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)
Find duplicate customers and contacts in CSV exports. Your data stays on your machine.
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 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"samecontact": {
"command": "npx",
"args": [
"-y",
"samecontact",
"serve"
]
}
}
}在终端中运行这条命令
claude mcp add samecontact -- npx -y samecontact serve粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"samecontact": {
"command": "npx",
"args": [
"-y",
"samecontact",
"serve"
]
}
}
}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": {
"samecontact": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"samecontact",
"serve"
]
}
}
}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6日
注册名称已通过 GitHub 账户 GillMacedo 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
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。
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(0.1.0)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。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Reelsaw
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.
Drive a self-hosted Reelsaw: turn long videos into vertical clips, edit, re-render and export them.
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。
Clean up a CRM export, customer list or mailing list by finding rows that are the same person, even when the name, email or phone is written differently. For small businesses, sales teams and marketers.
Most customer lists contain the same person several times: "Robert Jones" and "Bob Jones", or Ana.Silva+news@ and ana.silva@. Duplicates waste mailing costs, annoy customers and overstate your numbers, while a simple dedupe in a spreadsheet misses most of them. samecontact compares emails, phone numbers, names and companies, then says how sure it is and why. It never merges anything itself. It's an MCP server and a single Go binary, with no account, no API key and no network access.
As a Claude Code plugin, which adds the MCP server and a skill that tells Claude when to use it. You need Node, which runs the server through npx:
claude plugin marketplace add GillMacedo/samecontact claude plugin install samecontact@samecontact-marketplace
For other MCP clients:
{
"mcpServers": { "samecontact": { "command": "npx", "args": ["-y", "samecontact", "serve"] } } }
The npm install covers macOS and Linux. On Windows, use go install for now.
Or build the binary with Go 1.27 or newer:
go install github.com/GillMacedo/samecontact@latest
Try it on the sample file in examples/. All the people in it are made up.
$ go run . find examples/contacts.csv SAME PERSON (2) rows 3, 4 Ana Silva / Silva, Ana [same email; same name and company] rows 5, 6 Robert Jones / Bob Jones [same phone and matching name] LIKELY: check these (1) rows 7, 8 Maria Costa [same name and company] REVIEW: a person should decide (2) rows 11, 12 John Smith / John Smith [same name, different companies] rows 13, 14 Lena Fischer / Omar Haddad [same email, different names: may be a shared address] SKIPPED row 16: no name, email or phone 13 contacts, 3 duplicate groups, 3 extra rows, 2 pairs to review
With an installed copy, run samecontact find contacts.csv. Add --out marked.csv to write a copy with dup_group and dup_level columns, which you can sort in a spreadsheet. Your original file is never changed. Add --json for machine-readable output.
| Level | Evidence |
|---|---|
| Same person | Same email with matching names, same phone with matching names, or an identical row |
| Likely | Same name and company, same name and work email domain, or same phone with one name missing |
| Review | One email or phone under different names, the same name alone, or a similar name at the same company |
It understands nicknames, initials, accents, name order, small typos, phone formats, Gmail dots and +tags. Addresses like info@ and free domains like Gmail don't count as evidence of the same person.
| Tool | What it does |
|---|---|
contacts_find_duplicates | Returns groups and review pairs, with a limit for large files |
contacts_inspect_csv | Shows detected columns and row counts, without row contents |
Both are read-only. contacts_find_duplicates returns names from your file to the MCP client, so they reach whichever AI model you use. The CLI keeps everything on your machine.
How do I remove duplicate contacts from a CSV? Run samecontact find contacts.csv --out marked.csv, review the groups, then delete or merge rows in your CRM or spreadsheet. The tool doesn't delete anything.
Does it work with HubSpot, Salesforce or Mailchimp exports? It reads CSV and recognizes common column names, and you can name others with --columns email=Mail,name=Who. It hasn't been tested on each product's real exports yet.
Is my customer data uploaded? The tool has no network code. Through MCP, results go to whichever AI model your client uses.
Contributions are welcome, from people and from people working with AI agents. See CONTRIBUTING.md. Good first issues:
merge command that suggests one combined row per groupfeat: goes under Added and fix: under Fixed.make test must pass. Changes over 30 lines need a linked open issue (Closes # ), and a PR can have at most 800 changed lines. If something is missing, a comment tells you what to fix.This project was largely generated with Claude Code and reviewed by its maintainer.
I'm Giulliano Macedo, and I build developer tools at GoTech Solutions. Follow along or get in touch:
If samecontact cleaned up your list, a star helps others find it.
MIT licensed.
Built by Giulliano Macedo, GoTech Solutions · LinkedIn · X