Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Track and manage how your brand appears in AI answers: rank, mentions, sentiment, share of voice.
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.
MENCORO_API_KEY, MENCORO_MCP_URL, AuthorizationLos valores marcados como secretos son llaves de tu cuenta. Nunca los compartas ni los pegues en un chat.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Esta dirección necesita una clave en un header de la solicitud, y el menú para agregar conectores no puede ponerla. Usa Claude Code, Cursor o VS Code.
Abre Claude Desktop → Settings → Developer → Edit Config y pega esto en claude_desktop_config.json
{
"mcpServers": {
"mencoro": {
"command": "npx",
"args": [
"-y",
"@mencoro/mcp"
],
"env": {
"MENCORO_API_KEY": "your-value",
"MENCORO_MCP_URL": "your-value"
}
}
}
}Ejecuta esto en tu terminal
claude mcp add --transport http mencoro https://api.mencoro.com/mcp --header 'Authorization: your-value'claude mcp add mencoro --env MENCORO_API_KEY=your-value --env MENCORO_MCP_URL=your-value -- npx -y @mencoro/mcpCompleta los valores vacíos antes de ejecutarlo.
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"mencoro": {
"url": "https://api.mencoro.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"mencoro": {
"command": "npx",
"args": [
"-y",
"@mencoro/mcp"
],
"env": {
"MENCORO_API_KEY": "your-value",
"MENCORO_MCP_URL": "your-value"
}
}
}
}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": {
"mencoro": {
"type": "http",
"url": "https://api.mencoro.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"mencoro": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@mencoro/mcp"
],
"env": {
"MENCORO_API_KEY": "your-value",
"MENCORO_MCP_URL": "your-value"
}
}
}
}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.
Esta dirección necesita una clave en un header de la solicitud, y el menú para agregar conectores no puede ponerla. Usa Claude Code, Cursor o VS Code.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
MENCORO_MCP_URL envAuthorization secreto HTTP headerEsta 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 6 nov 2026
El nombre en el registro se verificó con el dominio mencoro.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.
Debes completar: MENCORO_API_KEY, Authorization
Funciona de las dos formas: instálalo en tu computadora o conéctate a la versión en la nube.
El repo de GitHub cambió por última vez –, y la última versión (2.0.0) llegó al registro hace 7 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, Symantec Cloud DLP AIops
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.
Governed Symantec Cloud DLP — 14 MCP tools, read-only with audit.
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.
Mencoro MCP server
Ask an AI assistant how your brand is doing in AI answers — rank, mentions, sentiment and Share of Voice — and have it set up and tune your monitoring, in plain language.
Mencoro tracks how brands surface in AI answer engines — ChatGPT, Perplexity, Google AI Overview and AI Mode — and in Google Search and Shopping. The MCP server exposes that data to any MCP client, and lets it manage projects, tracked queries, clusters and organizations, as 67 tools (31 that read, 36 that change something) and 20 prompts. One of them, get_mencoro_guide, answers questions about Mencoro itself and works without signing in.
The server is hosted. Most clients should connect to it directly:
https://api.mencoro.com/mcp
This repository holds the public metadata for that server plus a small stdio bridge (@mencoro/mcp) for hosts that can only launch a local process. It does not contain the Mencoro application source.
No install, no local process. Sign in with OAuth, or paste a personal access token as a header.
| Client | How |
|---|---|
| Claude (web, Desktop, mobile) | Settings → Connectors → *Add custom connector* → paste the URL → Sign in. Or use the one-click link. |
| ChatGPT | Settings → *Apps & Connectors* → developer mode → add the URL → sign in. |
| Claude Code | claude mcp add --transport http mencoro https://api.mencoro.com/mcp then /mcp to sign in |
| Cursor | config below |
| VS Code | config below |
| OpenAI Codex | config below |
| Gemini CLI | config below |
| OpenCode | config below |
| Google Antigravity | config below |
Claude Desktop's manual configuration, and older stdio-only hosts, need a bridge. That is what this package is:
npx -y @mencoro/mcp
// claude_desktop_config.json
{ "mcpServers": { "mencoro": { "command": "npx", "args": ["-y", "@mencoro/mcp"], "env": { "MENCORO_API_KEY": "mcp_pat_your_token" } } } }
The token goes through the environment rather than an argument, so it does not appear in ps output and does not have to survive the host's argument splitting.
Two ways in. Both carry the same three permissions, and neither can ever do more than your own role in an organization allows:
| Scope | Allows |
|---|---|
read | Every read tool. Always granted. |
write | Creating, changing and deleting projects, competitors, clusters and tracked queries; running checks; starting discovery jobs. |
organization:manage | Creating, renaming, archiving and restoring organizations; invitations; members' roles and suspension. |
OAuth 2.1 — the one-click path. Supported by Claude, ChatGPT, Claude Code and any client that implements the MCP authorization spec. Nothing to copy or paste; revoke it from the app. The consent screen pre-selects the scopes the client asked for (all three when it asked for none), and you can untick any but read. The server advertises PKCE (S256), Client ID Metadata Documents, Dynamic Client Registration and RFC 9728 resource metadata, so clients discover everything they need from https://api.mencoro.com/.well-known/oauth-protected-resource/mcp. Calling a tool the connection lacks the scope for answers 403 insufficient_scope naming the scopes to request, so a client that supports step-up authorization asks you to reconnect with the extra permission.
Personal access token — for CLI clients, config files, and this bridge. Create one at tool.mencoro.com/me/mcp-server; it is shown once, starts with mcp_pat_, carries the permissions you tick (all three by default), and can be pinned to a single organization and given an expiry. Send it as Authorization: Bearer mcp_pat_…. A call the token lacks the permission for fails with a tool error naming it; a token cannot be upgraded, so create a new one to add a permission.
Connections and tokens created before write access existed have read and write but not organization:manage.
ChatGPT cannot send a custom
Authorizationheader to a remote connector — use OAuth there.
Cursor — ~/.cursor/mcp.json
{
"mcpServers": { "mencoro": { "url": "https://api.mencoro.com/mcp", "headers": { "Authorization": "Bearer mcp_pat_your_token" } } } }
</details>
VS Code — .vscode/mcp.json
{
"servers": { "mencoro": { "type": "http", "url": "https://api.mencoro.com/mcp", "headers": { "Authorization": "Bearer mcp_pat_your_token" } } } }
</details>
OpenAI Codex — ~/.codex/config.toml
[mcp_servers.mencoro]
url = "https://api.mencoro.com/mcp" http_headers = { "Authorization" = "Bearer mcp_pat_your_token" }
</details>
Gemini CLI — ~/.gemini/settings.json
{
"mcpServers": { "mencoro": { "httpUrl": "https://api.mencoro.com/mcp", "headers": { "Authorization": "Bearer mcp_pat_your_token" } } } }
</details>
OpenCode — opencode.json
{
"$schema": "https://opencode.ai/config.json", "mcp": { "mencoro": { "type": "remote", "url": "https://api.mencoro.com/mcp", "enabled": true, "headers": { "Authorization": "Bearer mcp_pat_your_token" }, "oauth": false } } }
oauth: false stops OpenCode negotiating OAuth against an endpoint that also advertises it, which would otherwise override the token you just configured.
Google Antigravity
{
"mcpServers": { "mencoro": { "serverUrl": "https://api.mencoro.com/mcp", "headers": { "Authorization": "Bearer mcp_pat_your_token" } } } }
</details>
Claude Code — project scope, committed to a repository
{
"mcpServers": { "mencoro": { "type": "http", "url": "https://api.mencoro.com/mcp", "headers": { "Authorization": "Bearer ${MENCORO_API_KEY}" } } } }
</details>
31 tools read and 35 change something. Every tool declares all four MCP annotations (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) explicitly, so a client can decide what to ask you before calling it.
Every read tool needs only the read scope.
| Tool | What it answers |
|---|---|
list_projects | The organizations and active projects you can see. Call this first — every other tool needs the ids it returns. |
get_project | One project's status, website domains, brand names and competitors with their ids. |
list_clusters | A project's keyword clusters, by name, with their ids. |
get_available_filters | Which engines, countries, keyword clusters and competitors a project actually has. |
get_metric_glossary | Maps everyday wording ("visibility", "tone", "ranking") onto the right metric and tool. |
get_organization_overview | Current-state board across every active project in an organization, ranked by Share of Voice. |
get_organization | An organization's profile, status, your role in it, and its member, project and invitation counts. |
list_members | An organization's members with their role and state, optionally with pending invitations. Owners only. |
get_usage | The subscription, tracked-query count and projected monthly checks, against the plan's limits. |
get_project_rank_tracking_stats | The project summary: positions, trends, Share of Voice per competitor, sentiment split, mention/SERP/shopping rates. |
get_rank_tracking_time_series | Those metrics over time, bucketed daily, weekly or monthly, optionally per competitor. |
get_tracked_query_time_series | The same history for one tracked query. |
get_query_movers | The tracked queries that gained or lost the most versus the previous period. |
get_cluster_breakdown | The same metrics broken down per keyword cluster. |
search_tracked_queries | Search and paginate a project's tracked queries with their latest positions. |
get_tracked_query | One tracked query's settings: text, engine, country, status, frequency, passes, clusters and last check. |
list_keyword_listings | One row per query text across its engine and country variants, with every metric, sortable. |
get_tracking_coverage | What is stale: paused, never-checked and overdue tracked queries. |
get_sentiment_breakdown | Positive / neutral / negative split of your AI mentions, per engine and per competitor. |
get_mention_mix | Mention counts by type, tone and qualifier — the inputs behind the Share of Voice weighting. |
get_mention_samples | The raw AI mention texts, paginated and filterable, for qualitative review. |
get_share_of_voice_formula | The weights and multipliers the Share of Voice score is built from. |
get_competitor_cooccurrence | Head-to-head: when you and a competitor appear in the same answer, who is named higher. |
get_cited_sources | The domains and pages the answer engines cited, with counts and average citation rank. |
list_ai_responses | The captured AI answers themselves: full text, engine, capture time and cited sources. |
list_search_snapshots | The captured Google Search and Shopping result pages. |
get_tracked_query_matches | Every mention or ranking behind one tracked query's metrics. |
get_job | Progress and result of a background job started by a discovery or clustering tool. |
preview_operation | What a confirmable change would affect and cost, plus the one-time token to run it. |
list_untracked_competitors | Brands the AI answers name that you do not track yet, most-seen first: the competitors worth adding. |
| get_mencoro_guide | The public Mencoro guide: how checks, mentions and every metric work, plans, reliability, this server, analysis advice, pairing with Ahrefs, Semrush, Search Console or Googl
Solo se muestra el principio; lee el resto en el repo