com.costbench由 costbench.com 发布官方发布者v1.1.0更新于 Oct 25, 2026
Verified pricing, hidden costs, negotiation data, price changes & TCO for 3,390+ software products.
一个远程只读 MCP 服务器，为助手提供有来源的软件价格数据：套餐、隐藏成本、议价建议、价格历史、对比与总体拥有成本。
Web executable，通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。
把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体，或 SourceWeft 对话中。智能体会读取该服务器的安装指南，先向你展示发布者、端点和登录方式，经你同意后再把它添加到你的客户端。密钥不会写进任何命令。
阅读 https://sourceweft.com/mcp/com.costbench%2Fmcp/install.md，并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前，先告诉我它的发布者、端点和登录方式，等我确认。不要把 API 密钥写进命令或我会提交的文件；问我密钥应从哪里获取。把它添加到你客户端的 mcpServers 配置中。
{
"mcpServers": {
"costbench": {
"type": "http",
"url": "https://costbench.com/mcp"
}
}
}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.
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:
Claude Code:
For clients that only speak stdio, this package bridges stdio ↔ the hosted endpoint:
Or clone and run directly:
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):
Claude Code plugin (bundles the MCP server + the skill):
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.
The get_pricing call above returns a record like:
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.
links.page URL a response returns, not the bare number.MIT
来源：README.md，提交 2ba307c
Full sourced pricing record for a software product: tiers, hidden costs, contract terms, market data, sentiment, negotiation tips, TCO scenarios, price history — every claim with its sources + a confidence/verification envelope.
slug必填depthSourced negotiation tactics for a product with success-likelihood (how to get a discount).
slug必填Dated per-quarter snapshots of a product's pricing page. Returns observations, NOT a trend figure — CostBench does not publish one, because diffing snapshots across renamed/restructured plan lineups is ~90% measurement artifact.
slug必填Side-by-side pricing comparison of 2–4 products (starting price, enterprise tier, median annual cost, free tier, ratings).
slugs必填Find software products by name search or criteria (category, max price, free tier). Returns matching slugs to look up — use "query" to find the slug for a product name.
limitquerycategorymaxPricehasFreeTierTotal cost of ownership for a product and team size: sourced line items (licenses with price escalation, benchmark implementation), year-one + multi-year totals, effective per-seat cost. The defensible "true cost for an N-person team" answer.
slug必填tierseats必填termYearsEstimate the cost of an LLM/API workload (input + output tokens) for a usage-priced provider (OpenAI, Anthropic, AWS Bedrock…) from its real rate card.
slug必填modelinputTokensoutputTokensRecent software pricing changes CostBench detected against vendor pricing pages (increases, decreases, plan restructures) — dated, with before/after price bands and a source link. Filter by product slug, category, or lookback window. The "what changed lately" answer; each item links to the sourced record.
dayssluglimitcategoryinclude_suspect已满足适用检查项的 100%
该评分衡量此收录条目的完整程度，依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价，也不表示服务器安全或当前可用：可连通性是带日期的检查结果，评分也不包含安装量或用户评价。
{ "mcpServers": { "costbench": { "type": "streamable-http", "url": "https://costbench.com/mcp" } }}claude mcp add --transport http costbench https://costbench.com/mcp{ "mcpServers": { "costbench": { "command": "npx", "args": ["-y", "github:aadilr/costbench-mcp"] } }}git clone https://github.com/aadilr/costbench-mcp.gitcd costbench-mcpnpm installnode index.jsnpx skills add aadilr/costbench-mcp/plugin marketplace add aadilr/costbench-mcp/plugin install costbench@costbenchdocker build -t costbench-mcp .docker run -i --rm costbench-mcp# List the toolscurl -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 productcurl -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"}}}'{ "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."}