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)
FinOps agent MCP: one allocated view of cloud, AI and data costs for your team. Starter $300/mo
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://app-api.costory.io/mcp在终端中运行这条命令
claude mcp add --transport http finops https://app-api.costory.io/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"finops": {
"url": "https://app-api.costory.io/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": {
"finops": {
"type": "http",
"url": "https://app-api.costory.io/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://app-api.costory.io/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 costory.io 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(1.0.2)于16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, 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.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Cited CRE facts and deterministic calculators for agents: rent, CAM, debt sizing, IRR, parcel IDs.
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。
Costory is the FinOps agent your team builds on. Claude plus a single provider's MCP works for one person and one cloud. It breaks when you add more providers, more people, and more tools to maintain.
Your agent finds savings, explains every change in spend and issues recommendations that your coding agent can implement. It works in Claude, Cursor and any MCP client, plus Slack. Customers include Alan, Deezer, Delivery Hero, Voodoo and Pennylane.
Pricing: Starter from $300/month, flat: unlimited users and data sources, and a fair use that 80% of customers never outgrow. Nothing is ever cut off, and agents connected through the MCP use no AI credits. 30-day free trial.
This repository is the open part: the agent skills and plugin packaging (Claude Code, Codex, Cursor) that teach an agent how to run FinOps workflows on top of the Costory MCP tools.
https://app-api.costory.io/mcp (streamable HTTP)io.costory/finops on the official MCP RegistryOne click adds https://app-api.costory.io/mcp to VS Code or Cursor; the OAuth login opens in the browser on first use. Cursor deeplink, if you prefer to paste it: cursor://anysphere.cursor-deeplink/mcp/install?name=costory&config=eyJ1cmwiOiJodHRwczovL2FwcC1hcGkuY29zdG9yeS5pby9tY3AifQ%3D%3D
You need a Costory workspace with billing data connected. Starter from $300/month, flat; 30-day free trial.
Claude Desktop / Claude Code / Cursor / VS Code: add a custom connector pointing at https://app-api.costory.io/mcp, then complete the OAuth login in the browser window that opens. Per-client walkthroughs with screenshots are in the MCP docs.
This repo ships an .mcp.json you can copy:
{
"mcpServers": { "costory": { "type": "http", "url": "https://app-api.costory.io/mcp", "oauth": { "callbackPort": 8080 } } } }
Claude Desktop (developer config, claude_desktop_config.json), see alternative JSON config:
{
"mcpServers": { "costory": { "url": "https://app-api.costory.io/mcp" } } }
VS Code (.vscode/mcp.json):
{
"servers": { "costory": { "type": "http", "url": "https://app-api.costory.io/mcp" } } }
Try "Use Costory to show my top cost drivers last month". The agent calls get_context, then query.
If your account has access to several organizations, get_context without a slug returns "Multiple organizations" with the list of slugs. The agent should call list_organizations (or read that list), ask which org to use, and pass that slug to get_context and the following tools. You can also name it upfront: "Use Costory org acme and show my top cost drivers last month".
The server exposes tools in five groups. Names and payloads are versioned; the API reference is the source of truth.
| Group | Tools | What they do |
|---|---|---|
| Orientation | get_context, search, get, suggest_groupby, suggest_usage_metrics, suggest_actions | Discover dimensions, dashboards, metrics, and the right way to slice a question |
| Query | query, list_metrics, list_virtual_dimensions | Cost, usage, metric, formula, and budget queries with period-over-period comparison |
| Allocation | create_virtual_dimension_draft, update_virtual_dimension_draft, preview_virtual_dimension_draft, publish_virtual_dimension, virtual_dimension_overlap_matrix | Define custom cost axes with ordered CEL rules, preview, then publish |
| Reporting | create_report, update_report, preview_report_widget, run_report_now, create_dashboard, update_dashboard | Scheduled Slack, Teams, and email reports plus dashboards built from chat |
| Alerting and events | create_alert, preview_alert, list_alerts, create_event, update_event | Cost and budget alerts, and event annotations for correlation |
Write tools act only inside your Costory workspace. Query scoping follows the calling user's workspace role.
Skills are the workflow layer: each one encodes how to sequence the tools above for a class of question, so the assistant does not have to rediscover it.
MCP skillId | Use when |
|---|---|
bigquery | BigQuery warehouse caveats (on-demand vs slots, physical vs logical, labels) plus the [BigQuery] dashboard template |
cost-change-investigation | Explain a cost change with contribution, timing, usage, metric, event, alert, and terminology evidence |
query | Cost, usage, metric, formula, and budget investigation. Explorer period-over-period only; hands off "what changed" to reports Explain |
virtual-dimensions | Create, edit, preview, and publish custom cost axes with ordered CEL rules |
dashboards | Create or extend dashboards with context-first widget inheritance and overview generation |
reports | Scheduled Slack, Teams, and email reports, and preview-first DIGEST to explain last month's cost |
recipes | Ready-made tracking designs matched to an outcome, then handed off to the skills above to build |
Recipes currently cover BigQuery warehouse routing, GCP spend-based CUDs, budget-vs-actual dashboards, EC2 spike alerts, prod-vs-R&D splits, untagged coverage, marketplace spend, provider credits, namespace cost, compute drilldowns, and period-change explanation. See plugins/costory/skills/recipes/.
This repo also ships a Cursor plugin layout next to the Claude Code marketplace:
.cursor-plugin/marketplace.json — multi-plugin marketplace manifestplugins/costory/.cursor-plugin/plugin.json — Cursor plugin manifestplugins/costory/mcp.json — hosted MCP at https://app-api.costory.io/mcp (OAuth in the client)plugins/costory/assets/logo.png — plugin logoListed on cursor.directory/plugins/costory.
The plugin wires the MCP server and installs the skills in one step.
# Claude Code
claude plugin marketplace add costory-io/costory-finops-mcp-skills claude plugin install costory@costory
codex plugin marketplace add costory-io/costory-finops-mcp-skills codex plugin add costory@costory
Skills only, any agent ([skills.sh](https://skills.sh)): installs the seven skills into Claude Code, Cursor, Codex and other agents that read Agent Skills. Connect the MCP separately (see above).
npx skills add costory-io/costory-finops-mcp-skills
Kiro: this repo ships a Kiro power (MCP connection + FinOps skill). In Kiro, open the Powers panel → Add Custom Power → Import power from GitHub and enter https://github.com/costory-io/costory-finops-mcp-skills/tree/main/powers/costory.
.mcp.json ← ready-to-copy MCP client config
skills.json ← MCP skillId -> SKILL.md path .claude-plugin/marketplace.json server.json ← official MCP Registry entry (io.costory/finops) gemini-extension.json + GEMINI.md ← Gemini CLI extension (MCP connection + context) powers/costory/ ← Kiro power (plugin.json + mcp.json + skills/costory-finops) plugins/costory/ .claude-plugin/plugin.json .mcp.json ← MCP server wired by the Claude Code / Codex plugin README.md LICENSE ← Apache-2.0 (copy of the root LICENSE) skills/ bigquery/SKILL.md cost-change-investigation/SKILL.md query/SKILL.md virtual-dimensions/SKILL.md dashboards/SKILL.md reports/SKILL.md recipes/SKILL.md + recipe library
get_skill)skills.json maps each MCP skillId to a SKILL.md path. When wiring costory-app, load the file from this repo (or a pinned release), strip optional YAML frontmatter, and return the markdown body.
{
"skillId": "dashboards", "path": "plugins/costory/skills/dashboards/SKILL.md" }
See AGENTS.md for layout rules, version bumps, and validation. Use SKILL_TEMPLATE.md when adding a skill.
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Apache-2.0, see LICENSE.