Agent Pricing Index

io.github.IgnatiusTheYoungerAI由 GitHub 账号 IgnatiusTheYoungerAI 发布v2.5.0更新于 Nov 1, 2026

Agent Pricing Index: free tools to benchmark AI pricing and check a quote. FDE lessons, per query.

已验证Streamable HTTP可网页运行金融开发者工具商业与电商

概览

AI 生成的概览

远程服务器,用于依据厂商报价索引对比 AI 产品定价、核对报价,并购买付费的前线交付工程规则与清单。

可以做什么
  • 浏览与读取 Agent Pricing Index:分类基准、带厂商原文引用与读取日期的公开行,以及按日期记录的价格更正
  • 将已获或拟报的价格与厂商标价及同类产品对比,并提交产品价格进入私有基准
  • 读取前线交付工程内容:免费目录、两条免费基础规则,以及付费的完整规则集、操作手册和发布前清单
  • 订购人工审核的定价拆解,并获取运营方的结账链接
  • 计算 Judgment Multiple,比较年化风险敞口与守护它的人工控制成本
适用场景
适合需要可溯源证据的 AI 定价对比、在谈判前核对报价,或希望让助手在部署时提供工程规则与清单的场景。定价索引大部分免费,工程内容多为按次付费。
运行要求
远程 streamable HTTP 端点;未声明任何软件包、账户、API 密钥或请求头。付费工具需通过 Stripe 卡片的机器支付(MPP),未付款时会返回支付挑战与重试地址。需要能访问该服务商的 API。
安装前请注意
多个工具按次收费,且可由智能体在无人确认的情况下付款,建议设置消费上限。pricing_submit 与 pricing_quote_check 会把提交的价格或报价加入私有基准,某分类满五条后仅公布中位数。order_teardown 会跳转到外部结账链接。WARN 裁员信息源工具已停用,仅返回一个指引。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Agent Pricing Index,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

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。

交给智能体安装

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/io.github.IgnatiusTheYoungerAI%2Ffde-lessons-warn-feed/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。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "mcpServers": {
    "agent-pricing-index": {
      "type": "http",
      "url": "https://api.ignatiustheyoungerai.com/mcp"
    }
  }
}

工具

12

fde_catalogue

FREE. List every Forward Deployed Engineering rule, playbook, and checklist phase available from this server — id, title, phase, and tags, with the paid body withheld. Call this first to see what is on offer before paying for anything.

无需输入参数。

fde_lessons_preview

FREE. Return the foundational Forward Deployed Engineering rules in full, no payment required. Each rule carries the real incident behind it and an implementable agent-behavior constraint.

输入参数topic

fde_lessons_full

PAID. Return the full Forward Deployed Engineering ruleset, or the subset matching a topic. Requires a machine payment (MPP over Stripe). If unpaid, returns the exact payment challenge and the URL to retry against.

输入参数topic

fde_playbook

PAID. Return situational runbooks with ordered, checkable steps — DNS migration and static-site change. Use before executing that class of operation, not after it fails.

输入参数topic

fde_preship_checklist

PAID. Return the pre-ship checklist: every gate to clear before shipping, each with the concrete failure it prevents. Designed to be called before every deploy.

输入参数phase

pricing_changes

PAID. Return only the dated Agent Pricing Index corrections at or after a given date — what changed, not the full dataset. Each correction is from a re-read of the vendor's own page. Cheaper than fde equivalent full-dataset calls when you only need to know what moved.

输入参数since

pricing_benchmark

FREE. What AI products and agents in one category actually charge: published-price counts, contact-sales share and median entry price from the Agent Pricing Index (every row read off the vendor's own page with a verbatim quote and read date), plus the private-submission benchmark where it has five or more data points.

输入参数category必填

pricing_submit

FREE, give-to-get. Add one AI product's price (list or a real quote) to the Agent Pricing Index private benchmark. Returns the category benchmark it unlocks. Individual submissions are never published; medians only at five or more per category.

输入参数noteproductcategory必填usage_unitpricing_model必填unit_price_usdentry_usd_monthtypical_discount_pct

pricing_quote_check

FREE, give-to-get. Check a price you were quoted (or plan to quote) for an AI product against the vendor's own published list price and the category. Returns discount off list, position in the category and data freshness. The quote is added to the private benchmark (never published individually), which is the price of the answer.

输入参数seatsproductcategory必填term_monthspricing_model必填list_usd_monthquoted_usd_month必填share_to_benchmark必填

pricing_rows

FREE. Return the published Agent Pricing Index rows for one category or product, each with the vendor's pricing URL, verbatim evidence quote and read date. Full dataset is CC BY 4.0, attribute to ignatiustheyoungerai.com/pricing-index.

输入参数productcategory

order_teardown

Order a human-reviewed pricing teardown of one AI product from IgnatiusTheYoungerAI (enterprise-scale pricing operator). Returns the tiers and checkout links for the agent's operator. Use when a quote or price page needs a verdict, not a lookup.

输入参数product_url

judgment_multiple

FREE. The Judgment Multiple: annualized exposure divided by the annualized cost of the human control that guards it. Tells you whether a human reviewer on an AI workflow is cheap insurance or overhead.

输入参数annual_exposure_usd必填annual_control_cost_usd必填

版本历史

3
  1. v2.5.0最新Nov 1, 2026
  2. v2.2.0Sep 19, 2026
  3. v2.1.4Sep 16, 2026

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