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)
Turn a support ticket into a structured case brief, or score its L2 escalation readiness.
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。
CASEMARGIN_API_KEY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 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"casemargin": {
"command": "npx",
"args": [
"-y",
"casemargin-mcp-server"
],
"env": {
"CASEMARGIN_API_KEY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add casemargin --env CASEMARGIN_API_KEY=your-value -- npx -y casemargin-mcp-server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": {
"casemargin": {
"command": "npx",
"args": [
"-y",
"casemargin-mcp-server"
],
"env": {
"CASEMARGIN_API_KEY": "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": {
"casemargin": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"casemargin-mcp-server"
],
"env": {
"CASEMARGIN_API_KEY": "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。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
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。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
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
注册名称已通过域名 casemargin.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
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
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:CASEMARGIN_API_KEY
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(1.0.2)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。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Kanal Varna — drains, leaks & plumbing (Varna, BG)
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.
Drain unblocking, leak detection & plumbing in Varna, Bulgaria: services, prices, areas, contact
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。
CaseMargin MCP server exposes support case reasoning tools — generate structured case briefs and check escalation readiness from any MCP-compatible AI client (Claude Desktop, Claude Code, Cursor, and others). It sits above helpdesk data layers: it doesn't read tickets from Zendesk or any ticketing system — you pass ticket content in, it returns structured analysis powered by the same AI that runs casemargin.com.
generate_case_briefGenerate a structured case brief from a support ticket thread. Returns an assessment, what has been tried, current status, and recommended next step.
Input: ticket_content (string) — the full ticket thread: messages, internal notes, whatever you paste or pipe in. 10–50,000 characters.
Output (structured JSON):
{
"quick_scan": { "assessment": "…what this case is about and how serious it is…", "next_step": "…the single action the receiving agent should take now…", "status": "Waiting on customer" }, "full_brief": { "current_problem": "…symptoms, blockers, business impact…", "actions_taken": ["action → outcome", "…"], "key_context": "…customer plan, history, logs, error codes…" }, "metadata": { "input_length": 4210, "brief_length": 1250, "compression_ratio": 0.3 } }
check_escalation_readinessAnalyze whether a support ticket is ready to escalate to L2. Returns a readiness score (0–100), dimensional breakdown, predicted L2 questions, and missing items.
Input: ticket_content (string) — the ticket notes to evaluate. 10–20,000 characters.
Output (structured JSON):
{
"overall_score": 62, "readiness": "borderline", "dimensions": { "problem_clarity": { "score": 80, "note": "…" }, "troubleshooting_evidence": { "score": 55, "note": "…" }, "business_impact": { "score": 40, "note": "…" }, "next_action": { "score": 70, "note": "…" }, "billing_defensibility": { "score": 65, "note": "…" } }, "predicted_l2_questions": ["…", "…"], "missing_items": ["…", "…"] }
Nothing to install ahead of time — npx fetches the package on first run. Add this to your claude_desktop_config.json and restart Claude Desktop:
{
"mcpServers": { "casemargin": { "command": "npx", "args": ["-y", "casemargin-mcp-server"], "env": { "CASEMARGIN_API_KEY": "your-api-key-here" } } } }
Cursor and Claude Code take the same shape of config in their own files. The config lives at ~/Library/Application Support/Claude/ on macOS and %APPDATA%\Claude\ on Windows. Quit and reopen the app rather than closing the window — the config is read at process start.
The API key is optional — without it, brief generation runs on the anonymous per-IP tier. Get a free key (8 briefs/month) at casemargin.com/signup. The escalation readiness check is free and needs no key. Drop the whole env block to run keyless.
Also on the MCP Registry as com.casemargin/casemargin-mcp-server, and on npm.
Only needed if you're modifying the server:
git clone https://github.com/Casemargin/casemargin-mcp-server.git
cd casemargin-mcp-server npm install npm run build
Then point command at node and args at the absolute path of the built dist/index.js.
Paste a ticket thread into your AI client and ask what's going on:
You: What's happening with this ticket?
Customer reports VPN drops every ~30 min since Monday. Rebooted router, reinstalled client v4.2, issue persists. Firewall logs show DHCP lease renewing every 30 min. Customer is on the Premium SLA, CFO is affected. Told them we'd escalate if not fixed by Friday…
Claude calls generate_case_brief and returns a structured brief:
Quick scan — Recurring VPN disconnects tied to a 30-minute DHCP lease renewal on a Premium SLA account with an executive affected; moderate-to-high urgency.
Next step: Extend the DHCP lease time on the affected scope and confirm whether the drops track lease renewals.
Status: Actively being worked.
…plus the full breakdown of current problem, actions already taken (each with outcome), and key context.
You: Is this ticket ready to escalate to L2?
*(pastes the same thread)*
Claude calls check_escalation_readiness and returns the score with a breakdown:
62/100 — borderline. Problem clarity is strong (80), but troubleshooting evidence is thin (55) — no packet capture or client logs attached — and business impact is asserted, not quantified (40). Before escalating, L2 will ask: "What do the VPN client logs show at the moment of the drop?" and "Does the issue follow the user across networks?"
The server makes network calls and reads environment variables, so supply-chain scanners flag both. SECURITY.md documents the full extent: one outbound origin, two environment variables, and no filesystem, subprocess, dynamic-code, install-script, or telemetry access at all.
Two things worth knowing up front. Only the ticket_content you pass to a tool leaves your machine — nothing else is collected, and raw ticket text is never stored server-side. And because the API key travels as a request header, the server refuses to start if CASEMARGIN_API_URL points at a non-https origin other than loopback, rather than silently sending your key in cleartext.
Releases are published from GitHub Actions with npm provenance, so you can verify the tarball came from this repository:
npm audit signatures
CaseMargin turns raw support tickets into structured case briefs so the next agent picks up cold in seconds, not minutes. The web app, Zendesk integration, and free Escalation Readiness Score tool live at casemargin.com.