Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Beschreibung vom Entwickler (englisches Original)
Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.
Diese drei werden nie zu einer Punktzahl zusammengefasst: Meinungen, Messungen und Beliebtheit sind verschiedene Dinge.
Für diesen Server haben wir noch keine Zusammenfassung in einfacher Sprache geschrieben. Unten stehen die Fakten, die wir aus der Registry gelesen haben.
Wähle die KI-App, die du nutzt, und kopiere die Einstellungen.
Du brauchst
Welche App nutzt du?
Wähle oben deine App. Wir merken sie uns, damit der Button beim nächsten Mal „In … installieren“ anzeigt.
Funktioniert in Claude im Web, auf dem Desktop und auf dem Handy:
https://api.surfacedby.com/api/v1/mcp/public/Führe das in deinem Terminal aus
claude mcp add --transport http ai-visibility https://api.surfacedby.com/api/v1/mcp/public/In .cursor/mcp.json in deinem Projekt oder in ~/.cursor/mcp.json einfügen
{
"mcpServers": {
"ai-visibility": {
"url": "https://api.surfacedby.com/api/v1/mcp/public/"
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
In .vscode/mcp.json in deinem Projekt einfügen
{
"servers": {
"ai-visibility": {
"type": "http",
"url": "https://api.surfacedby.com/api/v1/mcp/public/"
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
ChatGPT verbindet sich nur mit Servern im Internet:
https://api.surfacedby.com/api/v1/mcp/public/Menünamen können sich je nach Tarif und mit der Zeit leicht unterscheiden.
Deine Auswahl bleibt in einem Cookie auf diesem Gerät; kein Konto nötig.
Diese Einstellungen werden aus dem Registry-Eintrag des Entwicklers erzeugt. Wenn in der README etwas anderes steht, folge der README.
Die Tool-Liste dieses Servers haben wir noch nicht gelesen; wir prüfen die Endpunkte reihum.
Wir prüfen Informationen, die jeder sehen kann; den Code haben wir nicht gelesen. Checks, die nicht zutreffen, werden nicht mitgezählt. · Geprüft am 7. Nov. 2026
Der Registry-Name wurde über die Domain surfacedby.com bestätigt (die Registry prüft, wem die Domain gehört)
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieses Repo haben wir noch nicht von GitHub gelesen
Noch nicht geprüft; wir prüfen die Endpunkte reihum
Noch nicht geprüft; wir prüfen die Endpunkte reihum
Noch nicht geprüft; wir lesen die Tool-Liste, wenn wir den Endpunkt prüfen
Verglichen mit allen aktiven Servern dieser Kategorie in der Registry. Sterne zählen nur, wenn dem Herausgeber das Repo gehört.
Er hat 1 von 1 zutreffenden Basischecks bestanden. Den Code haben wir nicht gelesen. Bevor du einen Schlüssel oder Token hinzufügst, sieh nach, welche Zugriffe der Server verlangt, und nutze einen Schlüssel, der nur die Berechtigungen hat, die du brauchst.
Die Registry nennt keinen erforderlichen Schlüssel, manche Server bitten dich aber bei der ersten Nutzung, dich anzumelden.
Er läuft in der Cloud des Entwicklers. Du verbindest dich übers Internet, ohne etwas zu installieren, aber was du sendest, läuft über die Server des Entwicklers.
Das GitHub-Repo wurde zuletzt – geändert, und die neueste Version (1.0.1) kam vor 27 Tagen in die Registry.
Apps, die MCP unterstützen, etwa Claude Desktop, Claude Code, Cursor und VS Code. Er verbindet sich per URL, also funktionieren auch Apps, die Remote-MCP-Server akzeptieren, zum Beispiel ChatGPT im Entwicklermodus.
In derselben Kategorie: Spec Driven Development, Remote Desktop Commander, Starreel
Server derselben Kategorie von anderen Entwicklern, sortiert nach Sternen.
So liest du eine Karte:★ GitHub-SterneiDrei Säulen: Bewertungen · Checks · NutzungiAktualisiert = neueste Version in der Registry veröffentlichti
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.
Turn a script into a finished, downloadable short-drama episode — via MCP or REST.
Unverändert aus dem Repo des Entwicklers übernommen. PopNx MCP hat den Inhalt weder geprüft noch empfiehlt es ihn. HTML, Bilder und Skripte wurden entfernt. Links führen von dieser Website weg.
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.