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)
Verified pricing, hidden costs, negotiation data, price changes & TCO for 3,390+ software products.
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://costbench.com/mcp在终端中运行这条命令
claude mcp add --transport http costbench https://costbench.com/mcp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。
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:
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。
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
注册名称已通过域名 costbench.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
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(1.1.0)于2个月前进入注册中心。
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, FactLot
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.
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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。
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.
| Tool | Description | |
|---|---|---|
get_pricing | Full 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_costs | The documented hidden / implementation / add-on costs (uplifts, onboarding fees, overages), each with a sourced quote + date. Args: slug. | |
get_negotiation_tips | Sourced negotiation tactics with success-likelihood. Args: slug. | |
get_price_history | Per-quarter price snapshots + trend — has the price changed? Args: slug. | |
compare_software | Side-by-side pricing for 2–4 products (starting price, median annual cost, free tier, ratings). Args: slugs (array). | |
discover_software | Find products by category, maxPrice, hasFreeTier. Returns matching slugs to look up. | |
calculate_tco | Total 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_cost | Cost 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_changes | Recent 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.
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
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
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.
docker build -t costbench-mcp .
docker run -i --rm costbench-mcp
# 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":{}}'
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." }
| Products | 3,390+ |
| Categories | 255 |
| Comparisons | 5,850+ |
| Coverage | Tiers, 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.
| Variable | Default | Purpose |
|---|---|---|
COSTBENCH_MCP_URL | https://costbench.com/mcp | Override the upstream endpoint |
links.page URL a response returns, not the bare number.MIT