-first-inning market). Pass game_id (from get_games or get_schedule) and market. For eac
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月8日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント noahowsh で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
478ミリ秒で応答(HTTP 200)
サインイン不要
22件のツールの説明を読み、AIへの隠れた指示は見つかりませんでした
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック3項目のうち3項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
入力が必要なもの:x-api-key
作者のクラウドで動きます。インストール不要でインターネット経由でつながりますが、送った内容は作者のサーバーを通ります。
GitHubリポジトリの最終更新は–、最新バージョン(1.1.6)がレジストリに届いたのは22 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。URLでつながるので、リモートMCPサーバーに対応したアプリ(開発者モードのChatGPTなど)でも使えます。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, Tethered Trust
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Fit, compatibility and recall checks for AI agents before they buy: verdicts, evidence, receipts.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
The baseball data API. Pitch-by-pitch data with pitch type, velocity and location, every plate appearance with base-out state and the batted ball, box scores, standings, our own ratings and run values, sportsbook lines by book and MLB player prop lines. MLB since 2015 plus the NCAA Division I games we cover. REST API and MCP server. 500 free credits every month, no card.
Website: https://fastballapi.com · Docs: https://fastballapi.com/docs · Get a key: https://fastballapi.com/signup
You: "What is Gerrit Cole's whiff rate by pitch type this season?"
Claude: [calls get_pitch_mix]
You: "How often did Aaron Judge homer on a 3-2 count in 2025?" Claude: [calls get_plate_appearances]
You: "How often has Shohei Ohtani gone over his total bases line since 2023?" Claude: [calls get_prop_history]
Most clients connect to https://mcp.fastballapi.com/mcp directly. For a client that launches a local process instead:
git clone https://github.com/noahowsh/fastballapi-mcp.git && cd fastballapi-mcp && npm install
FASTBALLAPI_API_KEY=your_key node index.js
{ "mcpServers": { "fastballapi": { "command": "node", "args": ["/path/to/fastballapi-mcp/index.js"], "env": { "FASTBALLAPI_API_KEY": "your_key" } } } }
It forwards to the hosted server with your key, so every tool and credit cost is the same.
This repo also ships 16 free Claude skills in skills/ that turn Claude into a baseball analyst: pitch mix and whiff rate, run value, spray charts, Pythagorean record, game previews, odds analysis, prop modeling (pitcher strikeouts, hits, total bases), edge detection and backtesting. Each skill names the FastballAPI tools it calls and what they cost.
git clone https://github.com/noahowsh/fastballapi-mcp.git
Or install them as a Claude Code plugin:
/plugin marketplace add noahowsh/fastballapi-mcp
/plugin install fastballapi-skills@fastballapi
Or with the skills CLI: npx skills add noahowsh/fastballapi-mcp.
Point Claude at the skills/ folder, connect the MCP server below, and ask. The dispatch skill routes a request to the right two or three skills. Full list: skills/README.md.
The official Python client is on PyPI: fastballapi.
pip install fastballapi
export FASTBALLAPI_API_KEY=sk_live_...
from fastballapi import Client, to_dataframe
client = Client()
props = client.get_player_props( game_id="401815991", market="batter_home_runs", ) df = to_dataframe(props, key="props") print(df[["player_name", "bookmaker", "line", "over_odds", "under_odds"]].head(10))
Typed errors for a bad key, no credits left, not found and rate limits, automatic retries, and to_dataframe for pandas.
This is a hosted (remote) MCP server over Streamable HTTP. There is nothing to install.
Claude Code
claude mcp add --transport http fastballapi "https://mcp.fastballapi.com/mcp?key=YOUR_API_KEY"
Claude Desktop, Cursor and other clients
{
"mcpServers": { "fastballapi": { "url": "https://mcp.fastballapi.com/mcp?key=YOUR_API_KEY" } } }
The key can also be sent as an x-api-key header or Authorization: Bearer. Connecting and listing tools works without a key; calling a tool needs one.
REST
curl -X POST https://mcp.fastballapi.com/v1/list_teams -H "x-api-key: YOUR_API_KEY"
Every tool is POST /v1/{tool} with a JSON body.
Runnable Python (standard library only) and Node 18+ (no dependencies) examples live in examples/:
examples/python/quickstart.py and examples/node/quickstart.mjs: schedule plus a headline call.examples/python/mlb_pitch_mix_and_props.py: A pitcher's arsenal (usage, velocity, whiff rate and ball rate per pitch type) followed by his strikeout prop lines against what he actually threw, game by game.export FASTBALLAPI_API_KEY=your_key
python3 examples/python/quickstart.py node examples/node/quickstart.mjs
See examples/README.md for details. Get a free key (500 credits a month, no card) at https://fastballapi.com/signup.
| Tool | What it returns |
|---|---|
list_teams | Team ids, abbreviations and colours for a season |
search_players | Find players by name |
get_games | Games with runs, hits and errors by season, date, range or team |
get_schedule | Upcoming games with the median line across sportsbooks |
get_standings | Standings from every final game, with run differential and Pythagorean record |
get_injuries | The latest injury report |
get_ratings | Our team Elo ratings, ranked |
get_game | One game: every batting and pitching line, each book's line, win probability |
get_player | Season batting (AVG, OBP, SLG, OPS, RE24) and pitching (ERA, WHIP, K/9) |
get_player_games | A player's full batting and pitching game log |
get_leaders | Season leaders among qualified batters and pitchers |
get_team_stats | Runs for and against, team batting and opponents' batting |
get_pitch_mix | A pitcher's arsenal: usage, velocity, whiff rate per pitch type |
get_odds | Every sportsbook's moneyline, run line and total for a game (5) or a day (10) |
get_plate_appearances | Plate-appearance play-by-play with base-out state, batted ball, win probability, RE24 |
get_pitches | Pitch-by-pitch: count, type, velocity, location, result |
get_spray_chart | Where a batter or team hits the ball, by trajectory and field |
get_line_movement | Snapshots of each sportsbook's line before first pitch |
get_player_props | Player prop lines by sportsbook, opening and closing |
get_prop_history | A player's prop lines against the result, game by game |
Leagues: mlb (default), ncaabase (NCAA Division I games we cover; pitch tools, spray charts and injuries are not offered for college).
get_player_props, get_prop_history); none for collegeCoverage by season, read live from the database: https://fastballapi.com/docs
500 free credits every month, no card. Plans: Starter $19/mo (10,000 credits), Pro $49/mo (30,000), Scale $149/mo (125,000). Wallet top-ups from $5, never expire. https://fastballapi.com/pricing
Ratings and run values are ours. Not affiliated with MLB, the NCAA or any team.
MIT for the contents of this repository. Data terms as above.
Add this repo as a Codex plugin marketplace, then install the plugin:
codex plugin marketplace add noahowsh/fastballapi-mcp
Then open the plugin directory in Codex and install fastballapi-skills from the fastballapi marketplace. The plugin bundles the skills in skills/ and the FastballAPI MCP server (https://mcp.fastballapi.com/mcp). Set your key first (free at https://fastballapi.com/signup):
export FASTBALLAPI_API_KEY=your_key
Codex sends it as a bearer token.
export FASTBALLAPI_API_KEY=your_key
gemini extensions install https://github.com/noahowsh/fastballapi-mcp
The extension adds the FastballAPI MCP server (https://mcp.fastballapi.com/mcp) and sends the key in the x-api-key header. Get a free key (500 credits a month) at https://fastballapi.com/signup.