Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Track and manage how your brand appears in AI answers: rank, mentions, sentiment, share of voice.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
MENCORO_API_KEY, MENCORO_MCP_URL, Authorization标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"mencoro": {
"command": "npx",
"args": [
"-y",
"@mencoro/mcp"
],
"env": {
"MENCORO_API_KEY": "your-value",
"MENCORO_MCP_URL": "your-value"
}
}
}
}在终端中运行这条命令
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/mcp运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"mencoro": {
"url": "https://api.mencoro.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"mencoro": {
"command": "npx",
"args": [
"-y",
"@mencoro/mcp"
],
"env": {
"MENCORO_API_KEY": "your-value",
"MENCORO_MCP_URL": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"mencoro": {
"type": "http",
"url": "https://api.mencoro.com/mcp",
"headers": {
"Authorization": "your-value"
}
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"mencoro": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@mencoro/mcp"
],
"env": {
"MENCORO_API_KEY": "your-value",
"MENCORO_MCP_URL": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个地址需要在请求的 header 中放入密钥,而添加连接器的菜单无法设置。请改用 Claude Code、Cursor 或 VS Code。
你的选择通过 Cookie 保存在这台设备上,无需账户。
MENCORO_MCP_URL envAuthorization 机密 HTTP header这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
我们还没有读取这个服务器的工具列表;我们会轮流检查各个端点。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过域名 mencoro.com 验证(注册中心会核实域名所有权)
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
尚未检查;我们会轮流检查各个端点
尚未检查;我们会轮流检查各个端点
尚未检查;我们会在检查端点时读取工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
你需要填写:MENCORO_API_KEY, Authorization
两种方式都可以:安装在你的电脑上,或者连接云端版本。
GitHub 仓库最后更新于–,最新版本(2.0.0)于6天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Usaspending
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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.
USAspending MCP — Federal spending data from USAspending.gov API
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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
只显示了开头部分;其余内容请在仓库中阅读