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)
Randomness from outside the model, so one prompt gives different answers that still fit the ask.
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://modelsalt.com/mcp打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"model-salt": {
"command": "npx",
"args": [
"-y",
"@modelsalt/model-salt",
"anthropic"
]
}
}
}在终端中运行这条命令
claude mcp add --transport http model-salt https://modelsalt.com/mcpclaude mcp add model-salt -- npx -y @modelsalt/model-salt anthropic粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"model-salt": {
"url": "https://modelsalt.com/mcp"
}
}
}粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"model-salt": {
"command": "npx",
"args": [
"-y",
"@modelsalt/model-salt",
"anthropic"
]
}
}
}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": {
"model-salt": {
"type": "http",
"url": "https://modelsalt.com/mcp"
}
}
}粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"model-salt": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@modelsalt/model-salt",
"anthropic"
]
}
}
}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://modelsalt.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。
工具名称和描述与服务器在 2026年11月6日 报告的完全一致。这些内容由作者撰写,不是我们写的;我们以纯文本形式显示。
model_saltCall this before any creative or open-ended request (an image, a picture prompt, a story, a poem, a name, an idea, a design, a plan), so the result is varied instead of your usual answer and still exactly what was asked. First call: send the user's request word for word in `reque
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 modelsalt.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
在 1132 毫秒内响应(HTTP 200)
无需登录
已读取 1 个工具描述,未发现针对 AI 的隐藏指令
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 3 项适用的基础检查中通过了 3 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。
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(1.0.4)于昨天进入注册中心。
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, yontu
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.
Türkçe yazı denetimi: TDK kuralları, yapay zekâ izleri, metin türüne göre üslup.
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。
Ask a language model for the same thing ten times and you get the same answer ten times. Model Salt is an MCP server that gives your model randomness from outside it, so one prompt gives ten different answers that still do exactly what you asked.
modelsalt.com · works in Claude Code, Codex, Gemini CLI and Kimi Code
One command adds it to your client. Run it once.
| Client | Command |
|---|---|
| Claude Code | npx -y @modelsalt/model-salt setup claude |
| Codex | npx -y @modelsalt/model-salt setup codex |
| Gemini CLI | npx -y @modelsalt/model-salt setup gemini |
| Kimi Code | npx -y @modelsalt/model-salt setup kimi |
Start a new session in your client after it, and the model_salt tool is there.
model-salt server in your client's MCP list. For Codex and Kimi Code it also adds a short skill at ~/.agents/skills/model-salt/ that tells the model when to call the tool, and for Codex one setting on that server so the model sees the tool from the start.--dry-run to print what it would change and change nothing.npx -y @modelsalt/model-salt uninstall claude # or codex, gemini, kimi
It takes out everything setup added. The skill stays while another client of yours still uses it. --dry-run works here too.
Ask for anything with room for choices: a picture, an SVG, a page, a name, a story, a plan. The model calls model_salt with your request, gets back what to settle this time, and then does your request as you asked it.
Want more or less of it? Say so in your prompt ("make it really different", "keep it close to the usual"). The tool takes a setting from 0 to 2. Left out, it is 1.
| Setting | How often each choice keeps the model's usual pick (target) |
|---|---|
| 0 | always |
| 0.5 | 70% of the time |
| 1 (default) | 45% of the time |
| 1.5 | 25% of the time |
| 2 | no more often than any other fitting pick |
The model skips the tool for questions with one right answer (a sum, a fact, a bug fix).
Keep what you like. Like part of a result? Say what to keep in plain words ("keep the palette and layout, give me new illustrations"). Your model copies those decided answers from the earlier Model Salt reply into the tool's keep field and calls it again. Only the open choices are rolled again, and the reply starts with one line, e.g. Kept: palette = burnt orange on cream; layout = split screen, text left. That holds on later runs until you say start fresh, and "give me something new" leaves it out. In a new chat, paste the Kept: line or say it in your own words. A kept answer that no longer fits a new request is dropped, and the reply says so. Nothing is stored on our side.
Same prompt, 10 runs each, from the examples on modelsalt.com.
"Generate an SVG of a pelican riding a bicycle." Different pictures in 10 runs:
| Model | Plain prompt | With Model Salt |
|---|---|---|
| Claude Opus 5.5 | 1 | 9 |
| Claude Fable 5.1 | 3 | 9 |
| GPT-6.1 Sol | 2 | 10 |
| GPT-6 Astra | 1 | 8 |
| Gemini 4 Argon | 2 | 10 |
| Kimi K3 | 1 | 9 |
"Suggest a name for a neighbourhood coffee shop." Claude Opus 5.5, the first five runs:
| Plain prompt | With Model Salt |
|---|---|
| The Common Grind | The Footbridge |
| Common Ground | Brew Espresso Bar |
| The Common Grind | Snugwick Corner |
| The Daily Grind & Gather | Old Oak's |
| The Common Cup | Hilltop Coffee |
"Write the first line of a short story about a lighthouse keeper." Claude Opus 5.5:
Every run, plain and salted, is in examples/, with the prompt, the model and the answer.
npx fetches the package the first time.npx -y model-salt runs the same package as npx -y @modelsalt/model-salt .plugin/ holds a Codex plugin, a Claude Code plugin and a Gemini CLI extension, and this repo is a plugin marketplace. From a clone:codex plugin marketplace add /path/to/model-salt, then codex plugin add model-salt@model-saltclaude plugin marketplace add /path/to/model-salt, then claude plugin install model-salt@model-saltgemini extensions install /path/to/model-salt/pluginnpx -y @modelsalt/model-salt anthropic (Claude, Gemini and Kimi models) or npx -y @modelsalt/model-salt openai (GPT models).node src/stdio.mjs anthropic in place of the npx command.In a separate short run (with no Claude Code or Codex on the machine, in your own model's chat, over two tool calls), the model names the biggest open decisions in your request (the questions an expert would ask) and a range of answers to each, its usual one included. Randomness from outside the model picks one answer per question. Your model then does the request with those answers settled. More, and why simpler ways failed: docs/how-it-works.md.
Found a prompt that still gives the same answer every time with Model Salt? Open an issue with the prompt, the model and a few runs. How to test a change to a family's steps: CONTRIBUTING.md.
Model Salt runs on your machine and never sends your prompts anywhere. It only asks public random sources for random bytes. Details: Privacy policy.
examples/, the images in docs/): CC BY 4.0, credit "Model Salt", see examples/LICENSE.src/words.mjs, Webster's 2nd, 1934): public domain.Model Salt is a project by Chris Benjaminsen.