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Gft MCP

by CoralLipsversion 0.1.4i★ –iRuns on your computer
Registry nameio.github.CoralLips/gft-mcp

Install

Overview

Description from the maker (original English)

Bring your GFT (Git for Thought) white-box thinking map to any AI agent. 把你的思维脉络接给任何 agent。

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Developer tools

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • The registry lists no key to fill in.

You need

  • npmNode.js installed (for the npx command)

Which app do you use?

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "gft": {
      "command": "npx",
      "args": [
        "-y",
        "gft-mcp"
      ]
    }
  }
}

Run this in your terminal

claude mcp add gft -- npx -y gft-mcp

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "gft": {
      "command": "npx",
      "args": [
        "-y",
        "gft-mcp"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "gft": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "gft-mcp"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account CoralLips, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Developer toolsi

  • More stars than 0% of the other 1394 servers in this category
  • Published to the registry more recently than 39% of the other 1394 servers in this category
  • Basic checks equal to or better than 100% of the other 1394 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Gft MCP safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (0.1.4) reached the registry 3 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: GitHub, Desktop Commander, Cloudflare MCP

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

GitHub

by github

GitHub’s official server lets AI read and manage code, issues and pull requests in your account. Use GitHub’s hosted version or run it locally with Docker.

Computer or cloud★ 34,245MITUpdated 3 days ago
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Desktop Commander

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MCP server for terminal commands, file operations, and process management

Runs on your computer★ 10,225MITUpdated 16 days ago
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Cloudflare MCP

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Cloudflare MCP servers

Runs in the cloud★ 4,446Apache-2.0Updated 14 months ago
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README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

gft-mcp

把你在 GFT(Git for Thought) 确认过的思维脉络接给任何 AI agent—— Claude Code、Cursor,或任何支持 MCP 的工具。

用它们的 token,走 GFT 的规则。 对话发生在你的 agent 里,思考资产沉淀在你的图上。

  • 🗺 读:agent 直接读到你已想通的判断、还悬着的问题、已否决的方向
  • ✍️ 写:聊完说一句「存一下」,本场新判断增量长进图(只生长,不改写历史)
  • 📬 知情:每次写入当场回执「加了什么」,新节点带未读标记,点开即消——不靠常驻视觉标
  • 🔒 零转手:本包不调用任何 AI、不产生任何 token 消耗——推理全部由你的 agent 用你自己的额度完成

快速开始

Claude Code 用户(最推荐):装 plugin,一步全齐
/plugin marketplace add CoralLips/gft-mcp

/plugin install gft@gft-mcp

装完重启,你会得到:

  • /gft:list、/gft:login —— 程序直答,秒回、零 token(UserPromptSubmit hook 拦截,不经过模型)
  • /gft:link 图名、/gft:save —— 把图接进对话 / 把新判断存回图(AI 命令)
  • MCP server 自动配好,无需再手动 claude mcp add
方式一(推荐):把这段话贴给你的 AI
请帮我安装 GFT 思维脉络的 MCP server:

把名为 "gft" 的 server 加进我的用户级 MCP 配置, command 是 npx、args 是 ["-y", "gft-mcp"] (Claude Code 可直接跑: claude mcp add -s user gft -- npx -y gft-mcp; 其他工具写各自的 MCP 配置文件)。 配好后提醒我重启生效;重启后我说「登录 GFT」完成授权即可。

方式二:一行命令(Claude Code)
claude mcp add -s user gft -- npx -y gft-mcp
方式三:手动配置

把这段加进你的 MCP 配置文件(Claude Code:.mcp.json;Cursor:.cursor/mcp.json):

{ "mcpServers": { "gft": { "command": "npx", "args": ["-y", "gft-mcp"] } } }

配置零凭证、所有人相同——登录在下一步,凭证只落在你本机 ~/.gft-mcp/。

需要 Node.js ≥ 20。配完重启你的 agent 生效。


登录

对 agent 说「登录 GFT」(或用 /gft:login 命令)——它会跑:

npx gft-mcp --login-web

浏览器自动打开 GFT 授权页 → 点一下「授权接入」→ 完成。 密码不经过任何对话或终端;agent 拿到的是独立凭证,你浏览器里的登录不受影响。

还没有 GFT 账号?先去 gitforthought.com 聊一段、生成第一张思维脉络。


用法

装好后你的 agent 自动获得四个命令(MCP prompts,Claude Code 里也可用 /gft:* 短名):

命令干什么
list列出你的思维脉络(名字·条数·各线新鲜度)
link把当前对话链接到一张图(之后读写默认走它)
save把本场对话的新判断增量存回图
login检查凭证 / 发起网页授权

不用命令也行,直接说人话:

「列一下我的 GFT 脉络」「带上『产品定位』那张图」「把刚才聊的存进脉络」

⚡ 零 AI 快速通道(不花 token、不等模型)

查名单、看图这类纯程序动作可以完全绕开 AI——终端直跑:

npx gft-mcp list           # 瞬回脉络名单

npx gft-mcp read 图名 # 输出某张图全文 npx gft-mcp login # 网页授权登录

Claude Code 用户的妙用:在输入框用 `!` 前缀跑(如 ! npx gft-mcp read 产品定位), 输出直接进入对话上下文——等于零 token 完成"链接"。 (save 没有零 AI 通道——从对话抽取判断本来就是模型的工作。)

写入规则由 GFT 端校验把关:只收用户真说过的判断、旧节点不可改写、时序不可倒挂——出格的提交会被打回并说明原因。


排错

现象处理
提示未登录 / 登录失效说「登录 GFT」或跑 npx gft-mcp --login-web
浏览器没自动打开手动访问命令输出里的 URL
agent 里看不到 gft server配置后要重启 agent;检查 npx -y gft-mcp 在终端能否启动
提示还没有脉络先去 gitforthought.com 生成第一张图
自检npx gft-mcp --check --list(终端直跑,零 AI)

给开发者

  • 本包零 AI 调用:server 只做「验 / 存 / 供」(校验、增量合并、供图),抽取规则随 read(for_update) 下发,由你的 agent 用自己的模型执行
  • 在 GFT 仓库内运行时自动切换本地开发环境(授权页指 localhost:3000);GFT_WEB_URL / GFT_SUPABASE_URL / GFT_SUPABASE_ANON_KEY 环境变量可覆盖一切默认值
  • ⚠ 改 map.mjs 的 isOpen() 必须同步 GFT 画布口径

MIT License · gitforthought.com

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