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)
GA4 conversion analyst inside Claude — funnel drops, traffic anomalies, device gaps, with numbers.
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。
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 …”。
适用于网页版、桌面版和手机版 Claude:
https://mcp.convradar.com/mcp在终端中运行这条命令
claude mcp add --transport http convradar https://mcp.convradar.com/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"convradar": {
"url": "https://mcp.convradar.com/mcp"
}
}
}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": {
"convradar": {
"type": "http",
"url": "https://mcp.convradar.com/mcp"
}
}
}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。
ChatGPT 只能连接互联网上的服务器:
https://mcp.convradar.com/mcp菜单名称可能因套餐和版本不同而略有差异。
你的选择通过 Cookie 保存在这台设备上,无需账户。
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7日
注册名称已通过 GitHub 账户 Pikaivan 验证,该账户拥有此仓库
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。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于–,最新版本(1.2.0)于3个月前进入注册中心。
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, Excaliself
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.
Find, read, create, edit, and organize Excalidraw drawings in your self-hosted Excaliself instance.
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。
Hosted MCP server that turns your Google Analytics 4 property into a conversation. Ask "where's my biggest funnel drop?" or "did mobile conversion drop last week?" in Claude, ChatGPT, Cursor or Cline — ConvRadar pulls the right slice, runs the diagnostic, and answers with numbers and a recommended action.
https://mcp.convradar.com/mcpThis repository is the public manifest for the hosted ConvRadar MCP server. The server itself is a managed service — there is no self-hosted binary. Use the configuration below to connect any MCP-compatible client to it.
Live output from the connector — funnel audit on the demo tenant in Claude.ai, traffic-quality verdict in ChatGPT. Full set with paired prompts in media/.
ConvRadar is a hosted Model Context Protocol (MCP) server. It connects to your Google Analytics 4 property over OAuth (read-only) and exposes 39 conversion-diagnostic tools to any MCP client.
ConvRadar isn't e-commerce-only. On connect it detects what kind of property you have and adapts the metrics, funnel and benchmarks to match — so the numbers make sense whether or not you sell anything on-site.
If a property has no e-commerce tracking, ConvRadar won't hand you a misleading 0% conversion rate or $0 revenue. It leads with engagement and the key events you actually fire, and tells you when a metric isn't available instead of reporting a zero as fact.
Sign in at https://convradar.com/chat with an email link or Google, connect GA4 and ask the same questions in the browser. Free during the open beta, no card. Page Scan, Page Speed and Benchmarks below need no login at all.
The connector is the deep end. Five instruments on the site cover the shallow end, and three of them run without an account:
| Tool | What it does | Access |
|---|---|---|
| 📊 Conversion Audit | Connect GA4 and get an audit of your real traffic: ranked leaks with the numbers behind each and a prioritized fix list. | Free sign-up + GA4 |
| 🩺 Page Scan | Paste any URL. GPT and Claude read the desktop and mobile page against our pattern library and pin each leak to the screenshot. | No login |
| ⚡ Page Speed & UX Check | Google PageSpeed score, a screenshot and the design issues costing sales, in about a minute. | No login |
| 🕹️ Benchmarks | Conversion-rate ranges by industry — see where you land before chasing a number. | No login |
| 🗣️ Voice of Customer | Paste your URL — it mines independent customer discussion across your category (Reddit, Quora, niche forums & social threads; your brand's own reviews excluded), ranks the pains by frequency with verbatim quotes and their source links, then grades your page copy against each pain and hands you a prioritized fix list. ~3–5 min per run, report by email. | Free sign-up |
The public skills catalog contains two workflows: SaaS Page Audit for one SaaS pricing, product or service page, and E-commerce & Lead Gen Audit for a whole store or service lead-generation site. Both produce an evidence-backed HTML report and use connected GA4 data when appropriate. The E-commerce & Lead Gen skill keeps separate rules for purchases and enquiries and excludes SaaS.
The hosted MCP server serves the same skill files for ChatGPT plugin import. GitHub is the readable source; a plugin version receives its own snapshot during Scan Tools. See the catalog index.
ConvRadar is a remote OAuth-protected MCP. Any stdio-only client (Claude Desktop, Cursor, Cline, Continue) can connect via mcp-remote, which handles the OAuth handshake on first run.
Add this to your client's MCP config (claude_desktop_config.json, ~/.cursor/mcp.json, etc.):
{
"mcpServers": { "convradar": { "command": "npx", "args": ["-y", "mcp-remote", "https://mcp.convradar.com/mcp"] } } }
Restart the client. On first tool call, a browser window opens for OAuth — sign in with the same Google account that owns your GA4 property.
Add a Custom Connector in Settings → Connectors:
https://mcp.convradar.com/mcpConvRadar is an official plugin in ChatGPT's plugin directory: open ConvRadar in ChatGPT, click Connect and sign in with Google. No Developer Mode, no URL to paste.
Install the plugin from antigravity-plugin/: agy plugin install ./convradar-mcp/antigravity-plugin from a clone of this repo. It adds the remote server and both audit skills; sign-in runs over OAuth on the first call.
ConvRadar exposes the following tools. The MCP client picks the right one for each question; you don't usually call them by name.
| Tool | What it does |
|---|---|
cr_full_audit | Run a complete conversion audit across funnel, traffic, devices, geos and products. |
cr_get_account_info | GA4 property metadata for the connected account. |
cr_get_overview_metrics | Headline metrics (sessions, users, conversions, revenue) for a period. |
cr_get_current_state | Snapshot of the account's current conversion state. |
cr_get_funnel | The configured funnel with step-by-step drop-off. |
cr_diagnose_funnel_drop | Identify the biggest funnel-step regression and likely cause. |
cr_get_traffic_breakdown | Split traffic by source, medium and campaign. |
cr_assess_traffic_quality | Score traffic sources by engagement and conversion quality. |
cr_detect_traffic_quality_change | Step-changes in traffic quality over a window. |
cr_get_device_breakdown | Sessions and conversions by device category. |
cr_get_geo_breakdown | Sessions and conversions by country and region. |
cr_get_landing_pages | Top landing pages with engagement and conversion. |
cr_get_product_analysis | Product-level revenue and funnel drop-off. |
cr_get_product_performance | Per-product views / add-to-cart / purchases. |
cr_query_metrics | Ad-hoc metric and dimension query against GA4. |
cr_export_facts | Export the stored rows of a fact table as CSV, one or more files per month, up to 400 days. |
cr_get_export | Fetch a running export by request id: progress, then the download links. |
cr_describe_data | Plain-English summary of a dataset slice. |
cr_compare_segments | Compare two GA4 segments side by side. |
cr_compare_to_benchmark | Compare a metric to industry or cohort benchmark. |
cr_find_conversion_anomalies | Statistically significant conversion anomalies. |
cr_capture_via_web_fetch | Capture supporting evidence from a public URL. |
cr_list_hypotheses | Browse the CRO hypothesis library, filtered to your industry vertical. |
cr_get_hypothesis | Full detail for one hypothesis by ID, with what to look for on the page. |
cr_check_page_speed | Core Web Vitals via PageSpeed Insights, tied to your GA4 mobile-vs-desktop conversion gap. |
cr_heuristic_check | Page speed + AI UX review of the live page — works before GA4 has any data. |
cr_get_heuristic_check | Fetch a heuristic check result by request id (pending until the background run finishes). |
cr_capture_screenshots | Real desktop + mobile screenshots of a page via an anti-bot browser (visual proof). |
cr_get_screenshots | Fetch a queued screenshot capture by request id. |
cr_list_capture_sets | What to look for on each page type before recording a verification. |
cr_record_verification | Record page observables and get hypothesis verdicts. |
cr_mark_hypothesis_status | Track a hypothesis: surfaced → testing → confirmed / rejected. |
cr_save_ai_suggested | Save an AI-suggested hypothesis alongside the verified library. |
cr_log_change | Journal a shipped site change for later impact measurement. |
cr_list_changes | The change diary: what shipped and when, with impact verdicts where measured. |
cr_update_change | Edit or dismiss a diary entry — dismissed rows are retained, never deleted. |
cr_verify_change_impact | Pre/post statistical verdict for a logged change. |
cr_voice_of_customer | Mine independent customer discussion in your category and grade your page copy against the pains it finds. One run per account per week. |
cr_get_voice_of_customer | Fetch a finished Voice of Customer run: ranked pains, their sources, and the copy gaps. |
After connecting, try:
Authorization header.read:metrics, write:hypotheses.GET https://mcp.convradar.com/.well-known/oauth-protected-resource.mcp-remote (or the client's built-in OAuth flow) handles the login on first run.The OAuth flow only requests read-only GA4 access — ConvRadar can never modify your analytics data.
Free right now — ConvRadar is in open beta. No card, no trial countdown. Connect GA4 and use every tool. Each account has 1,000 tool calls a day, and every tool result reports how many are left.
When the beta ends it becomes $9.99 / month flat (7-day free trial, cancel anytime). Beta users get advance notice before that kicks in.
GA4 Data API (read-only) · Claude/ChatGPT MCP · Stripe billing · OAuth 2.1.
https://mcp.convradar.com/mcpVisit https://convradar.com to get in touch.
The contents of this repository (README, manifest, configuration snippets) are released under the MIT License. The hosted ConvRadar service itself is proprietary.