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)
Flash Props API: player-prop analysis, projections, evidence, and line movement over REST/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。
Authorization「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 flash-props-api https://api.flashodds.live/mcp --header 'Authorization: Bearer {api_key}'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": {
"flash-props-api": {
"url": "https://api.flashodds.live/mcp",
"headers": {
"Authorization": "Bearer {api_key}"
}
}
}
}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": {
"flash-props-api": {
"type": "http",
"url": "https://api.flashodds.live/mcp",
"headers": {
"Authorization": "Bearer {api_key}"
}
}
}
}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。
Authorization 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。
このサーバーのツール一覧はまだ読み取っていません。エンドポイントは順番にチェックしています。
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6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 iFan6oy 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
まだチェックしていません。エンドポイントは順番にチェックしています
まだチェックしていません。エンドポイントは順番にチェックしています
まだチェックしていません。エンドポイントをチェックするときにツール一覧を読み取ります
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1項目のうち1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:Authorization
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(1.4.1)がレジストリに届いたのは2 か月前です。
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, Fomu MCP
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.
Kenya government form guides: checklists, draft letters, eCitizen, Huduma, timelines. Sample data.
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。
Flash Props API is a player-props API and MCP server by [Flash AI Solutions](https://www.flashaisolutions.org) for posted lines, Flash projections, evidence, context, and line movement across sports and esports.
This repository is the public connector and metadata surface for the hosted Flash Props API and MCP service. There is no proprietary Flash Props backend server to install from this repository. Point your client at the hosted endpoint and authenticate with a Flash Props API key for board data.
The Flash Props public Postman workspace contains the collection for graphical exploration and forking. To get your first successful request without an SDK, start with the Postman quickstart, create a free key, then run the List supported sports with live status + capability request inside the Start here folder.
If Postman isn't accessible from your browser, download the credential-free collection JSON and use Postman's Import action. Our API host maintains that JSON as the reference copy; the marketplace copy may lag after a product release.
Never paste your key into GitHub, a URL, a shared collection variable, or a screenshot. The collection's apiKey variable is intentionally empty; set your key privately in Postman before running authenticated requests.
New to sports data integrations? Run the dependency-free first-request example. It reads the current sport catalog, then fetches the market vocabulary for a sport you choose. This is a read-only example, with no wagers, betting automation, SDK install, or paid plan required.
FLASH_PROPS_API_KEY environment variable. Keep it out of commits and query strings.node examples/first-request.mjs for CS2 or node examples/first-request.mjs nfl for NFL.On macOS/Linux, one shell-safe way to enter the key without saving it to command history is read -rs FLASH_PROPS_API_KEY && export FLASH_PROPS_API_KEY. On PowerShell, use $env:FLASH_PROPS_API_KEY = Read-Host "Flash Props API key". Clear the variable after using it.
The script checks for 401, 403 and 429 without leaking your key or silently retrying into a quota wall. It uses GET /api/v1/sports as the source of truth for current coverage; its chosen sport may have no live board right now. Tests are included under examples/first-request.test.mjs, using mocked responses and no network.
Want to connect an AI agent instead? Use the remote MCP endpoint below with the same key and plan. Prefer the live public contract if a third-party directory's cached feature list is older than the hosted server.
Streamable HTTP endpoint:
https://api.flashodds.live/mcp
Send your API key in the Authorization header:
Authorization: Bearer <your_api_key>
Anonymous access works for capability discovery (list_sports, get_market_metadata) so a client can inspect current coverage on first run. Retrieving board data requires at least a free key. Get one at https://api.flashodds.live/billing/free.
Add to your claude_desktop_config.json:
{
"mcpServers": { "flash-props": { "type": "streamable-http", "url": "https://api.flashodds.live/mcp", "headers": { "Authorization": "Bearer YOUR_API_KEY" } } } }
The access ladder below is generated from the hosted contract. Do not edit it by hand.
| Tool | Access |
|---|---|
list_sports | Anonymous capability discovery |
get_market_metadata | Anonymous capability discovery |
list_games | Anonymous preview (first 5); Free+ for the full slate |
get_game_props | Free+ |
scan_props | Anonymous preview (first 5 rows); Free+; rows capped per tier (Free 15 rows, Builder 100, Pro 3,000, Enterprise 5,000) |
find_game | Free+ |
find_player_props | Free+ |
get_player_context | Free/Builder basic; Pro full |
get_prop_evidence | Free teaser; Builder basic; Pro full |
get_prop_history | Builder limited (latest 25 points); Pro full |
scan_movers | Builder limited (top 25 movers); Pro full |
get_leaders | Free top 3; Builder top 10; Pro top 100 |
What each tool returns:
list_sports: every sport with live status, data freshness, and projection/context capabilityget_market_metadata: market labels, families, scope, and whether a market is modeledlist_games: games with props for a sportget_game_props: all player props for one gamescan_props: market-wide prop scan across the slatefind_game: resolve team names to an event idfind_player_props: every active prop for one playerget_player_context: season baselines, recent form, and deeper contextget_prop_evidence: book line, Flash line, gap, form, confidence, splits, movementget_prop_history: chronological line and odds history for a propscan_movers: biggest line movers in a windowget_leaders: ranked boards for gap, form, and sample strengthREST and MCP share the same entitlement shaping, so a key sees the same product tier regardless of transport.
Do not hard-code a list of sports with Flash projections. Coverage is resolved from the server's registered model providers and can vary by sport + market.
Use list_sports (or GET /api/v1/sports) to inspect projectionCapability, effectiveProjection, and contextCapability, then use get_market_metadata to determine whether a specific market is modeled. A partially modeled sport can legitimately expose Flash projections for one stat while keeping another stat posted-lines-only.
Missing analysis is reported explicitly. Flash Props does not fabricate a projection to fill an unsupported market.
current_season is built from this season. prior_season is a prior-season baseline and must never be presented as current form; basisNote and seasonId explain which season it came from.snapshotId values on sports, games, and props responses mean counts and rows came from the same logical board. A mixed consistency value means the response is partial, so do not compare its counts against rows from another snapshot.Generated from the hosted contract. Do not edit by hand.
starter): $19/mo, 25,000 requests/day, 120 requests/minute, 100-row scans, evidence basic, context basic, history limited, movement limited, top 10 leadersSee current pricing and the REST reference at https://api.flashodds.live/.
Tier limits, entitlements, and the MCP tool ladder in this README are generated, not written by hand. The hosted API publishes a keyless, machine-readable contract, and this repository vendors a copy at contract/flash-props-contract.json.
Machine sources, in order of authority:
GET https://api.flashodds.live/contract.json: tiers, quotas, entitlements, MCP tools and access, sports vocabulary, projection and snapshot rules. Static per API release.GET https://api.flashodds.live/api/v1/sports (requires a Free key) or the anonymous MCP list_sports tool: runtime state. Which sports are modeled, live, or fresh right now lives here, never in the contract or this README.Maintainers:
node scripts/contract.mjs sync # regenerate README blocks and server.json version
node scripts/contract.mjs check # offline drift gate (runs on every push and PR) node scripts/contract.mjs check --live # also compare the vendored copy to the hosted contract node scripts/contract.mjs links # check every https link in this README
CI fails when the generated blocks are stale, when prose quotes a quota or price the contract does not contain, when a retired tier name appears, when a frozen list of modeled sports appears, when server.json disagrees with the contract version or MCP endpoint, or when the README and contract disagree about which tools exist. A daily scheduled job also compares the vendored contract against the hosted one, so drift is caught even when this repository does not change.
Data is informational only. Flash Props is not a sportsbook and is not affiliated with any league, team, player, sportsbook, or DFS operator.