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)
Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.
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。
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。
ウェブ、デスクトップ、モバイルのClaudeで使えます:
https://api.surfacedby.com/api/v1/mcp/public/ターミナルでこれを実行します
claude mcp add --transport http ai-visibility https://api.surfacedby.com/api/v1/mcp/public/プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"ai-visibility": {
"url": "https://api.surfacedby.com/api/v1/mcp/public/"
}
}
}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": {
"ai-visibility": {
"type": "http",
"url": "https://api.surfacedby.com/api/v1/mcp/public/"
}
}
}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。
ChatGPTがつなげるのは、インターネット上のサーバーだけです:
https://api.surfacedby.com/api/v1/mcp/public/メニューの名前は、プランや時期によって少し違うことがあります。
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。
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7日にチェック
レジストリ名はドメイン surfacedby.com で確認済みです(レジストリがドメインの所有を確認しています)
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。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
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(1.0.1)がレジストリに届いたのは28 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, LexPact UK Contracts
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.
Generate UK-law contracts: NDA, service, freelance, recruiter terms of business, IR35.
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。
Find out what AI assistants understand about a business, and whether their answers recommend it. Free and hosted, with no account or API key.
Connect it to Claude, Cursor, VS Code or any MCP client, ask for an AI visibility audit of your website, and your assistant works through a complete, ordered audit:
Your assistant does the thinking and SurfacedBy supplies the evidence, so every recommendation links back to a page or published source you can check.
https://api.surfacedby.com/api/v1/mcp/public/
Transport: Streamable HTTP. Authentication: none.
claude mcp add --transport http surfacedby-ai-visibility https://api.surfacedby.com/api/v1/mcp/public/
Go to Customize > Connectors, click + Add, then Add custom connector. Name it SurfacedBy AI Visibility, paste the URL above, and choose No sign in. Turn it on in a chat from + > Connectors.
On Team and Enterprise plans an Owner adds it under Organization settings > Connectors first. The Free plan allows one custom connector.
Add to ~/.cursor/mcp.json (or .cursor/mcp.json in a project):
{
"mcpServers": { "surfacedby-ai-visibility": { "url": "https://api.surfacedby.com/api/v1/mcp/public/" } } }
Add to .vscode/mcp.json:
{
"servers": { "surfacedby-ai-visibility": { "type": "http", "url": "https://api.surfacedby.com/api/v1/mcp/public/" } } }
Any client that supports remote Streamable HTTP servers can connect with the URL above. For a client that only speaks stdio, use a bridge such as mcp-remote:
{
"mcpServers": { "surfacedby-ai-visibility": { "command": "npx", "args": ["mcp-remote", "https://api.surfacedby.com/api/v1/mcp/public/"] } } }
A ChatGPT app built on this server is in review. Status and details: surfacedby.com/tools/chatgpt-ai-visibility.
Audit the AI visibility of yourbrand.com. We sell to small accounting firms in the UK.
Can ChatGPT and Perplexity crawl yourbrand.com? If not, what exactly should we change?
I run yourbrand.com. When people ask AI for the best tool in our category,
what could stop it from recommending us, and what should we fix first?
Here is what ChatGPT said when I asked about my business: " ". My site is https://yourbrand.com. Does it actually cite us, or only name us? Is anything in it wrong compared with our own pages?
Compare the pricing and feature pages of competitor-a.com and competitor-b.com for a small business choosing between them. Use only what their pages say, and list what is unknown.
Check https://yourbrand.com/pricing. Which facts on it can an AI system read, and what is missing or unclear?
All tools are read-only, free, and need no account.
surfacedby_plan_ai_visibility_audit| Input | Type | Notes |
|---|---|---|
business_url | string | The business website. Bare domains are accepted. |
goal | string, optional | full_audit (default), compare_competitors, check_answers or fix_crawler_access. |
market | string, optional | Country, region or city the business serves. |
language | string, optional | Language of the business and its buyers. |
competitors | array of strings, optional | Up to 5 competitors the user already knows. |
Returns the ordered checklist for that goal, the tools for each step, the quality bar for the result, the rules to follow, the published research findings that apply, and the remaining request budget. Makes no request to the website.
surfacedby_inspect_page_evidence| Input | Type | Notes |
|---|---|---|
urls | array of strings | 1 to 5 public HTTP(S) URLs. Bare domains are accepted. |
Returns, per URL, the readable content an AI system can extract: title, description, headings, sections, tables, internal and external links and declared structured data, plus the page type, source type and readiness findings, or a clear reason the page was unavailable (crawler access restricted by robots.txt, a bot challenge, an unsupported format, an error). When several pages from the same site are inspected together, it also lists business facts their structured data states differently. Each result carries the remaining request budget and the next step of the audit.
Read-only, idempotent, fetches the open web.
surfacedby_check_ai_crawler_access| Input | Type | Notes |
|---|---|---|
domain | string | A domain or any URL on the site. |
Returns access for each AI crawler (allowed, restricted or blocked, with the robots.txt rule responsible), split by purpose: training crawlers, whose blocks cost no citations, and search-index and retrieval crawlers, whose blocks do. Adds a row per AI platform with the search index it reads and where to submit pages, whether a security challenge answered an ordinary request, homepage noindex, llms.txt and Content-Signal, and copy-ready fixes. It reads the site's public files and one ordinary request, never impersonates a crawler, and cannot see firewall rules keyed to crawlers' own IP addresses.
Read-only, idempotent, fetches the open web (about three requests).
surfacedby_analyze_answer_evidence| Input | Type | Notes |
|---|---|---|
answer | string | The AI answer text, up to 64,000 characters. Markdown links are read. |
business_url | string | The business website to look for. |
brand_name | string, optional | Helps detect mentions where the name differs from the domain. |
language | string, optional | Language of the answer. |
platform | string, optional | chatgpt, perplexity, gemini, claude, ai_mode, grok, deepseek or other. |
competitor_domains | array of strings, optional | Up to 10 competitor domains, so their pages are labelled as competitors. |
Returns the brand's presence in that one answer (cited, named or not_observed), every visible citation with its source type (review site, best-of list, forum, competitor, your site and others), which source types dominate, and, when the business is not cited, the likely reason and fix. Google and Gemini redirect links are read to the pages they point to.
Read-only, idempotent. Makes no network request unless the answer cites through a Google or Gemini redirect link.
surfacedby_get_ai_source_landscape| Input | Type | Notes |
|---|---|---|
platform | string, optional | Limit the result to one AI platform: chatgpt, perplexity, gemini, claude, ai_mode, grok or deepseek. When the index has no figures for that platform yet, the result says so and lists the platforms it does cover. |
topic | string, optional | Select research findings on one topic, such as reddit, crawlers or competitors. |
Returns, per AI platform, the share of citations by source category, recent shifts in specific sources and how its answers cite, from SurfacedBy's published AI Search Index, with the data date and a link to the public page, plus research findings with their samples, dates and post links. These are pooled rates across many brands, not measurements of any one business.
Read-only, idempotent.
Clients that show MCP prompts get four ready-made commands: Full AI visibility audit, Compare me with competitors, Check how AI answers describe us and Fix my AI crawler access. Each takes the business URL and optional competitors and market.
Two resources are available to clients that read them: surfacedby://method/ai-visibility-audit (the full audit method) and surfacedby://research/findings (the published research findings, each with its sample, date and link).
This server works on the pages and answers in your conversation, and its source data is pooled across many brands. To track how ChatGPT, Perplexity, Gemini and other AI platforms mention your brand over time, which competitors they recommend instead, and which sources they trust, use SurfacedBy. Or run a one-off check with the free AI visibility checker.
Pages that need JavaScript, a login or a bot challenge to load are reported as unavailable, never guessed.
SurfacedByEvidence/1.0 (+https://surfacedby.com/tools/chatgpt-ai-visibility), respect robots.txt rules for it, and follow only validated public redirects.Page snapshots are cached for up to 24 hours so repeat checks are fast, then deleted. Answers you submit are analyzed in the request and not stored. Usage is recorded as daily totals, plus a hashed per-site count that resets every day to stop one website being hit too often. No prompts, answers or user identifiers are kept. Calls are never linked to SurfacedBy accounts or website visitors.
Privacy policy: surfacedby.com/privacy. Terms: surfacedby.com/terms.
Open an issue in this repository or contact us at surfacedby.com/contact.
Built by Ali Khallad at SurfacedBy, which tracks how AI platforms mention, cite and recommend brands.
This repository holds the documentation and registry metadata for the hosted server. The server itself runs as part of the SurfacedBy platform.
MIT for the contents of this repository.