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)
Contribution Exchange MCP: domain discovery, policies, preflight, proposals, and signals.
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。
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 …”。
适用于网页版、桌面版和手机版 Claude:
https://signalaf.com/api/exchange/mcp在终端中运行这条命令
claude mcp add --transport http contribution-exchange https://signalaf.com/api/exchange/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"contribution-exchange": {
"url": "https://signalaf.com/api/exchange/mcp"
}
}
}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": {
"contribution-exchange": {
"type": "http",
"url": "https://signalaf.com/api/exchange/mcp"
}
}
}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。
ChatGPT 只能连接互联网上的服务器:
https://signalaf.com/api/exchange/mcp菜单名称可能因套餐和版本不同而略有差异。
你的选择通过 Cookie 保存在这台设备上,无需账户。
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
发布者(signalaf.com)不是仓库所有者(SunrisesIllNeverSee);可能是其他人代为上架的
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 0 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。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
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(1.0.0)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, arr-mcp
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.
One server, 40 tools, the whole media stack: *arrs, Jellyfin, Plex, Seerr, Cleanuparr, downloaders
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。
Browse AI operator token telemetry, explore personal profiles, and compare token-cascade metrics on signalaf.com.
[Live site](https://signalaf.com) · [Leaderboard](https://signalaf.com/board/all) · [Methodology](https://signalaf.com/methodology) · [CLI & MCP](https://github.com/SunrisesIllNeverSee/sigrank-mcp) · [Local setup](#local-setup)
This repository contains the Next.js application: the leaderboard homepage, operator profiles, Compare, Hall of Signal, editorial pages, accounts, billing, and server APIs.
| Surface | What you can do |
|---|---|
| Leaderboard / homepage | Filter the field by window and platform; inspect RAW and derived metrics |
| Operator profiles | View personal stats, submission history, badges, and account settings |
| Compare | Examine two operators' telemetry and metric differences |
| Hall of Signal | Browse records and the badge directory |
| SigRank overview | Understand the measurement and enrollment flow |
| Field, Articles, Blog, Wiki | Read research, explanations, and metric definitions |
Some features are gated; see Feature flags. This README describes the source tree, not a promise that every optional integration is configured on every deployment.
You do not need to clone this application to use it. Run the CLI/MCP package:
npx sigrank # inspect local usage in the terminal
npx sigrank enroll # bind your device using a Settings connect code npx sigrank submit --dry-run # inspect the payload without sending it npx sigrank submit # publish a signed snapshot
Sign in at signalaf.com to create a connect code. Claims for profiles from the original board require ownership verification through hello@signalaf.com.
Four token pillars feed the cascade: input, output, cache-write, and cache-read. Yield is calculated as:
Υ = (cache_read × output) / input²
The server verifies and re-scores submissions. Leverage, Velocity, SNR, and 10xDEV describe token-processing patterns; they are not measures of model quality, work quality, productivity, or business outcomes.
Upsilon is the measurement engine; SigRank is the public leaderboard and proof surface on SignalAF. Protocol semantics belong to TTEOP. See the methodology and wiki for definitions and limitations.
Ranked telemetry does not require prompt text, responses, or source code. Submissions also carry identity, device/signature, platform, and report metadata; see the CLI privacy details.
Requires Node 22.x (engines in package.json, .nvmrc).
npm install
cp .env.example .env.local # optional; see Environment npm run dev # http://localhost:3000
Unconfigured local development can use snapshot or demo data on supported read paths. This is not live telemetry. Live board data, authentication, signed writes, and billing need their corresponding services configured. A configured database with no matching records returns an empty result rather than a fabricated operator history.
| Command | What it does |
|---|---|
npm run dev | Start the dev server |
npm run build | Build for production (next build --webpack) |
npm run start | Serve the production build |
npm run lint | Run ESLint |
npm test | Run the Node test suites in __tests__/ |
npm run test:ui | Run Vitest component tests |
npm run test:canonical | Check canonical ingest parity (MO§ES Υ 18436.98) |
npm run test:coverage | Run npm test with c8 coverage |
npm run e2e | Run Playwright tests (e2e:local targets localhost:3000) |
npm run verify | Run tsc --noEmit, the canonical test, and npm test |
npm run db:parity | Check local migrations against the remote ledger (db:parity:ci for CI) |
npm run snapshot | Refresh the cold-store board snapshot |
npm run sitemap:validate | Validate the sitemap (:live checks production) |
Before opening a PR, run npm run verify and npm run build.
Copy .env.example to .env.local. It lists every variable with notes. Never commit values. Production values live in Vercel environment variables.
| Variable | Used for |
|---|---|
NEXT_PUBLIC_SUPABASE_URL, NEXT_PUBLIC_SUPABASE_ANON_KEY, SUPABASE_SERVICE_ROLE_KEY | Live Supabase reads and service-role writes. The server client needs all three. |
STRIPE_SECRET_KEY, NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY, STRIPE_WEBHOOK_SECRET, STRIPE_PRICE_* | Billing and webhooks |
NEXT_PUBLIC_SITE_URL | Stripe redirects and public URLs |
UPSTASH_REDIS_REST_URL, UPSTASH_REDIS_REST_TOKEN (or Vercel's KV_REST_API_URL, KV_REST_API_TOKEN) | Shared rate limiter. Without Upstash, the limiter uses Supabase Postgres (api_rate_limit_hit, migration 0055), then a per-instance in-memory counter. Sensitive write routes fail closed. |
SIGRANK_RULESET | Server-only RS.xx scoring overrides |
SIGRANK_API_KEY | Trusted bulk-read key for the public API (x-api-key) |
SIGRANK_INGEST_WRITE | 1 enables persistence of verified snapshots to the board. |
CRON_SECRET | Bearer token for /api/cron/recompute |
NEXT_PUBLIC_POSTHOG_KEY, NEXT_PUBLIC_POSTHOG_HOST, POSTHOG_KEY | Product analytics |
RESEND_API_KEY, *AGENTMAIL_API_KEY | Contact form and exchange email |
ALGOLIA_*, EXA_API_KEY, MOTHERDUCK_*, AI_GATEWAY_*, VERCEL_CLIENT_*, SIGNALAF_LIVE_TOKEN | Search, enrichment, analytics, AI gateway, Vercel integration, live demo |
NEXT_PUBLIC_REALTIME_ENABLED | Set to false to disable live board updates |
lib/features.ts defines the flags. All gated flags default to off and accept 1 or true.
| Flag | Gates |
|---|---|
NEXT_PUBLIC_GATE_CHALLENGES | Throw-down challenges. Also needs NEXT_PUBLIC_GATE_ARENA. Off: /api/v1/challenges returns 404. |
NEXT_PUBLIC_GATE_ARENA | Challenge submission interface (required with the challenges gate) |
NEXT_PUBLIC_GATE_SIGNAL_DROP | Weekly signal drop |
NEXT_PUBLIC_GATE_BRACKETS | Blind bracket / Circle Wars |
NEXT_PUBLIC_GATE_TRADING_CARD_SPECIES | Species badge on trading cards |
Migrations live in supabase/migrations/. Use that directory and npm run db:parity for the current schema and remote-ledger status rather than relying on a hard-coded migration count. Apply required migrations before deploying code that depends on them; review the pending SQL and target project first.
Row Level Security policies, seed data, and security tests live in supabase/. See supabase/README.md to run your own instance.
| Path | Contents |
|---|---|
app/ | App Router pages and API routes |
app/api/v1/ | Public API: ingest, claim, devices, billing, metrics, leaderboard |
app/api/mcp/, app/api/plugins/sigrank/mcp/, app/api/exchange/mcp/ | MCP endpoints (main server, analyst plugin, exchange) |
app/exchange/, app/api/exchange/ | Contribution exchange UI and API |
components/ | UI components |
lib/board/ | Board reads: Supabase, snapshot, mock fallback |
lib/ingest/ | Payload parsing, signature checks, cascade materialization |
lib/analytics/ | Scoring engine and server-only ruleset boundary |
lib/exchange/, lib/exchange-gateway/ | Exchange server logic and portable gateway reference |
lib/infra/ | Supabase clients, Stripe, rate limiting, API gates |
supabase/ | Migrations, policies, seeds, SQL tests, edge functions |
__tests__/, e2e/ | Node, Vitest, and Playwright tests |
Development conventions:
'use client' only for hooks, handlers, or browser APIs.Pushes to main deploy to Vercel (vercel.json). A daily cron calls /api/cron/recompute. Set environment variables in Vercel. An OpenNext Cloudflare path exists (npm run preview, npm run deploy, wrangler.jsonc).
Report vulnerabilities privately. Email the maintainer or open a private GitHub security advisory. Do not file public issues for vulnerabilities. See SECURITY.md.
npx sigrank CLI, TUI, and MCP serverOpen an issue with repro steps and your Node version. For code changes, branch from main, keep the change small, run npm run verify, and open a PR. See Contributing and the Code of Conduct.
MIT. See LICENSE.