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)
The global price benchmark for AI inference: 23 price indexes, market KPIs and SKU-level prices.
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.atticstandard.com/mcp在终端中运行这条命令
claude mcp add --transport http atom https://mcp.atticstandard.com/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"atom": {
"url": "https://mcp.atticstandard.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": {
"atom": {
"type": "http",
"url": "https://mcp.atticstandard.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.atticstandard.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 AtticStandard 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(2.1.0)于32天前进入注册中心。
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, Intervals MCP
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.
Remote MCP server for intervals.icu run data and analysis
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。
Attic Standard MCP Server
The Global Price Benchmark for AI Inference, as a native tool for AI agents.
One number both sides trust.
Website · Methodology · MCP PRO
Attic Standard is the independent price reporting agency for AI inference. Every week it records the published prices of model developers, cloud marketplaces, inference platforms and neoclouds, and turns them into price indexes and market KPIs.
This server puts that data inside any MCP-compatible assistant (Claude, ChatGPT, Cursor, Windsurf, VS Code). Ask *"Where is text inference priced this week?"* or *"Cheapest place to run Llama 3.3 70B?"* and the assistant answers from the published benchmark instead of guessing.
23 published indexes in six families, each reported for input, cached input and output where the modality has them.
| Family | Indexes | What it answers |
|---|---|---|
| Modality | Text, Multimodal, Image (per image), Image (per megapixel), Video (per second), Video (per clip), Audio, Voice, Embeddings | What does this kind of inference cost? |
| Channel | Model developers, Cloud marketplaces, Inference platforms, Neoclouds | Where is it cheapest to buy? |
| Tier | Flagship, Core, Compact | What does a place higher in a maker's lineup cost? |
| License | Open weights, Restricted weights, Proprietary | What is the price of openness? |
| Origin | United States, China | How do the two model-building countries price? |
| Use case | Reasoning, Coding | What do specialist models cost? |
Each index carries two numbers:
Token prices are per 1,000 tokens. Other modalities use their own unit.
| Tool | Tier | What it returns |
|---|---|---|
get_index_benchmarks | Free | Every published index at the current week: benchmark level and changes, spot price, range and changes, coverage with the May 2026 basket |
get_price_history | Free / PRO | Weekly index series with the spot price and its range (free); week-by-week price of a model at every vendor, with each repricing (PRO) |
get_kpis | Free | The nine market KPIs: output premium, caching discount, caching availability, repricing activity, repricing depth, post-launch drift, multi-vendor spread, first-party premium, marketplace premium |
get_model_intelligence | Free | Six capability measures: reasoning tier share, long-context saturation, context ceiling, output ceiling spread, training cutoff lag, vendor modality breadth |
get_index_constituents | Free / PRO | What is inside an index basket: composition by channel, origin, tier and license (free); model-by-model basket with vendors (PRO) |
get_market_stats | Free / PRO | Coverage (vendors by channel, models, SKUs, indexes) and price distributions by modality, unit and direction; vendor breakdown on PRO |
list_vendors | Free | The vendor fleet with channel, country and pricing page |
search_models | Free / PRO | Search every priced SKU by modality, vendor, channel, creator, family, tier, license, origin, reasoning, price and context |
get_model_detail | Free / PRO | One model's specs, the indexes it belongs to, and its price at every vendor |
compare_prices | Free / PRO | One model or family across all vendors: cheapest, highest and spread per direction, with every offer on PRO |
get_vendor_catalog | Free / PRO | One vendor's channel, coverage and full price list |
| Free | MCP PRO | |
|---|---|---|
| Indexes, index history, market KPIs, model intelligence | Full | Full |
| Vendor list and market coverage | Full | Full |
| Index baskets | Composition counts | Model and vendor detail |
| Search, model detail, comparisons, catalogs, model price history | Counts, ranges, redacted samples | Vendor names, model names, exact prices |
| Price | $0 | $500/month |
The free tier carries everything atticstandard.com publishes. PRO adds the vendor- and SKU-level detail behind it. Subscribe at atticstandard.com/mcp.
Settings → Connectors → Add custom connector
Name: Attic Standard
URL: https://mcp.atticstandard.com/mcp
{
"mcpServers": { "attic-standard": { "url": "https://mcp.atticstandard.com/mcp" } } }
If your client does not accept a remote URL, use the proxy:
{
"mcpServers": { "attic-standard": { "command": "npx", "args": ["mcp-remote", "https://mcp.atticstandard.com/mcp"] } } }
Connections made with the earlier address, https://atom-mcp-server-production.up.railway.app/mcp, keep working.
PRO subscribers receive a key. Tell your assistant to pass it as _atom_api_key on each call, or keep it in a project instruction such as *"Use my Attic Standard key XXXX for every Attic Standard tool call."*
The hosted server above is the supported way to connect. The code is open so you can see exactly what it reads and how it gates data.
| Variable | Required | Description |
|---|---|---|
SUPABASE_URL | Yes | Database URL |
SUPABASE_SERVICE_ROLE_KEY | Yes (hosted) | Server-side database key, set only in the host's environment |
TRANSPORT | No | stdio (default) or http |
PORT | No | HTTP port (default 3000) |
Stack: TypeScript, Node.js, MCP SDK, Express, Zod, Supabase over REST.
Attic Standard publishes the global price benchmark for AI inference: independent, methodology-led and updated weekly across the model developers, cloud marketplaces, inference platforms and neoclouds that sell inference. The name refers to the Attic silver-weight standard of the ancient Greek world, a common measure both sides of a trade accepted.
Products: MCP · Terminal · Feed
Contact: info@atticstandard.com
MIT