Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://api.surfacedby.com/api/v1/mcp/public/터미널에서 이 명령어를 실행하세요
claude mcp add --transport http ai-visibility https://api.surfacedby.com/api/v1/mcp/public/프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"ai-visibility": {
"url": "https://api.surfacedby.com/api/v1/mcp/public/"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"ai-visibility": {
"type": "http",
"url": "https://api.surfacedby.com/api/v1/mcp/public/"
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://api.surfacedby.com/api/v1/mcp/public/메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
아직 이 서버의 도구 목록을 읽지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 도메인 surfacedby.com 기준으로 확인되었어요(레지스트리가 도메인 소유를 확인해요)
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트를 점검할 때 도구 목록을 읽어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
제작자의 클라우드에서 실행돼요. 설치 없이 인터넷으로 연결하지만, 보내는 내용은 제작자의 서버를 거쳐요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.0.1)은 27일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Master CSS
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Inspect Master CSS classes, generated CSS, and project stylesheets from your AI client.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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.