Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Flash Props API: player-prop analysis, projections, evidence, and line movement over REST/MCP.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
Authorization标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
在终端中运行这条命令
claude mcp add --transport http flash-props-api https://api.flashodds.live/mcp --header 'Authorization: Bearer {api_key}'运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"flash-props-api": {
"url": "https://api.flashodds.live/mcp",
"headers": {
"Authorization": "Bearer {api_key}"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"flash-props-api": {
"type": "http",
"url": "https://api.flashodds.live/mcp",
"headers": {
"Authorization": "Bearer {api_key}"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
你的选择通过 Cookie 保存在这台设备上,无需账户。
Authorization 机密 必填 HTTP header这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 iFan6oy 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
尚未检查;我们会在检查端点时读取工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
你需要填写:Authorization
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于–,最新版本(1.4.1)于2个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Spec Driven Development, Remote Desktop Commander, FactLot
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间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.
Cited CRE facts and deterministic calculators for agents: rent, CAM, debt sizing, IRR, parcel IDs.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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.