Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Funciona en Claude para web, escritorio y móvil:
https://api.surfacedby.com/api/v1/mcp/public/Ejecuta esto en tu terminal
claude mcp add --transport http ai-visibility https://api.surfacedby.com/api/v1/mcp/public/Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"ai-visibility": {
"url": "https://api.surfacedby.com/api/v1/mcp/public/"
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"ai-visibility": {
"type": "http",
"url": "https://api.surfacedby.com/api/v1/mcp/public/"
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
ChatGPT solo se conecta a servidores en internet:
https://api.surfacedby.com/api/v1/mcp/public/Los nombres de los menús pueden variar un poco según el plan y con el tiempo.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Todavía no hemos leído la lista de herramientas de este servidor; revisamos los endpoints por turnos.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 7 nov 2026
El nombre en el registro se verificó con el dominio surfacedby.com (el registro comprueba quién es dueño del dominio)
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; revisamos los endpoints por turnos
Aún sin revisar; leemos la lista de herramientas cuando revisamos el endpoint
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
El registro no indica ninguna clave obligatoria, aunque algunos servidores te piden iniciar sesión la primera vez que los usas.
Se ejecuta en la nube del creador. Te conectas por internet sin instalar nada, pero lo que envías pasa por los servidores del creador.
El repo de GitHub cambió por última vez –, y la última versión (1.0.1) llegó al registro hace 28 días.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. Se conecta por URL, así que también funcionan las apps que aceptan servidores MCP remotos, como ChatGPT en modo desarrollador.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, LexPact UK Contracts
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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.