Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Track and manage how your brand appears in AI answers: rank, mentions, sentiment, share of voice.
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.
MENCORO_API_KEY, MENCORO_MCP_URL, Authorization비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"mencoro": {
"command": "npx",
"args": [
"-y",
"@mencoro/mcp"
],
"env": {
"MENCORO_API_KEY": "your-value",
"MENCORO_MCP_URL": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
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/mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"mencoro": {
"url": "https://api.mencoro.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"mencoro": {
"command": "npx",
"args": [
"-y",
"@mencoro/mcp"
],
"env": {
"MENCORO_API_KEY": "your-value",
"MENCORO_MCP_URL": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"mencoro": {
"type": "http",
"url": "https://api.mencoro.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"mencoro": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@mencoro/mcp"
],
"env": {
"MENCORO_API_KEY": "your-value",
"MENCORO_MCP_URL": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 주소는 요청 header에 키가 필요한데, 커넥터 추가 메뉴에서는 넣을 수 없어요. 대신 Claude Code, Cursor, VS Code를 쓰세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
MENCORO_MCP_URL envAuthorization 비밀 HTTP header이 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 6일 점검
레지스트리 이름이 도메인 mencoro.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.
입력해야 할 값: MENCORO_API_KEY, Authorization
둘 다 가능해요. 내 컴퓨터에 설치해도 되고, 클라우드 버전에 연결해도 돼요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(2.0.0)은 7일 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, AI Deprecations
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.
AI model shutdown dates, replacements, change feed and webhook alerts for 8 providers.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요