原型 · 预览版:收录官方注册中心里的全部服务器,每 30 分钟同步一次。评价和账户功能将在后续阶段推出。
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CostBench

作者:aadilr版本 1.1.0i★ –i在云端运行
注册名称com.costbench/mcp

安装

概览

作者提供的说明(英文原文)

Verified pricing, hidden costs, negotiation data, price changes & TCO for 3,390+ software products.

PopNx MCP 的三大支柱

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。

它能帮你做什么

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。

安装

选择你使用的 AI 应用,然后复制设置。

安装之前

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:

  1. 打开 Settings → Connectors
  2. 点击 Add custom connector
  3. 粘贴下面的地址,然后点击 Add
  4. 如果要求登录,请登录作者的服务
SettingsConnectors1+ Add2https://…3
https://costbench.com/mcp

在终端中运行这条命令

claude mcp add --transport http costbench https://costbench.com/mcp

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "costbench": {
      "url": "https://costbench.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。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "costbench": {
      "type": "http",
      "url": "https://costbench.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:

  1. 打开网页版 ChatGPT → Settings → Connectors (Apps)
  2. 点击 Create 或 Add(部分套餐需要先在 Advanced 中开启 Developer mode)
  3. 粘贴下面的地址,起个名字,然后保存
  4. 如果要求登录,请登录作者的服务
SettingsConnectors1+ Create2https://…3
https://costbench.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。

它能做什么

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。

基础检查i

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

  • ✓ 通过

    作者与仓库一致

    注册名称已通过域名 costbench.com 验证(注册中心会核实域名所有权)

  • … 尚未检查

    仍在维护

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    有许可证

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    端点有响应

    尚未检查;我们会轮流检查各个端点

  • … 尚未检查

    使用 OAuth 登录

    尚未检查;我们会轮流检查各个端点

  • … 尚未检查

    工具描述中没有隐藏指令

    尚未检查;我们会在检查端点时读取工具列表

与“其他”中的其他服务器比较i

  • 星标数多于此分类中其他 32558 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 32558 个服务器的 30% 更新
  • 基础检查结果等于或优于此分类中其他 32558 个服务器的 100%

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。

常见问题

CostBench 安全吗?

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。

它需要哪些密钥或代码?

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。

它在我的电脑上运行还是在云端?

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。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(1.1.0)于2个月前进入注册中心。

哪些应用可以使用它?

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。

有什么可以替代它?

同一分类中有:Spec Driven Development, Remote Desktop Commander, FactLot

替代选择

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

Spec Driven Development

作者:formulahendry

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

在你的电脑上运行★ 440MIT14个月前更新
安装

Remote Desktop Commander

作者:desktop-commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

在云端运行★ 211昨天更新
安装

FactLot

作者:9mp96ygnbk-alt

Cited CRE facts and deterministic calculators for agents: rent, CAM, debt sizing, IRR, parcel IDs.

电脑或云端今天更新
安装

作者的 README

打开 README

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。

CostBench MCP Server

Verified software-pricing intelligence for any MCP client — true costs, hidden fees, negotiation data, price history, side-by-side comparisons, a dated price-change feed, and total cost of ownership for 3,390+ products. Read-only, free, no API key, no signup.

Powered by CostBench.com. Every figure the server returns carries its source and date — the data is only as trustworthy as its provenance, so CostBench publishes the provenance with each number. Responses include an attribution field and per-entity links back to the sourced page.

Tools

ToolDescription
get_pricingFull sourced pricing record for a product: tiers, hidden costs, contract terms, market data, sentiment, negotiation tips, TCO scenarios, and price history — each claim with its sources. Args: slug, optional depth (summary\full).
get_hidden_costsThe documented hidden / implementation / add-on costs (uplifts, onboarding fees, overages), each with a sourced quote + date. Args: slug.
get_negotiation_tipsSourced negotiation tactics with success-likelihood. Args: slug.
get_price_historyPer-quarter price snapshots + trend — has the price changed? Args: slug.
compare_softwareSide-by-side pricing for 2–4 products (starting price, median annual cost, free tier, ratings). Args: slugs (array).
discover_softwareFind products by category, maxPrice, hasFreeTier. Returns matching slugs to look up.
calculate_tcoTotal cost of ownership for a product and team size: sourced line items, year-one + multi-year totals, effective per-seat cost. Args: slug, seats, optional tier, termYears.
estimate_llm_costCost of an LLM/API workload (input + output tokens) for a usage-priced provider, from its real rate card. Args: slug, inputTokens, outputTokens, optional model.
get_price_changesRecent pricing changes CostBench detected against vendor pricing pages — dated, before/after bands, source link. Args: optional slug, category, days (default 30), limit (default 25). Same data as the public feed at https://costbench.com/data/pricing-changes.json.

All tools are read-only (readOnlyHint: true). Products are addressed by slug (e.g. salesforce, microsoft-teams, openai-api); use discover_software if you don't know one.

Option 1 — Remote endpoint (recommended, no install)

The server is hosted at https://costbench.com/mcp using streamable HTTP transport (MCP spec 2025-03-26). If your client supports remote MCP servers, point it straight at the endpoint:

{

"mcpServers": { "costbench": { "type": "streamable-http", "url": "https://costbench.com/mcp" } } }

Claude Code:

claude mcp add --transport http costbench https://costbench.com/mcp

Option 2 — Local stdio server (this package)

For clients that only speak stdio, this package bridges stdio ↔ the hosted endpoint:

{

"mcpServers": { "costbench": { "command": "npx", "args": ["-y", "github:aadilr/costbench-mcp"] } } }

Or clone and run directly:

git clone https://github.com/aadilr/costbench-mcp.git

cd costbench-mcp npm install node index.js

Option 3 — Agent Skill / Claude Code plugin

This repo doubles as an Agent Skill and Claude Code plugin.

Any skills-capable agent (Claude Code, Codex CLI, Cursor, Gemini CLI, Copilot, and more):

npx skills add aadilr/costbench-mcp

Claude Code plugin (bundles the MCP server + the skill):

/plugin marketplace add aadilr/costbench-mcp

/plugin install costbench@costbench

The software-pricing skill prefers the MCP tools when connected and otherwise falls back to a bundled script (skills/software-pricing/scripts/pricing.sh) that talks to the hosted endpoint over plain HTTPS — no MCP client required.

Option 4 — Docker

docker build -t costbench-mcp .

docker run -i --rm costbench-mcp

Quick test

# List the tools

curl -X POST https://costbench.com/mcp \ -H "Content-Type: application/json" \ -d '{"jsonrpc":"2.0","id":1,"method":"tools/list","params":{}}'

Get pricing for a product

curl -X POST https://costbench.com/mcp \ -H "Content-Type: application/json" \ -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"get_pricing","arguments":{"slug":"salesforce","depth":"summary"}}}'

The get_pricing call above returns a record like:

{

"slug": "salesforce", "name": "Salesforce", "category": { "slug": "crm", "name": "CRM" }, "priceRange": { "low": 0, "median": 100, "high": 550, "currency": "USD" }, "priceUnit": "user/month", "tiers": [ { "name": "Starter Suite", "priceMonthly": 25, "priceAnnual": 300, "priceUnit": "user/month" }, { "name": "Pro Suite", "priceMonthly": 100, "priceAnnual": 1200, "priceUnit": "user/month" } ], "attribution": "Source: CostBench (https://costbench.com) — verified, sourced software pricing intelligence." }

What's in the data

Products3,390+
Categories255
Comparisons5,850+
CoverageTiers, hidden costs, contract terms, negotiation data, price history, TCO, LLM rate cards

Each field carries a license marker (owned \| restricted): CostBench's own sourced research is owned; a small number of third-party market-data medians are restricted — surfaceable to a user but not licensed for commercial redistribution.

Environment variables

VariableDefaultPurpose
COSTBENCH_MCP_URLhttps://costbench.com/mcpOverride the upstream endpoint

Privacy & limits

  • No authentication or account required. All tools are read-only — the server never writes anything.
  • Per-IP rate limiting: 60 requests/minute.
  • Data is sourced and dated; cite the links.page URL a response returns, not the bare number.

License

MIT

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