NBA Prop Lab

io.github.Khavel由 GitHub 帳號 Khavel 發布v1.0.0-remote更新於 Oct 30, 2026

NBA and WNBA player-prop analytics: daily board, graded track record, matchup and referee data.

已驗證Streamable HTTP可網頁執行金融資料與分析

概覽

AI 產生的概覽

針對 NBA 與 WNBA 球員數據盤口分析的遠端 MCP 伺服器,提供每日模型榜單、已結算戰績、對位、使用率、裁判與球員資料。

可以做什麼
  • 讀取下一場次已公布的球員盤口榜單,以及上一期榜單的結算結果
  • 依聯盟、等級與日期範圍查看模型已結算的戰績
  • 查看各隊對位防守數據、使用率排行、今日裁判組與裁判犯規數據
  • 依日期查詢 NBA 與 WNBA 賽程、今日比賽與分區排名
  • 依姓名搜尋球員,並取得某位球員的比賽紀錄、盤口賠率、傷病狀態與模型選擇
適用情境
適合讓助理回答有關 NBA 或 WNBA 球員盤口、對位、使用率、裁判執法或球員近期狀態的問題,並查看某個公開模型的選股歷史結算表現。
執行需求
遠端伺服器無需安裝:串流 HTTP 端點,無需驗證、金鑰或環境變數。可選的本機 stdio 版本需要 Node.js 與 npm,回測、選股與球員研究工具需在 PROPLAB_API_KEY 中提供 API 金鑰。
安裝前請注意
僅為體育資訊分析,明確不是投注建議;提供方不收受下注,歷史結果也無法預測未來。遠端伺服器無狀態、不保存對話內容,但會接收聯盟、日期、球員姓名或 ID 等工具參數,網頁伺服器保留一般存取紀錄。本機版本透過 HTTPS 呼叫公開 API,並從環境變數讀取金鑰;金鑰僅在建立時顯示一次,可隨時撤銷。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 NBA Prop Lab,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。

交給代理程式安裝

把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。

閱讀 https://sourceweft.com/mcp/io.github.Khavel%2Fproplab/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。

檢視代理程式所依據的安裝指南

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。

{
  "mcpServers": {
    "nba-prop-lab": {
      "type": "http",
      "url": "https://nbaproplab.com/mcp"
    }
  }
}

README

PropLab MCP Server

Model Context Protocol server for PropLab: NBA and WNBA player-prop analytics. You get the daily board the model publishes before tip-off, its public record graded against the official box score, defense vs position, usage, referees and player research.

There are two ways to use it:

  • Remote server: works now, nothing to install, no key. https://nbaproplab.com/mcp
  • Local stdio package, built from this repository. It adds backtests and on-demand pick evaluation, which need an API key. It is not yet published on npm.

The data is informational sports analysis, not betting advice. PropLab does not take wagers, link to sportsbooks or guarantee outcomes, and past results do not predict future ones.

Remote server (recommended)

Streamable HTTP, stateless, no authentication. Every tool is read-only and returns the same public data shown on nbaproplab.com.

Claude (claude.ai, desktop, mobile): Settings → Connectors → Add custom connector. Name: PropLab. URL: https://nbaproplab.com/mcp. Authentication: none.

Claude Code:

bash
claude mcp add --transport http proplab https://nbaproplab.com/mcp

Codex:

bash
codex mcp add proplab --url https://nbaproplab.com/mcp

or in ~/.codex/config.toml:

toml
[mcp_servers.proplab]url = "https://nbaproplab.com/mcp"

Any other client that supports streamable HTTP can point at the same URL.

Tools

ToolParametersReturns
daily_boardleague (nba or wnba)The published player-prop board for the next slate (player, stat, line, direction, tier, model score) and how the previous board settled
track_recordleague?, tier? (Premium or Standard), from?, to?Settled record by tier and stat. The published record is the Premium tier (premiumHitRate, goodPicks) and Standard (marginalPicks); overall* fields also count internal ratings that are never published. Dates before 2026-04-03 are a backtest
defense_vs_positionleaguePoints, rebounds and assists each team allows to guards, forwards and centers relative to the league average, with defensive rating, pace and ranks
usage_leadersleaguePlayers ranked by usage rate this season, with last-10-games usage, minutes and points
nba_today—Today's NBA games with tip-off times, yesterday's scores and the standings
gamesdate? (yyyy-MM-dd)NBA and WNBA games on a date (default: today, US Eastern)
referee_assignments_today—The crew of each NBA game today, once the league publishes it the morning of game day
referees—NBA referees this season with games worked and fouls per game against the league average
search_playersqueryNBA and WNBA players by name, accents optional ("Jokic" finds Jokić)
player_researchplayerIdRecent game logs, current prop lines across books with hit rates, injury status, next-game context and the model's picks on that player

Example prompts:

  • "Which NBA teams allow the most rebounds to centers, and do any of them play today?"
  • "How has PropLab's published Premium tier done in the WNBA since April, by stat?"
  • "Search for Jokic and show his last 10 games and injury status."

Invalid arguments, for example league: "nfl", return a tool error that explains the valid values.

Local stdio package

Not yet published on npm, so build it from this repository:

bash
git clone https://github.com/Khavel/proplab-mcp.gitcd proplab-mcpnpm installnpm run build      # compiles src/index.ts → dist/index.js

Then register it in your MCP client with the absolute path to the build:

json
{  "mcpServers": {    "proplab": {      "command": "node",      "args": ["/absolute/path/to/proplab-mcp/dist/index.js"],      "env": {        "PROPLAB_API_KEY": "…"      }    }  }}

PROPLAB_API_KEY is optional: without it the public tools still work. For local development with hot reload, run npm run dev.

Environment variables

VariableRequired forDescription
PROPLAB_API_URLNoAPI base URL (default: https://nbaproplab.com)
PROPLAB_API_KEYBacktest, pick and research toolsBearer API key

The key is minted at nbaproplab.com → Account → API keys. It is shown once at creation and can be revoked from the same screen.

Tools

Public, no key:

ToolEndpointKey params
proplab_track_recordGET /api/v1/track-recordleague?, tier?, statType?, from?, to?
proplab_dashboardGET /api/v1/dashboard/todaydate?, league?
proplab_gamesGET /api/v1/gamesdate?
proplab_search_playersGET /api/v1/players/searchq
proplab_system_statusGET /api/v1/health—

With PROPLAB_API_KEY:

ToolEndpointKey params
proplab_backtest_summaryGET /api/v1/backtest/summaryfrom?, to?, league?
proplab_backtest_dailyGET /api/v1/backtest/dailyfrom?, to?, league?
proplab_backtest_by_ratingGET /api/v1/backtest/by-ratingfrom?, to?, league?
proplab_backtest_by_statGET /api/v1/backtest/by-statfrom?, to?, league?
proplab_pick_detailsGET /api/v1/picks/{id}id
proplab_evaluate_pickPOST /api/v1/picks/evaluateplayerName, statType, line, direction, opponentTeam?
proplab_player_researchGET /api/v1/research/player/{playerId}playerId

Verify locally

bash
npx @modelcontextprotocol/inspector node dist/index.js

Then call proplab_system_status, which needs no key and should return the live system status.

Data and privacy

  • Remote server: it keeps no state and stores nothing from your conversations. It only receives the arguments of each tool call (a league, a date, a player name or id), and the web server keeps its standard access logs.
  • Local package: it calls the public nbaproplab.com API over HTTPS and reads the key only from the environment, never logging it. No tool reads database credentials or app settings, or opens a shell.
  • Inputs are validated with zod and responses are truncated at 40,000 characters. Every tool is read-only except proplab_evaluate_pick, which scores a hypothetical pick and stores nothing.
  • Privacy policy: nbaproplab.com/legal/privacy. Responsible gambling: nbaproplab.com/responsible-gambling.

Support

Open an issue at github.com/Khavel/proplab-mcp/issues.

來源:README.md,提交 50b17ef

工具

10

daily_board

Daily player-prop board

The published NBA or WNBA player-prop board for the next slate (player, stat, line, direction, tier, model score) and how the last settled board did (hits, misses, voids). Informational analysis, not betting advice.

輸入參數league

track_record

Public track record

Settled record of the model's picks with optional filters. Reading it: the overall*/total* fields count every pick the engine evaluated, including Weak ratings that are never published; the published record is the PREMIUM tier (premiumHitRate, goodPicks) and STANDARD (marginalPicks). Dates before 2026-04-03 are a backtest; use from=2026-04-03 for live picks only.

輸入參數tofromtierleague

defense_vs_position

Defense vs position

How many points, rebounds and assists each team allows to guards, forwards and centers relative to the league average, with defensive rating, opponent pace and ranks.

輸入參數league

usage_leaders

Usage rate leaders

Players ranked by usage rate this season, with last-10-games usage, minutes and points.

輸入參數league

referee_assignments_today

NBA referee assignments today

Officiating crew of each NBA game today (published by the league the morning of game day) with each referee's fouls per game.

無需輸入參數。

referees

NBA referees

All NBA referees this season with games worked, fouls per game and fouls above the league average.

無需輸入參數。

nba_today

NBA today

Today's NBA games with tip-off times, yesterday's final scores and the current standings by conference.

無需輸入參數。

games

Games by date

NBA and WNBA games on a date (defaults to today, US Eastern).

輸入參數date

search_players

Search players

Find NBA and WNBA players by name; returns their ids for player_research.

輸入參數query必填

player_research

Player research

A player's recent game logs, today's prop lines across books with hit rates, injury status, next game context and the model's picks on that player.

輸入參數playerId必填

版本歷史

1
  1. v1.0.0-remote最新Oct 22, 2026

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